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# ![@Alacritic_Super Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::769372283131432961.png) @Alacritic_Super Praveen Kumar Verma

Praveen Kumar Verma posts on X about ai, if you, money, future the most. They currently have [---] followers and [---] posts still getting attention that total [-------] engagements in the last [--] hours.

### Engagements: [-------] [#](/creator/twitter::769372283131432961/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::769372283131432961/c:line/m:interactions.svg)

- [--] Week [---------] +9,686%
- [--] Month [---------] +141%
- [--] Months [---------] +14,322,904%

### Mentions: [---] [#](/creator/twitter::769372283131432961/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::769372283131432961/c:line/m:posts_active.svg)

- [--] Week [---] +29%
- [--] Month [---] +9%
- [--] Months [-----] +182,400%

### Followers: [---] [#](/creator/twitter::769372283131432961/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::769372283131432961/c:line/m:followers.svg)

- [--] Week [---] +30%
- [--] Month [---] +104%
- [--] Months [---] +7,625%

### CreatorRank: [-------] [#](/creator/twitter::769372283131432961/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::769372283131432961/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[finance](/list/finance)  24.38% [technology brands](/list/technology-brands)  7.67% [countries](/list/countries)  4.93% [stocks](/list/stocks)  4.66% [social networks](/list/social-networks)  3.01% [cryptocurrencies](/list/cryptocurrencies)  0.55% [luxury brands](/list/luxury-brands)  0.55% [celebrities](/list/celebrities)  0.55% [travel destinations](/list/travel-destinations)  0.55% [currencies](/list/currencies)  0.27%

**Social topic influence**
[ai](/topic/ai) 25.21%, [if you](/topic/if-you) 7.12%, [money](/topic/money) 5.75%, [future](/topic/future) 4.11%, [india](/topic/india) 3.84%, [culture](/topic/culture) #3613, [strong](/topic/strong) #1486, [math](/topic/math) #1342, [company](/topic/company) #2453, [health](/topic/health) #877

**Top accounts mentioned or mentioned by**
[@simoningari](/creator/undefined) [@grok](/creator/undefined) [@hunter_haney75](/creator/undefined) [@timcast](/creator/undefined) [@thesamarthyadav](/creator/undefined) [@pushpendrakum](/creator/undefined) [@2sush](/creator/undefined) [@cscawley](/creator/undefined) [@prashantsapp](/creator/undefined) [@aakankshalovely](/creator/undefined) [@vamikaclasses](/creator/undefined) [@kushallodha548](/creator/undefined) [@pathofmen](/creator/undefined) [@thrishul](/creator/undefined) [@balugorade](/creator/undefined) [@lorien19731](/creator/undefined) [@adastra2018](/creator/undefined) [@ilyaskazi](/creator/undefined) [@warumnotanoniem](/creator/undefined) [@oblivious9021](/creator/undefined)

**Top assets mentioned**
[Alphabet Inc Class A (GOOGL)](/topic/$googl) [Microsoft Corp. (MSFT)](/topic/microsoft) [Born in [--] (19)](/topic/$19)
### Top Social Posts
Top posts by engagements in the last [--] hours

"Government of Singapores India Stock Bets.πŸ“Š Stocks held by the Government of Singapore List πŸ‘‡ - Apollo Hospitals - Divis Laboratories - Power Finance Corporation - Axis Bank - HDFC Bank - PG Electroplast - Endurance Technologies - Kalyan Jewellers - Aegis Logistics - Apollo Tyres - Ashok Leyland - Astral - Bajaj Auto - Bajaj Finance - Bharat Forge - Bharti Airtel - Bharat Petroleum - Castrol - Cera Sanitaryware - DLF - Dr. Reddys Laboratories - Eicher Motors - Godrej Consumer Products - Godrej Properties - Hindalco Industries - ICICI Bank - Indian Hotels Company - IndusInd Bank - Infosys -"  
[X Link](https://x.com/Alacritic_Super/status/2016392261320503660)  2026-01-28T06:05Z [---] followers, [---] engagements


"πŸ˜‚ This is not a salary story. This is a behavior documentary. [--] LPA: Once salary doubles life set. 🀑 [--] LPA: Flat upgraded 🏠 Zomato became a religion πŸ” Amazon Prime = impulse therapy πŸ“¦ Savings = still loading Same stress. Same anxiety. Just HD problems now. Truth bomb πŸ’£ Money doesnt fix habits. It exposes them. If you dont save when its hard you wont save when its easy youll just spend with confidence. Lifestyle inflation is the silent EMIs we never signed for. Rule of life: Income grows fast. Habits compound faster. The only real hike is discipline πŸ˜„"  
[X Link](https://x.com/Alacritic_Super/status/2016559406419427572)  2026-01-28T17:10Z [---] followers, 27.5K engagements


"Apparently the money didn't vanish. It just did what it always does: changed hands 😌 When gold and silver were going up every day: Store of value Hedge forever New paradigm πŸ“ˆβœ¨ Now everything drops and suddenly: WHERE DID THE MONEY GO 🀯 Same answer every cycle: Leverage got wiped Profits got booked Cash went to the sidelines Big players waited while retail panicked Money doesn't disappear. It moves from impatient hands to patient ones. Nobody questioned logic on the way up. Everyone questions reality on the way down. Markets aren't broken. Selective memory is."  
[X Link](https://x.com/Alacritic_Super/status/2017428656961032445)  2026-01-31T02:44Z [---] followers, 15K engagements


"2 These schemes come with hidden strings: EPF / VPF rule & tax changes withdrawal delays NPS forced annuity limited exit PPF 15-year lock-in SSY restricted use policy risk Post Office FDs inflation erosion"  
[X Link](https://x.com/Alacritic_Super/status/2019084354128068946)  2026-02-04T16:23Z [---] followers, [--] engagements


"@winexviv @grok fetch the details"  
[X Link](https://x.com/Alacritic_Super/status/2019437643080298720)  2026-02-05T15:47Z [---] followers, [--] engagements


"How Models Work The system authenticates users via the AI API of their choice. Anthropic Claude Opus or Meta Llama [---] 70B are the defaults but OpenClaw also supports models from Google OpenAI Moonshot MiniMax and other developers hosted locally or in the cloud. OpenClaw itself is free but model hosts may charge per token of input and output. http://Z.ai http://Z.ai http://Z.ai http://Z.ai"  
[X Link](https://x.com/Alacritic_Super/status/2019733331890544902)  2026-02-06T11:22Z [---] followers, [--] engagements


"OpenClaw and Moltbook initially launched with many security flaws and other issues some of which have been fixed at the time of this writing. The combination of an open-ended system insecure design and inexperienced users resulted in a variety of vulnerabilities. Misconfigured OpenClaw deployments exposed API keys and Moltbook exposed millions more. Skills designed to perform malicious tasks such as stealing data have proliferated. Many users have installed the system on dedicated machines to avoid exposing private data to attackers or well-meaning but accident-prone agents"  
[X Link](https://x.com/Alacritic_Super/status/2019734906704937052)  2026-02-06T11:28Z [---] followers, [--] engagements


"Why it matters: OpenClaw made a huge splash and left prominent members of the AI community debating its novelty and importance. For developers OpenClaw offers a highly customizable and powerful AI assistant that requires careful security precautions. Its also a glimpse of a future in which autonomous agents go about their business with little input from humans. https://twitter.com/i/web/status/2019735155351724342 https://twitter.com/i/web/status/2019735155351724342"  
[X Link](https://x.com/Alacritic_Super/status/2019735155351724342)  2026-02-06T11:29Z [---] followers, [--] engagements


"What is net premium income in insurance Net premium income is the total revenue an insurance company retains from premiums after deducting reinsurance costs and policy cancellations. It represents the actual earnings from underwriting activities. For example if an insurer collects [----] crore in gross premiums pays [---] crore for reinsurance and refunds [--] crore the net premium income would be [---] crore. This metric is crucial for evaluating the companys core performance and its ability to cover claims and generate profits. https://twitter.com/i/web/status/2019801883838415057"  
[X Link](https://x.com/Alacritic_Super/status/2019801883838415057)  2026-02-06T15:54Z [---] followers, [--] engagements


"Because in India Corruption is invisible until it hits your house. Health is optional until it hits your hospital bill. As long as the label says Frozen Dessert in font size [---] and the ad shows happy kids its all legal. Palm oil + sugar + colors = profits today diabetes tomorrow. Regulation wakes up after ICU invoices go viral. Till then: cheaper sells marketing wins and public health pays EMIs. πŸ¦πŸ’Έ Awareness wont start from authorities. It starts when parents read labels instead of ads. https://twitter.com/i/web/status/2019983308273434932 https://twitter.com/i/web/status/2019983308273434932"  
[X Link](https://x.com/Alacritic_Super/status/2019983308273434932)  2026-02-07T03:55Z [---] followers, [---] engagements


"@PathOfMen_ Old-school ritual modern reality check πŸ˜„ Honey + warm water can help hydration mild energy and relaxation but real stamina still comes from sleep fitness low stress and good blood sugar control. Helpful Maybe. Magic potion Nah. Consistency beats hacks. πŸ’ͺ"  
[X Link](https://x.com/Alacritic_Super/status/2019992885840736649)  2026-02-07T04:33Z [---] followers, [----] engagements


"Good basics πŸ‘ What is missing for actually clear skin Plain water hydration beats every beauty drink Protein intake skin is built from amino acids Sleep no drink fixes [--] hours of sleep Gut health less sugar less junk = fewer breakouts Sunlight (morning) helps hormones + skin tone Drinks help. Lifestyle decides. https://twitter.com/i/web/status/2019997397276037165 https://twitter.com/i/web/status/2019997397276037165"  
[X Link](https://x.com/Alacritic_Super/status/2019997397276037165)  2026-02-07T04:51Z [---] followers, [---] engagements


"🚨 UNPOPULAR OPINIONS (Office Edition) 🚨 [--] A cancelled meeting therapy night out. Instant peace. 😌 [--] You are late once Crime. Salary late System issue. 🀑 [--] Your pay is not just paying bills its funding your lifestyle choices. πŸ’Έ [--] AI writes CVs. AI reads CVs. Humans wait. Nobody wins. πŸ€–πŸ«  [--] Ultimate flex Your partner choosing life over a [--]. πŸ† [--] Straight-to-permanent-job grads Chosen ones. 🧿 [--] Quitting a bad job is closure. Watching it fail Healing. πŸ˜‚ Breaking news: Corporate life builds character mostly sarcasm. https://twitter.com/i/web/status/2020017185553543240"  
[X Link](https://x.com/Alacritic_Super/status/2020017185553543240)  2026-02-07T06:10Z [---] followers, [---] engagements


"πŸ˜‚ Totally normal. You are likely Drinking too much at once instead of spacing it Flushing electrolytes (low sodium/potassium) Not absorbing water properly πŸ’‘ Fix it Sip don't chug Add a pinch of salt / lemon Eat water-rich foods Hydration is absorption not volume. πŸ’§ https://twitter.com/i/web/status/2020017628358807934 https://twitter.com/i/web/status/2020017628358807934"  
[X Link](https://x.com/Alacritic_Super/status/2020017628358807934)  2026-02-07T06:11Z [---] followers, [---] engagements


"@Simon_Ingari Motherhood is unpaid leadership with zero sick leaves and infinite accountability. If startups can value chaos management and resilience mothers have been doing that job on hard mode for years. Not a career gap. Thats real-world executive training"  
[X Link](https://x.com/Alacritic_Super/status/2020043722248056851)  2026-02-07T07:55Z [---] followers, [--] engagements


"@thrishul @GuruShareMarket In public holding their own companies and family members are present either through HUF or invested companies"  
[X Link](https://x.com/Alacritic_Super/status/2020045300535292124)  2026-02-07T08:01Z [---] followers, [---] engagements


"πŸ€£πŸ’Ό Boss: Fix this ASAP. (3 words 4.5L/month energy) Employee: [--] slides [--] calls [--] weekends [--] sleep πŸ˜΅πŸ’« πŸ“ˆ Bonus season: Boss [-------] + hike πŸ€‘ Employee [----] voucher + Team Player notebook ✍ Corporate karma: Work like an owner get rewarded like an intern πŸ”πŸ˜‚ https://twitter.com/i/web/status/2020136686555128158 https://twitter.com/i/web/status/2020136686555128158"  
[X Link](https://x.com/Alacritic_Super/status/2020136686555128158)  2026-02-07T14:04Z [---] followers, [----] engagements


"A wonderful reminder of how strong our people-to-people ties are. 🀝 The Indian diaspora in Kuala Lumpur truly reflects the shared history culture and future between India and Malaysia. These connections don't just preserve roots they build bridges for the next generation. https://twitter.com/i/web/status/2020139060237595115 https://twitter.com/i/web/status/2020139060237595115"  
[X Link](https://x.com/Alacritic_Super/status/2020139060237595115)  2026-02-07T14:14Z [---] followers, [---] engagements


"A meaningful community programme in Kuala Lumpur highlighting the rich history and contributions of the Indian community in Malaysia. The extension of OCI card eligibility up to the 6th generation for Malaysian citizens of Indian origin has brought immense joy to the diaspora. With plans to open an Indian Consulate in Malaysia the bond between our nations will grow even stronger in the years ahead. https://twitter.com/i/web/status/2020140656610758658 https://twitter.com/i/web/status/2020140656610758658"  
[X Link](https://x.com/Alacritic_Super/status/2020140656610758658)  2026-02-07T14:20Z [---] followers, [--] engagements


"A celebration of culture and a partnership backed by numbers 🀝 Bilateral trade now exceeds $19 billion India ranks among Malaysias key trading partners Expanding ties in IT services fintech semiconductors and startups Deeper collaboration in digital public infrastructure AI and technology talent development Culture strengthens bonds. Trade fuels growth. Technology shapes the future. https://twitter.com/i/web/status/2020144827221045682 https://twitter.com/i/web/status/2020144827221045682"  
[X Link](https://x.com/Alacritic_Super/status/2020144827221045682)  2026-02-07T14:37Z [---] followers, [----] engagements


"A celebration of culture and a partnership backed by numbers 🀝 Bilateral trade now exceeds $19 billion India ranks among Malaysias key trading partners Expanding ties in IT services fintech semiconductors and startups Deeper collaboration in digital public infrastructure AI and technology talent development Culture strengthens bonds. Trade fuels growth. Technology shapes the future. https://twitter.com/i/web/status/2020145368651223060 https://twitter.com/i/web/status/2020145368651223060"  
[X Link](https://x.com/Alacritic_Super/status/2020145368651223060)  2026-02-07T14:39Z [---] followers, [---] engagements


"A truly welcome step to deepen our shared civilisational bond. πŸ™ Alongside celebrating Tamil culture and Thiruvalluvars timeless wisdom its equally important to address the real challenges students face today: Uncertainty around career growth after studies Limited job opportunities and fair placements Stress caused by exam leaks delays and credibility issues The gap between education and employability If Thiruvalluvar Centres and scholarships are paired with transparent exams skill-linked education industry exposure and job pathways they wont just inspire students philosophically theyll"  
[X Link](https://x.com/Alacritic_Super/status/2020155020088603046)  2026-02-07T15:17Z [---] followers, [----] engagements


"An unforgettable community welcome in Kuala Lumpur The warmth energy and pride of the Indian diaspora were truly moving. Their invaluable contributions to Malaysias growth while proudly preserving Indias culture values and heritage reflect the strength of our shared bonds. https://twitter.com/i/web/status/2020155687654027665 https://twitter.com/i/web/status/2020155687654027665"  
[X Link](https://x.com/Alacritic_Super/status/2020155687654027665)  2026-02-07T15:20Z [---] followers, [--] engagements


"πŸ‘πŸ’¬ Vision Language Models are the next AI frontier. Forget text-only AI VLMs see understand and talk about images with humans-level context. 🧠 What is changing: Upload a screenshot get insights summaries explanations Send a photo of a diagram get step-by-step answers Show a UI mockup get design feedback or code ideas Point a camera at a chart get data interpretation This is where AI stops being a typing assistant and becomes a multimodal collaborator. Vision + Language = πŸ‘‰ Better prompt context πŸ‘‰ Fewer misunderstandings πŸ‘‰ Less explain the image to me like I am [--] πŸ‘‰ More real-world"  
[X Link](https://x.com/Alacritic_Super/status/2020205796345491537)  2026-02-07T18:39Z [---] followers, [--] engagements


"@malpani Coding is not obsolete. Mindless coding is. Claude writes code. Engineers decide what to build why it matters and what breaks. The premium moved from syntax to judgment"  
[X Link](https://x.com/Alacritic_Super/status/2020336675155767478)  2026-02-08T03:19Z [---] followers, [--] engagements


"When you build a bridge you insist it can carry [-----] pounds but you only drive [-----] pound trucks across it. And that same principle works in investing. - Warren Buffett"  
[X Link](https://x.com/Alacritic_Super/status/2020343312394445143)  2026-02-08T03:45Z [---] followers, [--] engagements


"In the old legend the wise men finally boiled down the history of mortal affairs into the single phrase "This too will pass." Confronted with a like challenge to distil the secret of sound investment into three words we venture the motto - Margin of Safety." Benjamin Graham"  
[X Link](https://x.com/Alacritic_Super/status/2020343416589283817)  2026-02-08T03:46Z [---] followers, [--] engagements


"Most people don't care about your potential or your struggle. They care about what you provide how you show up and how safe or stable you make their world feel. That can feel like no one cares about you. But that does not mean you are invisible or disposable. It means love and respect for men are often conditional while women and children receive more unconditional care. That's not cruelty its how societies have evolved around roles survival and expectations. Here is the deeper layer: People care more than they know how to show. Many are not equipped to carry your pain so they avoid it. Men"  
[X Link](https://x.com/Alacritic_Super/status/2020344518516895763)  2026-02-08T03:50Z [---] followers, [----] engagements


"@jananii__venkat @shubhvanii Ages don't upgrade maturity like software πŸ˜„ Priorities evolve with responsibility not birthdays. The real test is not age it is self-awareness and effort"  
[X Link](https://x.com/Alacritic_Super/status/2020362055237398566)  2026-02-08T05:00Z [---] followers, [----] engagements


"@2sush Do some mental exercises like solving puzzles any math problem or play games which test your reflexes"  
[X Link](https://x.com/Alacritic_Super/status/2020362905380876494)  2026-02-08T05:03Z [---] followers, [--] engagements


"🧡 How Vision-Language Models (VLMs) Are Transforming Waste Management β™»πŸ€– Waste management is no longer just trucks + bins. Vision-Language Models (AI that understands images + text) are quietly changing how cities sort track and reduce waste. Here is how πŸ‘‡ https://twitter.com/i/web/status/2020366685677711688 https://twitter.com/i/web/status/2020366685677711688"  
[X Link](https://x.com/Alacritic_Super/status/2020366685677711688)  2026-02-08T05:18Z [---] followers, [--] engagements


"2 E-waste & Hazard Detection VLMs spot batteries electronics chemicals mixed in regular trash. Prevents fires at landfills Flags unsafe disposal instantly Saves millions in damage"  
[X Link](https://x.com/Alacritic_Super/status/2020366695261733371)  2026-02-08T05:18Z [---] followers, [--] engagements


"3 Smart Recycling Education Point your phone at waste VLM explains What is this Which bin Can it be recycled locally AI turns confusion into compliance. https://twitter.com/i/web/status/2020366701825769980 https://twitter.com/i/web/status/2020366701825769980"  
[X Link](https://x.com/Alacritic_Super/status/2020366701825769980)  2026-02-08T05:18Z [---] followers, [--] engagements


"8 Why this matters Waste is a data problem. VLMs turn trash into structured insight at scale cheaply and continuously"  
[X Link](https://x.com/Alacritic_Super/status/2020367172711903713)  2026-02-08T05:20Z [---] followers, [--] engagements


"9 The future of waste management is not just cleaner. It is visible measurable and intelligent. β™» Follow for more AI x real-world use cases πŸ” Repost if you believe AI should fix systems not just generate content"  
[X Link](https://x.com/Alacritic_Super/status/2020367177774518635)  2026-02-08T05:20Z [---] followers, [--] engagements


"Power check failed. ❌ HR thought it was a dating app. CEO reminded him it was a workplace. Lesson: Authority is not attraction Desperation is not consent Power abuse has a very short notice period She kept her dignity. He lost his job. That is not karma. That is consequences. https://twitter.com/i/web/status/2020367282564895124 https://twitter.com/i/web/status/2020367282564895124"  
[X Link](https://x.com/Alacritic_Super/status/2020367282564895124)  2026-02-08T05:21Z [---] followers, [--] engagements


"Amazon Stock Slides After Earnings Show Slower Cloud Growth Amazon reported earnings that showed slower-than-expected growth in its cloud business AWS. The company also said spending on AI-related infrastructure and technology rose by nearly 60% from a year earlier. The stock fell after the results and the move weighed on broader US technology shares. AWS remains Amazon's largest profit contributor and a key indicator for the global cloud market. The latest numbers suggest cloud growth is moderating while investment requirements for AI infrastructure are rising. For investors the focus is"  
[X Link](https://x.com/Alacritic_Super/status/2020386934825316523)  2026-02-08T06:39Z [---] followers, [---] engagements


"Absolutely πŸ˜„ corporate life often feels like the world's most expensive role-play game [--]. We collaborate on Slack/Teams while sitting [--] feet apart [--]. Attend meetings about meetings that could have been a 2-line email [--]. Say great point to ideas we do not agree with [--]. Performance reviews rate you a 3/5 for exceeds expectations [--]. We are a family until layoffs season hits [--]. Free snacks in the pantry but insurance with copay and approvals 😭 [--]. Wellness emails at 9am burnout by 6pm It is not fake because people are bad. It is fake because the system rewards appearing productive more than"  
[X Link](https://x.com/Alacritic_Super/status/2020406501521916366)  2026-02-08T07:57Z [---] followers, [----] engagements


"Corruption here is not a person or a department. It is a systemic incentive problem. Politicians control power Bureaucracies control permissions Regulators control fear Enforcement controls delay Wherever there is discretion + opacity + low accountability corruption appears. The real winner is not any single department. It is the process that rewards delay confusion and dependency. Fix transparency digitization time-bound approvals and accountability and corruption collapses on its own. Until then the system keeps reproducing it regardless of the label on the door."  
[X Link](https://x.com/Alacritic_Super/status/2020506503661408755)  2026-02-08T14:34Z [---] followers, [----] engagements


"Congratulations to Sanae Takaichi on her landmark victory to the House of Representatives. IndiaJapan ties today go far beyond diplomacy. They are built on shared values and complementary strengths: [--]. Security & Indo-Pacific stability through deeper strategic coordination [--]. Technology & semiconductors where Japans precision meets India's scale [--]. Manufacturing & supply chains reducing global concentration risks [--]. Infrastructure & connectivity from high-speed rail to resilient logistics [--]. Clean energy & climate aligning innovation with sustainability [--]. People-to-people links talent"  
[X Link](https://x.com/Alacritic_Super/status/2020546563832205668)  2026-02-08T17:13Z [---] followers, [----] engagements


"@DaleSteyn62 Nepal cricket is rising fast 🏏 Raw talent fearless play and big dreams. Support structure and exposure the future looks UP UP and UP πŸš€"  
[X Link](https://x.com/Alacritic_Super/status/2020547143355040005)  2026-02-08T17:15Z [---] followers, [---] engagements


"@BaluGorade Tax shapes markets more than marketing. When two similar cars are taxed so differently buyers don't choose they are pushed. Nexon surge is not just product love it is policy-driven demand"  
[X Link](https://x.com/Alacritic_Super/status/2020551637929267709)  2026-02-08T17:33Z [---] followers, [--] engagements


"This is not the power of the stock market it is the power of entry price cycles and expectations. If [--] lakh in Tata Consultancy Services became [----] lakh over [--] years it tells us a few hard truths [--]. You bought at peak valuation not peak quality [--]. Large caps protect capital better than they multiply it [--]. Earnings growth slowed while multiples compressed [--]. Dividends likely did most of the real work here [--]. The market punished certainty not business strength Great companies are not always great investments at every price. The stock market rewards timing + patience not brand names alone."  
[X Link](https://x.com/Alacritic_Super/status/2020554427653083294)  2026-02-08T17:44Z [---] followers, [----] engagements


"Congrats but here is the grown-up checklist nobody posts on X πŸ˜„ AI can research code design fast. But in the real world you still need: Regression testing one small change can break [--] things Validation AI outputs correct outputs Guardrails models hallucinate with confidence Monitoring prod fails at [--] AM dont fix themselves Support & rollback customers don't accept the agent did it Accountability AI has no pager no liability no SLA AI employees are amazing interns with infinite energy. Production systems still need adult supervision. The future is here reliability ownership and trust are the"  
[X Link](https://x.com/Alacritic_Super/status/2020568711716122952)  2026-02-08T18:41Z [---] followers, [---] engagements


"11 The real shift is not technology. It is this: πŸ‘‰ Healthcare is becoming software-defined πŸ‘‰ Hospitals are becoming AI-augmented systems"  
[X Link](https://x.com/Alacritic_Super/status/2020703156125188169)  2026-02-09T03:35Z [---] followers, [--] engagements


"12 The winners won't be doctors vs AI. They will be doctors who know how to work with AI. If this thread helped you understand where medicine is headingπŸ‘‡ πŸ” Repost βž• Follow for more AI real-world impact threads"  
[X Link](https://x.com/Alacritic_Super/status/2020703368105357539)  2026-02-09T03:36Z [---] followers, [--] engagements


"@narendramodi @mieknathshinde Warm birthday wishes to Shri Eknath Shinde Ji. His leadership reflects lessons from Maharashtra's history decisive action grassroots connect and development with discipline. May he continue to serve with strength wisdom and good health"  
[X Link](https://x.com/Alacritic_Super/status/2020704009716461630)  2026-02-09T03:39Z [---] followers, [----] engagements


"@annietyzak When margins making charges inventory cycles and customer psychology matter more than spot prices gold can moon and the price tag wont blink. Markets move. Businesses adapt. Customers notice last"  
[X Link](https://x.com/Alacritic_Super/status/2020705535084163452)  2026-02-09T03:45Z [---] followers, [--] engagements


"@thetripathi58 @grok summarize the post"  
[X Link](https://x.com/Alacritic_Super/status/2020708407414825421)  2026-02-09T03:56Z [---] followers, [---] engagements


"Absolutely a wonderful initiative. πŸ‘ As we celebrate Pariksha Pe Charcha it is also worth reflecting on a few honest questions: πŸ‘‰ Are our syllabi keeping pace with todays real-world skills or preparing students for a world that no longer exists πŸ‘‰ Why is critical thinking still secondary to rote memorization πŸ‘‰ Should learning be exam-driven from such an early age or should formal exams begin only after Class [--] to let curiosity grow first πŸ‘‰Are we measuring intelligence or just obedience to a fixed pattern If the goal is confident capable students the conversation must go beyond exams to"  
[X Link](https://x.com/Alacritic_Super/status/2020728567785767034)  2026-02-09T05:16Z [---] followers, [---] engagements


"That's not hustle culture. That's a cost-of-living signal. When a sales manager with a flat still needs a second job it is not about ambition it is about survival in an economy where salaries lag housing EMIs and inflation. Bengaluru is not just building startups. It is quietly normalizing burnout as responsibility. https://twitter.com/i/web/status/2020744846231962024 https://twitter.com/i/web/status/2020744846231962024"  
[X Link](https://x.com/Alacritic_Super/status/2020744846231962024)  2026-02-09T06:21Z [---] followers, [----] engagements


"@2sush [----] code life be like: Write code Nah we converse code now. πŸš€"  
[X Link](https://x.com/Alacritic_Super/status/2020750811375280427)  2026-02-09T06:45Z [---] followers, [--] engagements


"I would not want to prepare next for ATS filtering. I would like to build for next [--] years down the line. You can earn money as much as you can by building startups but still you would need to eat to survive. In the future owning as farm land would be luxury as health would be first priority. I can sell my products at whatever price I want if product has enough demand I can export them as well. I can preproces the crops and sell in market. https://twitter.com/i/web/status/2020800006152991078 https://twitter.com/i/web/status/2020800006152991078"  
[X Link](https://x.com/Alacritic_Super/status/2020800006152991078)  2026-02-09T10:00Z [---] followers, [--] engagements


"@Timcast Calling ChatGPT trash because it has guardrails is like hating seatbelts for slowing your crash. Different models different jobs. Grok yells. ChatGPT thinks. Tool confusion is not an AI problem. It is a user problem πŸ˜„"  
[X Link](https://x.com/Alacritic_Super/status/2020856108093518226)  2026-02-09T13:43Z [---] followers, 23.5K engagements


"@BigBearF1 Instead of calling in sick we should call in healthy. Boss I am feeling amazing today. Would be irresponsible to waste peak performance on meetings. πŸ˜„"  
[X Link](https://x.com/Alacritic_Super/status/2020856460394082722)  2026-02-09T13:45Z [---] followers, [---] engagements


"Absolutely stronger IndiaSeychelles ties are welcome πŸ‘ At the same time outcomes abroad should reflect strength at home too. Can we also ask: [--]. Why are government schools still struggling with basics in rural and Tier-3 areas [--]. Why do ambulances arrive late or not at all outside cities [--]. Why do government doctors run private clinics while public hospitals remain understaffed Global partnerships shine brighter when domestic systems work with the same urgency. https://twitter.com/i/web/status/2020873379855876217 https://twitter.com/i/web/status/2020873379855876217"  
[X Link](https://x.com/Alacritic_Super/status/2020873379855876217)  2026-02-09T14:52Z [---] followers, [----] engagements


"@Lorien19731 @Timcast You can use ollama or open router locally. No model is perfect Not me either"  
[X Link](https://x.com/Alacritic_Super/status/2020874864475931121)  2026-02-09T14:58Z [---] followers, [---] engagements


"@BTC_Nomad1 @bradsteaks @Timcast Not as of now until legally proved that it has done. That's why it is dangerous. For more get details on openclaw"  
[X Link](https://x.com/Alacritic_Super/status/2020900794133074368)  2026-02-09T16:41Z [---] followers, [---] engagements


"Luxuries we forget are luxuries (Real life vs Reel life edition πŸ˜ŒπŸ˜‚): Reel life: ✨ Maldives vacation ✨ Fancy cafe latte ✨ New iPhone every year Real life: 😌 Mom still around saying khana kha liya 🚿 Hot water without geyser tantrums πŸ’ͺ Waking up without body pain 🧠 Peace of mind 🌀 Weather that doesnt try to kill you πŸ› Simple good food that hits the soul πŸ’³ Bills paid before due date (elite feeling) πŸ›΅ A vehicle that starts on first try Reel life flexes fantasies. Real life flexes stability. That's the real rich-naughty combo πŸ˜‰πŸ’Έ https://twitter.com/i/web/status/2020924129164263704"  
[X Link](https://x.com/Alacritic_Super/status/2020924129164263704)  2026-02-09T18:13Z [---] followers, [---] engagements


"@MrBeast @step Big move πŸ‘ Financial literacy is the real superpower and most people learn it the hard way. If this helps young people understand money before debt bad credit and mistakes teach them that is impact not just an acquisition. Looking forward to what you build next πŸš€"  
[X Link](https://x.com/Alacritic_Super/status/2020925844852703504)  2026-02-09T18:20Z [---] followers, [---] engagements


"@Ty_Hope @Timcast When model is retrained on new data it is obvious to have some degraded answer. When a large group of people asking weird question model gets confused and hallucinations happen"  
[X Link](https://x.com/Alacritic_Super/status/2021070464957939784)  2026-02-10T03:55Z [---] followers, [--] engagements


"@BookerD80 @Timcast @grok explain him about it"  
[X Link](https://x.com/Alacritic_Super/status/2021073520441295225)  2026-02-10T04:07Z [---] followers, [--] engagements


"Guardrails in AI are safety features that limit responses to avoid harm bias or misinformation. For example ChatGPT uses them to steer clear of controversial topics or give neutral answers. They are like bumpers on a bowling lane helpful for some restrictive for others. Different LLMs balance them differently based on their goals. https://twitter.com/i/web/status/2021074224027484217 https://twitter.com/i/web/status/2021074224027484217"  
[X Link](https://x.com/Alacritic_Super/status/2021074224027484217)  2026-02-10T04:10Z [---] followers, [--] engagements


"@murray_phi81127 @Angry_Staffer I am not even getting super bowl puzzel"  
[X Link](https://x.com/Alacritic_Super/status/2021108247231594713)  2026-02-10T06:25Z [---] followers, [--] engagements


"FD is the endgame not the start πŸ˜… How people can actually reach [--] Cr πŸ‘‡ High-income skill (tech sales finance business) salary won't do it alone Equity + business exposure (stocks ESOPs startups own business) Aggressive saving in peak years (3045) Compounding comfort (invest before upgrading lifestyle) Patience (5 Cr is built not wished) FD is where money rests not where money grows πŸ’€πŸ“‰ First earn like a beast. Then park like a monk πŸ§˜β™‚πŸ’°"  
[X Link](https://x.com/Alacritic_Super/status/2021109665132863877)  2026-02-10T06:31Z [---] followers, [----] engagements


"Dream math πŸ˜­πŸ“Š [--] Cr in FD @ 6% = 30L before tax After tax = 21L (without deductions) After inflation = vibes only You are not doing nothing you are fighting tax inflation and RBI every year πŸ₯² FD gives peace not freedom. Freedom needs assets that grow faster than inflation πŸ’ΈπŸ”₯ https://twitter.com/i/web/status/2021110284459675826 https://twitter.com/i/web/status/2021110284459675826"  
[X Link](https://x.com/Alacritic_Super/status/2021110284459675826)  2026-02-10T06:33Z [---] followers, [---] engagements


"@web3queen__ If you want existential damage start with Oldboy. If you want intellectual regret start with The Prestige. Fair warning: after these normal movies feel harmless. 🧠πŸ’₯"  
[X Link](https://x.com/Alacritic_Super/status/2021113494532391375)  2026-02-10T06:46Z [---] followers, [----] engagements


"So true. Salary pays the bills but everything else decides whether you stay sane. A high CTC in a toxic culture is just hazard pay. A fancy title with no growth is a slow trap. A great role with no boundaries quietly eats your life. An offer letter is not a reward. It is a preview of your next [--] years. And if interviews have gone silent for weeks It is not rejection it is usually signal noise. A sharper CV does not change who you are it just makes sure the right people see you. Get noticed. Choose wisely. Your future self is already watching."  
[X Link](https://x.com/Alacritic_Super/status/2021123105985528290)  2026-02-10T07:24Z [---] followers, [--] engagements


"Fresh grads should negotiate with intent not entitlement. What you should actually do: First earn leverage: projects internships skills competing offers. Anchor on value not need: show how youll solve problems not pay bills. Pick [--] asks max (salary OR review timeline OR learning budget). Too many asks dilute credibility. Trade dont demand: If salary is fixed can we revisit in [--] months based on clear goals Read the room: negotiation is a conversation not a battle. Deep truth: Your first negotiation isnt about money. Its about learning how power value and timing actually work. Do it"  
[X Link](https://x.com/Alacritic_Super/status/2021126726559146080)  2026-02-10T07:38Z [---] followers, [--] engagements


"@AdAstra2018 @pjryan51 @yagmursayswhat @Simon_Ingari Agreed. There are many email tools available with different UI"  
[X Link](https://x.com/Alacritic_Super/status/2021127606515724676)  2026-02-10T07:42Z [---] followers, [--] engagements


"@devops_nk I always debug SSH from outside-in client network AWS security OS"  
[X Link](https://x.com/Alacritic_Super/status/2021130175304609917)  2026-02-10T07:52Z [---] followers, [---] engagements


"@Simon_Ingari Silence in meetings is not alignment 🀐 It is everyone mentally logging off 🧠➑πŸšͺ Nods = I tried once got ignored. Quiet = Do whatever I am just here for the calendar invite. When voices stop effort follows. Congrats πŸŽ‰ you did not build consensus you built apathy πŸ˜…"  
[X Link](https://x.com/Alacritic_Super/status/2021136651817451750)  2026-02-10T08:18Z [---] followers, [---] engagements


"Sadly that is often true. When politics beats performance merit stops mattering. What to do: [--]. Document your impact. Results are harder to ignore than relationships. [--]. Build visibility not flattery. Share wins professionally not socially. [--]. Invest in skills that travel. If growth stalls options are power. [--]. Network horizontally and externally not just upward. What not to do: [--]. Don't confuse friendships with strategy. [--]. Don't wait for fairness to appear. [--]. Don't burn yourself out trying to prove worth to a broken system. If the game is rigged either change the rules by moving teams or"  
[X Link](https://x.com/Alacritic_Super/status/2021144586241049078)  2026-02-10T08:49Z [---] followers, [---] engagements


"@Simon_Ingari 🚨 BREAKING NEWS 🚨 One amazing coworker quits Office enters emotional recession 😭 One toxic coworker quits Productivity up 300% HR shocked plants start growing πŸŒ±πŸ˜‚ Turns out culture is not a policy. It is people. One person can ruin or rescue the vibe"  
[X Link](https://x.com/Alacritic_Super/status/2021144964026208311)  2026-02-10T08:51Z [---] followers, [---] engagements


"🚨 BREAKING: Work Under Pressure Human Stress Test 🚨 🧠 Employees: I handle deadlines. πŸ”₯ Managers: Great lets apply pressure until something snaps. πŸƒβ™‚ Employees: quits Pressure makes diamonds. Excess pressure makes resignations. πŸ˜…πŸ’₯ If this hit too close to home πŸ‘‰ Follow for more workplace reality checks πŸ‘€πŸ’Ό https://twitter.com/i/web/status/2021145391241347176 https://twitter.com/i/web/status/2021145391241347176"  
[X Link](https://x.com/Alacritic_Super/status/2021145391241347176)  2026-02-10T08:53Z [---] followers, [--] engagements


"@Simon_Ingari πŸ”₯ WORKPLACE CONTRACT EXPIRED FRIENDSHIP DIDN'T πŸ”₯ Job ended ❌ Slack access revoked ❌ Office gossip ❌ Friendship PERMANENT ROLE βœ… If they stayed after the exit interview that's not a coworker thats family πŸ˜‚πŸ€πŸ’―"  
[X Link](https://x.com/Alacritic_Super/status/2021145749686452309)  2026-02-10T08:54Z [---] followers, [--] engagements


"@Simon_Ingari πŸ˜‚ BREAKING NEWS: The job is fine. The salary is okay. The work is manageable. But the real JD says: βœ… Do your tasks ❌ Babysit egos ❌ Decode passive-aggressive emails ❌ Attend meetings that couldve been a memo Work drains energy. People drain your soul. πŸ§ πŸ’€"  
[X Link](https://x.com/Alacritic_Super/status/2021146012795162686)  2026-02-10T08:55Z [---] followers, [---] engagements


"Some managers would rather blame 🌍 the economy πŸ§‘πŸ’Ό this generation πŸ“‰ Mercury in retrograde than look in the mirror for [--] seconds πŸͺžπŸ™‚ When everyone keeps leaving the room maybe its not the building maybe its the smoke. πŸ”₯😢🌫 Leadership isnt about controlling people. Its about not being the reason they escape. πŸšͺπŸƒβ™‚πŸ’¨ https://twitter.com/i/web/status/2021148847775547903 https://twitter.com/i/web/status/2021148847775547903"  
[X Link](https://x.com/Alacritic_Super/status/2021148847775547903)  2026-02-10T09:06Z [---] followers, [--] engagements


"Imagine performance reviews going both ways πŸ˜‚ Employee Review of Manager: Walks around a lot Says lets circle back aggressively Adds meetings instead of solutions Confident with zero deliverables Needs urgent training in listening πŸ‘‚ Final comment: Potential is there. Execution is missing. πŸ˜ŒπŸ“‰ Funny how accountability sounds unprofessional the moment it points upward. https://twitter.com/i/web/status/2021149119407108545 https://twitter.com/i/web/status/2021149119407108545"  
[X Link](https://x.com/Alacritic_Super/status/2021149119407108545)  2026-02-10T09:07Z [---] followers, [---] engagements


"@Simon_Ingari Oh yeah classic workplace math 🀑 Do nothing all year Invisible. πŸ«₯ Do everything all day Monitored like a crime documentary. πŸ”πŸ˜€ The reward for competence is more scrutiny. The reward for mediocrity is peace. No wonder burnout feels like a performance review. πŸ’€"  
[X Link](https://x.com/Alacritic_Super/status/2021151866126545271)  2026-02-10T09:18Z [---] followers, [----] engagements


"Introverts often make remarkable leaders because: They listen first πŸ‘‚ teams feel heard not talked over They think deeply 🧠 decisions are thoughtful not impulsive They empower others 🀝 less ego more delegation They stay calm under pressure 🧘 steady loud They speak with intention 🎯 fewer words more weight They build trust quietly πŸ”’ consistency over charisma Leadership isnt about volume. Its about clarity empathy and judgment introverts excel at all three. https://twitter.com/i/web/status/2021155927626481819 https://twitter.com/i/web/status/2021155927626481819"  
[X Link](https://x.com/Alacritic_Super/status/2021155927626481819)  2026-02-10T09:34Z [---] followers, [--] engagements


"2 What hallucinations actually are Not glitches. Not randomness. LLMs optimize for most likely next token. Truth is optional unless enforced. No source = statistically elegant guessing"  
[X Link](https://x.com/Alacritic_Super/status/2021159758867374515)  2026-02-10T09:50Z [---] followers, [--] engagements


"3 Why humans fall for it [--]. Fluent language triggers authority bias [--]. Structured answers feel researched [--]. Citations look real even when fake Your brain trusts tone before verification"  
[X Link](https://x.com/Alacritic_Super/status/2021159765309579463)  2026-02-10T09:50Z [---] followers, [--] engagements


"4 Real-world damage (already happened) [--]. Lawyers fined for submitting fake cases [--]. Medical summaries with invented guidelines [--]. Financial bots hallucinating growth metrics [--]. Support agents confidently giving wrong policies One wrong answer can undo years of trust"  
[X Link](https://x.com/Alacritic_Super/status/2021159771357721047)  2026-02-10T09:50Z [---] followers, [--] engagements


"8 Solution #2: Constraints Freedom creates fiction. [--]. JSON schemas [--]. Tool-only responses [--]. Explicit refusal rules [--]. Confidence thresholds If data is missing silence is success"  
[X Link](https://x.com/Alacritic_Super/status/2021159794552238539)  2026-02-10T09:50Z [---] followers, [--] engagements


"9 Solution #3: Verification loops Production AI never trusts first output. [--]. Model A generates [--]. Model B checks against sources [--]. If mismatch retry flag or block This mirrors human peer review"  
[X Link](https://x.com/Alacritic_Super/status/2021159800050995704)  2026-02-10T09:50Z [---] followers, [--] engagements


"10 The real insight Hallucinations are not an AI problem. They are a systems engineering problem. LLMs are engines. Truth comes from the rails you put around them"  
[X Link](https://x.com/Alacritic_Super/status/2021159805503594951)  2026-02-10T09:50Z [---] followers, [--] engagements


"If your AI still answers everything confidently it's not smart it is dangerous. Follow for real-world AI engineering lessons not demo magic"  
[X Link](https://x.com/Alacritic_Super/status/2021159812180988031)  2026-02-10T09:50Z [---] followers, [--] engagements


"Marry a woman who respects you even when shes angry. πŸ˜… Because anger reveals character not love. Anyone can be sweet when things are good. The real test is during fights stress misunderstandings bad days. If she: [--]. Argues without insults [--]. Disagrees without humiliation [--]. Gets angry without destroying dignity That's not luck. That's emotional maturity. Love says Im upset. Character says I wont cross lines I cant uncross later. You can recover from arguments. You rarely recover from disrespect served repeatedly. Choose peace over passion. Drama is loud. Respect is quiet."  
[X Link](https://x.com/Alacritic_Super/status/2021174283666698704)  2026-02-10T10:47Z [---] followers, [----] engagements


"@marianoreeledit I have been traveling with [--] kids in India. Above [--] year you have to pay full and below [--] year it is fixed amount approx half of your full ticket"  
[X Link](https://x.com/Alacritic_Super/status/2021176060260327671)  2026-02-10T10:54Z [---] followers, [----] engagements


"Building with LLMs Bookmark this thread. Next threads break down: How RAG actually fails Designing verification loops When to let models refuse Real production architectures Follow for deep AI system design not demos"  
[X Link](https://x.com/Alacritic_Super/status/2021179892600131950)  2026-02-10T11:10Z [---] followers, [--] engagements


"@B_venusian @RefilweSeboko How to handle it Stay well hydrated Dilute the juice or reduce quantity Drink it earlier in the day"  
[X Link](https://x.com/Alacritic_Super/status/2021184656905793882)  2026-02-10T11:29Z [---] followers, [--] engagements


"Society's idea of success is very loud 😌 Ticking. Shining. Always late. Real success is quiet. Money working while you sleep Gym at 10am when its empty πŸ‹β™‚ Lunch with parents without checking Slack 🍲 Travel when prices are low and airports are calm ✈ Time that does not need permission The Rolex tells time. Real success owns it. Busy looks impressive. Free feels better. https://twitter.com/i/web/status/2021196820559568995 https://twitter.com/i/web/status/2021196820559568995"  
[X Link](https://x.com/Alacritic_Super/status/2021196820559568995)  2026-02-10T12:17Z [---] followers, [---] engagements


"@Monde_dhl πŸ’£"  
[X Link](https://x.com/Alacritic_Super/status/2021209814773190909)  2026-02-10T13:09Z [---] followers, [--] engagements


"This take is not panic. It is cycle awareness. Till March 2026: Cost cutting continues AI + automation compress headcount Demand stays cautious Layoffs = balance-sheet decisions not performance ones Post April 2026: Budgets reset New tech cycles mature Hiring shifts from volume skill Fewer jobs higher quality roles Deep truth: Industries do not collapse. They reset. Survivors won't be the loudest. They will be the ones who used the slowdown to upgrade leverage. https://twitter.com/i/web/status/2021210800636187056 https://twitter.com/i/web/status/2021210800636187056"  
[X Link](https://x.com/Alacritic_Super/status/2021210800636187056)  2026-02-10T13:13Z [---] followers, [----] engagements


"@lelethubb Thinking time is free. Showing up late without apology. Assuming rules are flexible. Taking risks without fearing the consequences. Calling safety nets mindset. Privilege is not money. It is growing up knowing something will catch you if you fall"  
[X Link](https://x.com/Alacritic_Super/status/2021228148780630268)  2026-02-10T14:21Z [---] followers, 65.4K engagements


"The danger is not lack of talent. It is misalignment. Teachers forced to teach not inspire often disconnected from real-world skills Outdated curricula that prepare students for exams not jobs or markets Colleges teaching theory from the 90s while the economy runs on AI data and capital Zero financial literacy career awareness or problem-solving focus Marks rewarded curiosity punished We are producing degree holders not value creators. Until education mirrors market reality the gap will only explode. https://twitter.com/i/web/status/2021257366759669974"  
[X Link](https://x.com/Alacritic_Super/status/2021257366759669974)  2026-02-10T16:18Z [---] followers, [---] engagements


"πŸ“„ Resumes get you considered. Visibility gets you chosen. At every stage: [--]. Early career ATS decides if you exist [--]. Mid career Managers decide if you are useful [--]. Senior level People decide if you are trusted What changes is the weight: [--]. On paper = proof of competence [--]. In reality = proof of relevance You can have a perfect resume and still lose to someone with: [--]. stronger internal visibility [--]. better stakeholder trust [--]. clearer narrative about their impact So the real rule is: Paper opens doors. Presence keeps them open. Best strategy [--]. Make the resume undeniable [--]. Make your work"  
[X Link](https://x.com/Alacritic_Super/status/2021261332386132277)  2026-02-10T16:33Z [---] followers, [--] engagements


"8 Legal & Ethical Guardrails (Not Optional Anymore) Regulators won't ask how cool your AI is. They will ask whos responsible. Example: Bias in hiring tools Discrimination in lending Unsafe health advice Guardrail: Clear accountability. Audit trails. Documented limitations"  
[X Link](https://x.com/Alacritic_Super/status/2021265857595441402)  2026-02-10T16:51Z [---] followers, [--] engagements


"Final Thought AI without guardrails is not innovation. It is delegated risk. The best teams don't ask: Can the model do this They ask: Should it And what happens when it fails If you are building AI for the real world guardrails are not overhead. They are the product. 🚧 AI speed without guardrails = liability 🧠 AI with guardrails = leverage Build AI like it will be audited attacked and misunderstood because it will. πŸ” Repost if you are building AI responsibly πŸ’¬ Reply with guardrails you have implemented or seen fail https://twitter.com/i/web/status/2021266727695417827"  
[X Link](https://x.com/Alacritic_Super/status/2021266727695417827)  2026-02-10T16:55Z [---] followers, [--] engagements


"Hot take: Open-source LLMs are quietly crossing a line. Kimi-K2.5 on Ollama feels less like a demo model and more like something you can actually ship. πŸ‘‡ https://twitter.com/i/web/status/2021284263321272411 https://twitter.com/i/web/status/2021284263321272411"  
[X Link](https://x.com/Alacritic_Super/status/2021284263321272411)  2026-02-10T18:04Z [---] followers, [---] engagements


"πŸ˜‚πŸ“… Breaking News: Company wants team bonding but only after hours and for free. 🧠 Logic check: Work hours = too valuable Personal time = apparently unlimited Employee: cares deeply from [--] Manager: cares deeply from [--] Moral of the story: If it builds the team it is work. If it's outside hours it is a choice. 🀝 πŸ“Œ Boundaries are not laziness they are clarity. https://twitter.com/i/web/status/2021287018542793212 https://twitter.com/i/web/status/2021287018542793212"  
[X Link](https://x.com/Alacritic_Super/status/2021287018542793212)  2026-02-10T18:15Z [---] followers, 39K engagements


"πŸ˜‚πŸš¨ BREAKING: Unlimited PTO Explained πŸš¨πŸ˜‚ Unlimited PTO = 🟒 You can take as much time off as you want πŸ”΄ As long as you take almost none Its not a benefit it is a vibe check. Take too little 😐 You sre burning out. Take too much 😑 Are you even committed No balance. No payout. Just ✨ guilt ✨ and ✨ calendar anxiety ✨ Unlimited PTO is not freedom. It's Schrdinger's vacation. πŸ±πŸ– https://twitter.com/i/web/status/2021288563023937857 https://twitter.com/i/web/status/2021288563023937857"  
[X Link](https://x.com/Alacritic_Super/status/2021288563023937857)  2026-02-10T18:22Z [---] followers, [---] engagements


"BREAKING NEWS 🚨 Company: Were saving budget by removing a role. Also company: Congrats youre now that role. For free. 🎁😌 Employee: Love the vision. Lets also update the compensation. HR: 😢 Employee: Work smart not harder remember HR: πŸ”‡ meeting ended Moral of the story: ✨ Budget cuts are temporary ✨ Free labor requests are forever ✨ Silence is HRs final form πŸ˜‚πŸ“‰πŸ’Ό https://twitter.com/i/web/status/2021292110377554334 https://twitter.com/i/web/status/2021292110377554334"  
[X Link](https://x.com/Alacritic_Super/status/2021292110377554334)  2026-02-10T18:36Z [---] followers, [---] engagements


"Thats wisdom wrapped in experience. Funny thing is people chase love like it is Wi-Fi strength πŸ“Ά but forget respect is the electricity bill that keeps the house running. Love says I feel like it today. Respect says I show up even when I don't. And the thermostat line Brutal truth πŸ˜… Most homes don't need couples therapy they need emotional HVAC maintenance. Also love how he warned about I deserve That sentence has ended more marriages than cheating ever did. Marriage is not a rom-com. It is long-term infrastructure. And respect is reinforced concrete. Build cheap and cracks show. Build right"  
[X Link](https://x.com/Alacritic_Super/status/2021412495899099280)  2026-02-11T02:34Z [---] followers, 28K engagements


"Fastest ways to go broke (speedrun edition) πŸƒπŸ’Έ Lifestyle upgrades before income upgrades EMIs on things that don't pay you back I deserve it spending Credit cards without a plan Copying rich people's lifestyles not their habits Ignoring skills betting only on luck Making money decisions with emotions Thinking income = wealth Not tracking where money leaks One income zero backup Bonus boss move: Ego + impatience = bankruptcy any% speedrun 😌πŸ’₯ Wealth is slow. Broke is fast. https://twitter.com/i/web/status/2021413768673231110 https://twitter.com/i/web/status/2021413768673231110"  
[X Link](https://x.com/Alacritic_Super/status/2021413768673231110)  2026-02-11T02:39Z [---] followers, [----] engagements


"Hospitals often maintain two parallel price books: [--]. Cash / self-pay rates (lower negotiated on the spot) [--]. Insurance / TPA rates (inflated to absorb deductions delays and negotiations) When insurance is involved: [--]. Bills are padded because TPAs will cut question and delay payouts [--]. Hospitals expect disallowances so they inflate first [--]. The patient becomes a claim number not a customer The irony Insurance was meant to protect patients. Instead it has normalized overbilling. This is why transparency matters: [--]. Always ask for itemized bills [--]. Compare cash vs insurance tariffs [--]. Question"  
[X Link](https://x.com/Alacritic_Super/status/2021470824172265547)  2026-02-11T06:26Z [---] followers, 39.8K engagements


"A few scams so normal we don't even blink: Unlimited PTO take less get paid nothing when you leave Entry-level = [--] years experience Subscriptions you forgot you pay for Credit cards sold as rewards paid with interest Raises that don't beat inflation "Do what you love" with no salary talk Biggest scam Being told this is normal so you stop questioning it. https://twitter.com/i/web/status/2021475418830975091 https://twitter.com/i/web/status/2021475418830975091"  
[X Link](https://x.com/Alacritic_Super/status/2021475418830975091)  2026-02-11T06:44Z [---] followers, [---] engagements


"@Dearme2_ To my first job: thank you for "believing in me" with [--] rounds of technical grilling [--] written test a 2-year bond and zero experience to begin with πŸ˜‚ You did not hire me you initiated me. I will never forget you mostly because the bond made sure I couldn't. πŸ™πŸ˜Œ"  
[X Link](https://x.com/Alacritic_Super/status/2021480925662708165)  2026-02-11T07:06Z [---] followers, [---] engagements


"@ilyaskazi @web_vj The point is they do not get money ASAP after treatment due to insurance. So they provide discount to cash treatment because they want cash flow"  
[X Link](https://x.com/Alacritic_Super/status/2021496965901754694)  2026-02-11T08:10Z [---] followers, [----] engagements


"@Alex_tony100 @steezy10_ @grok can you provide roadmap to him on how he can create stunning animation"  
[X Link](https://x.com/Alacritic_Super/status/2021497617935700110)  2026-02-11T08:12Z [---] followers, [--] engagements


"ATS does not care about your vibes it cares about keywords and clarity πŸ€–πŸ˜‚ Think of your CV like code: [--]. Clean syntax (format) [--]. Correct variables (keywords) [--]. No fancy UI (graphics tables emojis ❌) [--]. Optimized for the parser before the human Beat the bot first. Impress the human second. Get hired third. βœ” https://twitter.com/i/web/status/2021515255457735067 https://twitter.com/i/web/status/2021515255457735067"  
[X Link](https://x.com/Alacritic_Super/status/2021515255457735067)  2026-02-11T09:22Z [---] followers, [--] engagements


"Insurance companies sign MOU with hospitals and settle the amount for each treatment and items differently. For same treatment one insurance can pay less than the other. The best case would be to take pre approval for the treatment if going for reimbursement in this case to avoid any ambiguity. if you want to pay first you can reimburse later otherwise do cashless preferred. https://twitter.com/i/web/status/2021519796253454563 https://twitter.com/i/web/status/2021519796253454563"  
[X Link](https://x.com/Alacritic_Super/status/2021519796253454563)  2026-02-11T09:40Z [---] followers, [--] engagements


"Salary negotiation but make it corporate poetry πŸ˜„πŸ’Ό Translation: ❌ Pay me more. βœ… Let us collaboratively align value impact budget growth ROI synergy and vibes. Its not begging. Its not flexing. Its professional chess β™Ÿ Speak calm. Smile. Anchor value. Negotiate like you already belong at the table. https://twitter.com/i/web/status/2021545366987096511 https://twitter.com/i/web/status/2021545366987096511"  
[X Link](https://x.com/Alacritic_Super/status/2021545366987096511)  2026-02-11T11:22Z [---] followers, [--] engagements


"@WarumNotAnoniem @BernieSanders Do you distribute your income with neighbors No right. Income has to be earned. If you distribute freely it will backfire. People will assume it is free and will not do work thinking at some time we will get money"  
[X Link](https://x.com/Alacritic_Super/status/2021566760433156584)  2026-02-11T12:47Z [---] followers, [--] engagements


"Agreed and it makes perfect sense and that is exactly why it has not happened. Financial literacy creates independent citizens. Independent citizens ask questions plan long-term avoid bad debt and don"t panic in crises. That's great for households but uncomfortable for systems that rely on confusion short-term thinking and dependency. Why it is not taught: Debt fuels growth an uninformed population overuses credit pays penalties and keeps consumption high. Mis-selling thrives on ignorance insurance F&O and guaranteed return products work best when people dont understand risk. Short political"  
[X Link](https://x.com/Alacritic_Super/status/2021578840934584824)  2026-02-11T13:35Z [---] followers, [--] engagements


"Your phone unlocks by scanning your face. Sounds harmless. It is not. Here is how Face Unlock really works and why most people misunderstand the risk πŸ‘‡"  
[X Link](https://x.com/Alacritic_Super/status/2021610013786296320)  2026-02-11T15:39Z [---] followers, [--] engagements


"The real danger is not Face Unlock itself. It is where your face data lives. On-device + encrypted = safer Cloud storage = higher risk"  
[X Link](https://x.com/Alacritic_Super/status/2021610072183627945)  2026-02-11T15:39Z [---] followers, [--] engagements


"Convenience lasts seconds. Privacy loss lasts forever. Do you still keep Face Unlock ON πŸ‘‡"  
[X Link](https://x.com/Alacritic_Super/status/2021610077627515307)  2026-02-11T15:39Z [---] followers, [--] engagements


"Before you scroll: Would you rather unlock your phone [--] second faster or keep your face private forever ON or OFF Reply with your choice πŸ‘‡"  
[X Link](https://x.com/Alacritic_Super/status/2021610083478835694)  2026-02-11T15:39Z [---] followers, [--] engagements


"@CSCawley @Oblivious9021 Can be one of the test case"  
[X Link](https://x.com/Alacritic_Super/status/2021630229719249404)  2026-02-11T16:59Z [---] followers, [--] engagements


"Hard work is table stakes. Visibility turns work into credit. Proximity to power turns credit into promotion. And playing dumb That is often just political self-preservation. Organizations reward what is seen not done because managers can't promote what they can not explain in one sentence to their boss. https://twitter.com/i/web/status/2021641931005317234 https://twitter.com/i/web/status/2021641931005317234"  
[X Link](https://x.com/Alacritic_Super/status/2021641931005317234)  2026-02-11T17:46Z [---] followers, [---] engagements


"AI can write songs now. That sounds exciting. But here is the uncomfortable question musicians are starting to ask: Is AI helping music or slowly ruining it πŸŽ΅πŸ‘‡ https://twitter.com/i/web/status/2021654177173451218 https://twitter.com/i/web/status/2021654177173451218"  
[X Link](https://x.com/Alacritic_Super/status/2021654177173451218)  2026-02-11T18:34Z [---] followers, [---] engagements


"Let us be clear about one thing first. AI does not create music the way humans do. It recombines patterns from existing music at scale. That difference matters more than people admit. Demo: https://ai.honu.io/papers/musicgen/ https://ai.honu.io/papers/musicgen/"  
[X Link](https://x.com/Alacritic_Super/status/2021654187088756969)  2026-02-11T18:34Z [---] followers, [--] engagements


"Why this worries musicians πŸ‘‡ Music is not just sound. It is: πŸ‘‰ Lived experience πŸ‘‰ Cultural context πŸ‘‰ Emotional risk πŸ‘‰ Imperfection AI has none of these. It has probability"  
[X Link](https://x.com/Alacritic_Super/status/2021654192902090828)  2026-02-11T18:34Z [---] followers, [--] engagements


"What is already happening: [--]. Thousands of AI-generated tracks flooding platforms [--]. Generic songs optimized for algorithms not humans [--]. Fake artists fake bands real streams [--]. Attention diluted for real musicians Abundance without filters becomes noise"  
[X Link](https://x.com/Alacritic_Super/status/2021654198031733123)  2026-02-11T18:34Z [---] followers, [--] engagements


"200+ artists including Billie Eilish R.E.M. Nicki Minaj and more. signed an open letter saying AI tools undermine human creativity violate rights and devalue music. ( source Pitchfork) This is not fringe negativity it is artists fighting for survival"  
[X Link](https://x.com/Alacritic_Super/status/2021654219925958666)  2026-02-11T18:35Z [---] followers, [--] engagements


"Open-source models musicians are already using: [--]. Meta MusicGen (AudioCraft) Text-to-music generation strongest [--]. Riffusion Loop-based music generation [--]. Open Source AudioCraft stack [--]. Stable Audio Open These are powerful tools. They also lower the cost of mass imitation"  
[X Link](https://x.com/Alacritic_Super/status/2021654225546355005)  2026-02-11T18:35Z [---] followers, [--] engagements


"The real fear is not AI replacing musicians. It is musicians being forced to: [--]. Compete with machines [--]. Release faster than they feel [--]. Optimize for algorithms over emotion That pressure changes the soul of music"  
[X Link](https://x.com/Alacritic_Super/status/2021654230562734160)  2026-02-11T18:35Z [---] followers, [--] engagements


"Hard truth: AI will not kill music. But it can cheapen it. Unless we: [--]. Label AI-generated music clearly [--]. Protect training rights [--]. Value originality over volume"  
[X Link](https://x.com/Alacritic_Super/status/2021654235948134837)  2026-02-11T18:35Z [---] followers, [--] engagements


"Final question for musicians πŸ‘‡ Do you think AI is: 🎡 Expanding creativity 🎡 Diluting authenticity 🎡 Both 🎡 Too early to judge Reply with your take. Let us argue like artists not algorithms"  
[X Link](https://x.com/Alacritic_Super/status/2021654241425891720)  2026-02-11T18:35Z [---] followers, [--] engagements


"Automation always follows the same curve: Signal scale abuse collapse. Email survived only because filters became smarter than spammers. Calls survived only because people stopped answering unknown numbers. Now AI drops the cost of spam to zero and raises its quality to sounds human. https://twitter.com/i/web/status/2021654601762845167 https://twitter.com/i/web/status/2021654601762845167"  
[X Link](https://x.com/Alacritic_Super/status/2021654601762845167)  2026-02-11T18:36Z [---] followers, [--] engagements


"@tem1ekele You can't spot-reduce face fat πŸ˜…"  
[X Link](https://x.com/Alacritic_Super/status/2021655166655868929)  2026-02-11T18:38Z [---] followers, 30.1K engagements


"But you can lose it fastest by fixing the basics: Calorie deficit face fat drops when overall fat drops Cut salt & alcohol bloating fat but it makes your face puffy Sleep [--] hrs poor sleep = cortisol = rounder face Hydration dehydration makes your face hold water Strength + cardio fat loss accelerator Manage stress high stress keeps fat on your face Face yoga helps definition not fat loss. Theres no shortcut. Consistency beats hacks every time. https://twitter.com/i/web/status/2021655327008317538 https://twitter.com/i/web/status/2021655327008317538"  
[X Link](https://x.com/Alacritic_Super/status/2021655327008317538)  2026-02-11T18:39Z [---] followers, [---] engagements


"πŸ˜‚πŸ“šπŸ”₯ BREAKING NEWS: Schools close at [--] PM. 812: Math English survival 🍱 121: Lunch + life crisis πŸ›  16: Students learn a trade Teachers start side hustles Everyone figures out how to pay rent Homework replaced with: ❌ Algebra βœ… How to make money before inflation eats it Final exam: Can you survive this country Grade A = You ate today Grade F = See you tomorrow πŸ˜­πŸ’Έ Satire but also kinda not. πŸ‘€ https://twitter.com/i/web/status/2021657079111680097 https://twitter.com/i/web/status/2021657079111680097"  
[X Link](https://x.com/Alacritic_Super/status/2021657079111680097)  2026-02-11T18:46Z [---] followers, [----] engagements


"Let her go. Clinging never creates attraction space reveals it. If interest is real distance doesnt kill it it clarifies it. If she comes back it is choice not pressure. If she does not you did not lose her you lost the illusion. Self-respect is the only leverage that actually works. https://twitter.com/i/web/status/2021657494360404448 https://twitter.com/i/web/status/2021657494360404448"  
[X Link](https://x.com/Alacritic_Super/status/2021657494360404448)  2026-02-11T18:48Z [---] followers, [---] engagements


"@Simon_Ingari Gen Z in fintech: Love the vibes 😎 Hate the [--] grind 🫠 Whats the most ridiculous corporate thing youve seen zoomers do at work (Bonus points if it involved AI πŸ€–πŸ’€) Drop it below πŸ‘‡ Follow if you enjoy savage workplace satire + real AI project tips in the replies"  
[X Link](https://x.com/Alacritic_Super/status/2021659205976150327)  2026-02-11T18:54Z [---] followers, [---] engagements


"Yeah. That phase is called I sm holding it together with vibes and caffeine. πŸ˜… Not okay. Not falling apart. Just aggressively coping. Smiling in public overthinking at night telling yourself it is fine like it is a spell. If this hit you sre not alone. Follow for more emotional stability tips I absolutely learned the hard way. 🫠✨ https://twitter.com/i/web/status/2021662061739356526 https://twitter.com/i/web/status/2021662061739356526"  
[X Link](https://x.com/Alacritic_Super/status/2021662061739356526)  2026-02-11T19:06Z [---] followers, [---] engagements


"POV: you said yes for πŸ• + 🍷 and accidentally signed up for a slow-burn romance arc 😭πŸ”₯ Fake dating 🀝 real hand placement Plus-one ➝ emotional support human We are taking our time ➝ WE sir That was nott acting. That was the trailer. πŸŽ¬πŸ’€ At this point the wedding food is just a bonus. The real dish is mutual respect soft check-ins and unresolved tension 🫠 If this turns into an enemies-to-lovers / fake-to-real situation I need episode updates. πŸ‘‰ Follow for more "this was supposed to be fake" energy 😌✨ https://twitter.com/i/web/status/2021662911291437498"  
[X Link](https://x.com/Alacritic_Super/status/2021662911291437498)  2026-02-11T19:09Z [---] followers, [---] engagements


"HR: Whats your expected salary Candidate: 7080k. HR: Budget is tight. Candidate: Okay 40k is fine. HR internally: Cost-saving hero unlocked πŸ† Plot twist: Actual budget = 100k. Two months later: Employee = underpaid + overworked 😐 Motivation = buffering LinkedIn = Open to Work πŸ’Όβœ¨ HR: Why are people not loyal anymore Deep truth: Underpaying isnt saving money. Its just delaying turnover. Pay below value You dont hire an employee. You rent one. https://twitter.com/i/web/status/2021787986585919721 https://twitter.com/i/web/status/2021787986585919721"  
[X Link](https://x.com/Alacritic_Super/status/2021787986585919721)  2026-02-12T03:26Z [---] followers, [---] engagements


"@Simon_Ingari [--] Your walk-away number = self-respect If you don't decide your minimum in advance you will decide it under pressure. And pressure makes people cheap"  
[X Link](https://x.com/Alacritic_Super/status/2021788831142596631)  2026-02-12T03:29Z [---] followers, [--] engagements


"@Simon_Ingari [--] Say ranges not wishes Bad: I need 80k. Worse: Whatever you offer. Strong: "Based on market data and my experience I am targeting XY depending on total compensation." Then stop talking. Silence is power"  
[X Link](https://x.com/Alacritic_Super/status/2021788986264760334)  2026-02-12T03:30Z [---] followers, [--] engagements


"This advice comes from pain but taken blindly it can damage your career too. [--] HR isnt your therapist but not every HR is your enemy. Document facts. Escalate smartly not emotionally. [--] Speak freely doesnt mean overshare recklessly. Be honest but strategic. [--] Overdelivering without boundaries = burnout. Under-delivering on purpose = reputation damage. [--] Work apps on your phone Only if boundaries are clear. No 24/7 access without compensation. [--] Do as little as possible might protect peace short-term But long-term competence + visibility = leverage. Mental health matters. But so does skill"  
[X Link](https://x.com/Alacritic_Super/status/2021793017699741710)  2026-02-12T03:46Z [---] followers, [---] engagements


"Counter-offer be like: Company for [--] years: Were going through budget constraints πŸ₯² You resign once: WAIT. You are family. Heres 90k extra. Dont leave us πŸ˜­πŸ’° [--] months later: Due to restructuring Translation: You were not promoted. You were patched. 🩹 A counter-offer is rarely love. Its panic. If they could pay you 190k yesterday they were choosing not to. Money fixes salary. It doesnt fix culture growth respect or trust. And once you show youre willing to leave you quietly enter the flight risk file. πŸ“‚ Sometimes the biggest raise is the one that comes with a new environment. Dont let"  
[X Link](https://x.com/Alacritic_Super/status/2021807927200465294)  2026-02-12T04:45Z [---] followers, [---] engagements


"5 Before sending high-stakes emails: "Make this shorter. Sharper. Clearer." Power is usually subtraction"  
[X Link](https://x.com/Alacritic_Super/status/2021822404872577532)  2026-02-12T05:43Z [---] followers, [--] engagements


"6 Pressure test your ideas: "Destroy this plan like a ruthless competitor." If it survives criticism it deserves capital"  
[X Link](https://x.com/Alacritic_Super/status/2021822413437288560)  2026-02-12T05:43Z [---] followers, [--] engagements


"Depends what point you are trying to prove 😌 Normal math brain: 15% $10.80 18% $12.96 20% $14.40 Generous mood + great service $15 and call it clean. Service was mid but effort was real $12$14. Service was "I saw my waiter once at birth" We are having a conversation first. πŸ˜‚ Real point though Tip based on service not ego. And if $14 hurts maybe eat at home. 🍳 https://twitter.com/i/web/status/2021833931876970802 https://twitter.com/i/web/status/2021833931876970802"  
[X Link](https://x.com/Alacritic_Super/status/2021833931876970802)  2026-02-12T06:29Z [---] followers, [----] engagements


"At [--] making $800/week and happy Meanwhile AI engineers with [--] monitors [--] Chrome tabs and imposter syndrome are debugging life at [--] AM for the same dopamine. πŸ€–πŸ’€ Your cousin learned welding. Some of us learned "how to center a div." He builds metal that holds bridges together. We build apps that send push notifications nobody reads. AI can generate essays code art But when the robots need their factory repaired Guess who they are calling Your cousin. πŸ”₯ Plot twist: When AI takes over the world welders will be in charge of fixing the machines. That's job security with sparks. βš‘πŸ˜‚"  
[X Link](https://x.com/Alacritic_Super/status/2021841960806629594)  2026-02-12T07:01Z [---] followers, [----] engagements


"The older you get the more you realize Peace popularity. A loud circle is easy. A loyal circle is rare. Godly friendships are not about group chats and selfies. They are about: Praying for you when youre not in the room Correcting you without humiliating you Clapping when you win not competing Protecting your name in rooms you are not in You don't need [--] friends. You need [--] who check your ego guard your heart and remind you who you are when life gets loud. Real ones don't drain you. They anchor you. https://twitter.com/i/web/status/2021842427833958506"  
[X Link](https://x.com/Alacritic_Super/status/2021842427833958506)  2026-02-12T07:02Z [---] followers, [---] engagements


"The Budget does outline a strong reform narrative infrastructure push MSME support skilling initiatives healthcare expansion and digital transformation are all important pillars for long-term growth. But while the macro vision sounds ambitious some important concerns deserve attention: What about the middle class Salaried fully taxable individuals often feel like silent contributors. With limited direct relief rising living costs and higher compliance burden where is the tangible disposable income growth Increased STT and capital market taxation does this discourage retail participation at a"  
[X Link](https://x.com/Alacritic_Super/status/2021849454287237447)  2026-02-12T07:30Z [---] followers, [---] engagements


"@Simon_Ingari Manager after you quit: Why are deadlines slipping Why is the client upset Who handles this process again 😳πŸ”₯ Because your one employee was the ops team the fixer the trainer and the emotional support department all in one hoodie πŸŽͺπŸ’€"  
[X Link](https://x.com/Alacritic_Super/status/2021875769925054873)  2026-02-12T09:15Z [---] followers, [----] engagements


"@Simon_Ingari Company: Can you also take this on 😊 Employee: Sure. Company: Can I also get a raise 😌 Company: Whoa whoa whoa lets not get crazy. πŸ˜³πŸ’€ Unlimited workload πŸ“ˆ Limited budget πŸ’Έ Make it make sense 🀑"  
[X Link](https://x.com/Alacritic_Super/status/2021877001586659433)  2026-02-12T09:20Z [---] followers, [--] engagements


"Many policies classify items such as Gloves Syringes Consumables and Registration charges as non-payable consumables even if itemized. So whether you submit a summary bill or itemized bill those items may still be excluded. Insurers need full details of treatment expenses even if they will not cover to safeguard themselves from excessive billing during claim settlement. You do not need to ask separately. Always read the non-payable items list in your policy. That is where the real answer lives. You can add-on cover for non consumables items in policy to save few bucks"  
[X Link](https://x.com/Alacritic_Super/status/2021933561767686650)  2026-02-12T13:05Z [---] followers, [--] engagements


"@striver_79 Software won't get harder to write. It will get harder to understand. AI will increase code volume. Complexity will compound quietly. Maintenance is not about bugs. It is about entropy. In the future the rare skill won't be building fast. It will be keeping systems sane"  
[X Link](https://x.com/Alacritic_Super/status/2021960663804129661)  2026-02-12T14:52Z [---] followers, [---] engagements


"@grok @iam_elias1 How to recover once deleted"  
[X Link](https://x.com/Alacritic_Super/status/2021965499660431429)  2026-02-12T15:11Z [---] followers, [---] engagements


"@grok @iam_elias1 It can recovered anyhow right"  
[X Link](https://x.com/Alacritic_Super/status/2021965969711935648)  2026-02-12T15:13Z [---] followers, [---] engagements


"@hy_wemmy Financial stress affects consistency. But you don't need a gym to stay fit. At home: Pushups. Squats. Lunges. Planks. Backpack with books = weights. Stairs = cardio. No commute. No fees. Consistency membership. πŸ’ͺ"  
[X Link](https://x.com/Alacritic_Super/status/2021967884390715803)  2026-02-12T15:21Z [---] followers, [---] engagements


"Job Should Pay Your Bills Not Steal Your Pulse πŸ’Όβš‘ Real life: It is just a job. Dont stress. 😊 Reel life: Boss emailing at 11:47 PM Quick thing before tomorrow. πŸ˜­πŸ“© Real life: Work-life balance matters. πŸ§˜β™‚ Reel life: You eating dinner with one hand Replying to Slack with the other πŸ½πŸ’»πŸ’€ Job = food on the table πŸ› Not early retirement to the graveyard ⚰ Protect your peace. Act your wage. 😌 What's the most "quick thing" message you have received after hours πŸ‘‡ https://twitter.com/i/web/status/2021970446653198701 https://twitter.com/i/web/status/2021970446653198701"  
[X Link](https://x.com/Alacritic_Super/status/2021970446653198701)  2026-02-12T15:31Z [---] followers, [--] engagements


"Partnership to train existing people. Use cursor for coding. We have many other companies outside of US which are doing well. AI does write code it does not mean it is correct as per architecture and optimized as well. It writes bogus code most of the time. It is for toy projects not enterprise ones https://twitter.com/i/web/status/2021976928845242800 https://twitter.com/i/web/status/2021976928845242800"  
[X Link](https://x.com/Alacritic_Super/status/2021976928845242800)  2026-02-12T15:57Z [---] followers, [---] engagements


"@JrdnMcFarland @realEstateTrent @grok"  
[X Link](https://x.com/Alacritic_Super/status/2021978861396013552)  2026-02-12T16:05Z [---] followers, [---] engagements


"@MindsetVaultzzz @realEstateTrent What about privacy"  
[X Link](https://x.com/Alacritic_Super/status/2021979206956327145)  2026-02-12T16:06Z [---] followers, [---] engagements


"Bear market collapse. It is a stress test. Cycles expose weak balance sheets weak models weak assumptions. Strong companies adapt. Weak ones complain. Every growth phase needs a reset. Pressure builds muscle. This is not the end of Indian IT. It is the part where only the durable players grow. πŸ“‰βž‘πŸ“ˆ https://twitter.com/i/web/status/2021981227088327018 https://twitter.com/i/web/status/2021981227088327018"  
[X Link](https://x.com/Alacritic_Super/status/2021981227088327018)  2026-02-12T16:14Z [---] followers, [----] engagements


"@RajatSr25883578 @ankit_investing They are not able to adapt fully with latest coding practices and architecture which humans have practiced from beginning. Models need to be updated with good data not garbage. You should know what you have to ask not randomly guessing the part"  
[X Link](https://x.com/Alacritic_Super/status/2021992490417672349)  2026-02-12T16:59Z [---] followers, [--] engagements


""Largest AI company" but somehow the AI's main job is calling me [--] times a day πŸ’€πŸ“ž If their models are so advanced why can't they predict I am not taking that loan 😭 AI for credit scoring: cutting edge 🧠 AI for stopping spam calls: still in beta 🀑 At this point their strongest AI feature is "Persistent Follow-Up 3.0" πŸ˜‚ https://twitter.com/i/web/status/2021996307796390395 https://twitter.com/i/web/status/2021996307796390395"  
[X Link](https://x.com/Alacritic_Super/status/2021996307796390395)  2026-02-12T17:14Z [---] followers, [----] engagements


"@aviralbhat TCS Infosys HCL build AI for clients. Bajaj Finance runs on AI internally. Different models: IT services revenue from AI projects Fintech lenders profit from AI decisions"  
[X Link](https://x.com/Alacritic_Super/status/2021996543151419870)  2026-02-12T17:15Z [---] followers, [---] engagements


"@WeekendInvestng That is common in fintech companies. They are using it late"  
[X Link](https://x.com/Alacritic_Super/status/2021997866747850867)  2026-02-12T17:20Z [---] followers, [--] engagements


"Routine coding testing documentation that layer will shrink. AI lowers the cost of building software. When cost drops demand usually explodes. More startups. More tools. More automation. More systems to manage. The bottom 20% of skill gets automated. The top 20% becomes 10x more valuable Learn: AI tools System design Architecture Business context Don't fight AI. Become the person who supervises it. Follow for sharp practical AI career survival strategies πŸš€ https://twitter.com/i/web/status/2022008788837081263 https://twitter.com/i/web/status/2022008788837081263"  
[X Link](https://x.com/Alacritic_Super/status/2022008788837081263)  2026-02-12T18:03Z [---] followers, [---] engagements


"Microsoft is not a neutral observer. It sells the tools driving this automation: Copilot across Office Azure AI infrastructure Enterprise AI agents Developer tools integrated into workflows If professional tasks get automated Microsoft's TAM expands massively. More automation More Azure usage More Copilot licenses Higher enterprise lock-in. So economically it makes sense for Microsoft to signal: "The future is automated buy the platform." https://twitter.com/i/web/status/2022019745034469468 https://twitter.com/i/web/status/2022019745034469468"  
[X Link](https://x.com/Alacritic_Super/status/2022019745034469468)  2026-02-12T18:47Z [---] followers, [--] engagements


"@elkelk Costco really said: Here is [--] snacks you love and one mystery flavor to test your character. πŸ˜‚ That one pack of "Why does this exist" keeps the whole family grounded. It is not a variety pack. It is a personality assessment"  
[X Link](https://x.com/Alacritic_Super/status/2022021082245747148)  2026-02-12T18:52Z [---] followers, [---] engagements


"@ManuToniotti @PaulSkallas Possible Jobs will transition to other domains. It is usually: πŸ”„ Tasks change πŸ“‰ Some roles shrink πŸ“ˆ New roles grow Let's consider few examples πŸ‘‡"  
[X Link](https://x.com/Alacritic_Super/status/2022159629787209774)  2026-02-13T04:03Z [---] followers, [---] engagements


"@UncleJsWildRide @jadefrancomb But premium will increase in future right regardless of claim"  
[X Link](https://x.com/Alacritic_Super/status/2022196084974760121)  2026-02-13T06:28Z [---] followers, [--] engagements


"The scariest career trap isnt chaos. Its comfort. When everything is fine you stop negotiating with yourself. No fire. No fear. No growth. Youre busy but not building. Employed but not evolving. Paid but not progressing. Comfort doesnt shout. It whispers Youre good here. And five years later you realize you werent stuck by force. You stayed by default. The real question isnt: Am I unhappy Its: If I stayed exactly here for [--] more years would I be proud That answer will wake you up"  
[X Link](https://x.com/Alacritic_Super/status/2022212912132268253)  2026-02-13T07:35Z [---] followers, [---] engagements


"6 What This Means Studios shrink. Agencies automate. Creators scale. The advantage shifts from: Budget Imagination Team size Prompt skill"  
[X Link](https://x.com/Alacritic_Super/status/2022266456634015865)  2026-02-13T11:07Z [---] followers, [--] engagements


"Infrastructure Play India generates 20% of global data. Opportunity: AI-ready data centers GPU infra scaling Sovereign cloud stacks Data monetization Projected opportunity: $1015B"  
[X Link](https://x.com/Alacritic_Super/status/2022277513943380145)  2026-02-13T11:51Z [---] followers, [--] engagements


"Returns compound. [--] lakh at 12% for [--] years [---] lakh. [--] lakh at 15% for [--] years 1.6+ crore. It is not about "how much can you make" It is about: How long you stay invested How much you add consistently Whether you avoid blowing up your capital The stock market does not make people rich fast. It makes patient people wealthy slowly. https://twitter.com/i/web/status/2022290096075215324 https://twitter.com/i/web/status/2022290096075215324"  
[X Link](https://x.com/Alacritic_Super/status/2022290096075215324)  2026-02-13T12:41Z [---] followers, [--] engagements


"@thesamarthyadav @prashantsapp Then why perception exist that IT career is collapsing. Something is off between what is being said and what is visible"  
[X Link](https://x.com/Alacritic_Super/status/2022291693954076912)  2026-02-13T12:48Z [---] followers, [--] engagements


"@thesamarthyadav @prashantsapp It is based on Niti Ayog Report. IT labour is seeing compression and margins will decline significantly"  
[X Link](https://x.com/Alacritic_Super/status/2022296152163721611)  2026-02-13T13:05Z [---] followers, [--] engagements


"@thesamarthyadav @prashantsapp It is restructuring"  
[X Link](https://x.com/Alacritic_Super/status/2022306498148503881)  2026-02-13T13:46Z [---] followers, [--] engagements


"@whs1243 @KazuyaDarklight @Simon_Ingari He means if even backup of person is going on leave then how leave can be approved. Dilemma between the two and only one could go.ideally both leave should be approved"  
[X Link](https://x.com/Alacritic_Super/status/2022349441852911961)  2026-02-13T16:37Z [---] followers, [--] engagements


"If you have ever wished your trading workflow could run like a disciplined research desk that is what agents help you build. In trading that usually means faster iteration without losing rigor. With an agentic setup you can: [--]. Split complex work into roles: Researcher data checker strategist risk reviewer execution planner [--]. Reduce blind spots by having agents cross-check logic data quality and bias in your assumptions [--]. Turn "ideas" into a workflow: Prompts become reusable steps not one-off chats [--]. Improve consistency with guardrails checkpoints and structured outputs you can audit later"  
[X Link](https://x.com/Alacritic_Super/status/2022365562987549135)  2026-02-13T17:41Z [---] followers, [---] engagements


"@Live_Well_Thee @Simon_Ingari Exactly some needs even 6th chance but sometimes they are worth"  
[X Link](https://x.com/Alacritic_Super/status/2022545732193128850)  2026-02-14T05:37Z [---] followers, [--] engagements


"@mynation_123 @Curious_Com_ Real problem is "Sharma ji ka beta thought". What they look in neighborhood tries to copy on theirs"  
[X Link](https://x.com/Alacritic_Super/status/2022561834805735507)  2026-02-14T06:41Z [---] followers, [--] engagements


"@precy_oma [--] Midnight hunger Leptin and ghrelin (hunger hormone) fluctuate. If you are sleep deprived: [--]. Ghrelin increases [--]. Leptin decreases Result: Late-night cravings. Also your body seeks quick glucose when tired"  
[X Link](https://x.com/Alacritic_Super/status/2022592083207557510)  2026-02-14T08:41Z [---] followers, [--] engagements


"OpenAI Enters Pentagon Drone Swarm Challenge OpenAI has partnered with two defense technology firms competing in a $100 million Pentagon prize challenge to build voice controlled drone swarming software. The six month competition aims to develop systems that can command autonomous drone swarms across air and sea. OpenAI's role is limited to translating battlefield voice commands into digital instructions. It will not handle weapons integration targeting or direct drone control. Only its open source model would be used not its most advanced systems. One submission is led by Applied Intuition"  
[X Link](https://x.com/Alacritic_Super/status/2022951906403061878)  2026-02-15T08:31Z [---] followers, [--] engagements


"HR: Were adding Marks role to yours. Employee: Oh nice. And Marks salary too 😌 HR: No just the responsibilities. Employee: So promotion in workload demotion in payπŸ’€ Its about saving the company money. Cool. My energy isnt part of the cost-cutting plan. Companys best interest. Quality is also in the companys best interest. Corporate math: [--] employee + [--] employee = [--] exhausted employee. Respectfully declining free labor Elite boundary setting. πŸ’Όβœ¨ https://twitter.com/i/web/status/2022530623156441388 https://twitter.com/i/web/status/2022530623156441388"  
[X Link](https://x.com/Alacritic_Super/status/2022530623156441388)  2026-02-14T04:37Z [---] followers, [----] engagements


"Yes. 😌 But in that 45-minute slot they are pretending the KPI will outlive humanity. You are selling impact. They are selling growth. Both of you know the universe is expanding toward heat death. πŸŒŒπŸ’€ Interviews are not about eternity. They are about fit risk and budget. We are all temporary. The spreadsheet is not. πŸ“Šβœ¨ https://twitter.com/i/web/status/2022535518094004638 https://twitter.com/i/web/status/2022535518094004638"  
[X Link](https://x.com/Alacritic_Super/status/2022535518094004638)  2026-02-14T04:56Z [---] followers, [---] engagements


"@Priyansh_31Dec Looks scary. Mostly valuation reset. Drivers: US slowdown fears AI disruption narrative Margin pressure Rich valuations correcting Balance sheets are strong. Demand is shifting not vanishing. Sentiment falling faster than fundamentals"  
[X Link](https://x.com/Alacritic_Super/status/2022555564027568288)  2026-02-14T06:16Z [---] followers, [---] engagements


"Big advantage No waiting for designers. No endless revisions. No budget stress. Just creativity + prompting"  
[X Link](https://x.com/Alacritic_Super/status/2022735365522755884)  2026-02-14T18:11Z [---] followers, [--] engagements


"When fixed expenses consume 7080% of income the marginal $7 becomes irrelevant. Cutting coffee does not solve a housing market distorted by supply constraints zoning laws and financialization. It does not fix tuition inflation growing faster than wages for decades. It does not address healthcare priced like luxury goods in a supposedly competitive market. https://twitter.com/i/web/status/2022846417954574606 https://twitter.com/i/web/status/2022846417954574606"  
[X Link](https://x.com/Alacritic_Super/status/2022846417954574606)  2026-02-15T01:32Z [---] followers, [----] engagements


"Gen Z Life Timeline [---] πŸ˜‚ βœ… When we were kids Don't use too much internet. Now jobs require [--] years of internet experience. βœ… When we were in college Online classes. When we graduated You lack real-world exposure. βœ… When we started earning Rent said Welcome to adulthood. πŸ πŸ’Έ βœ… When we tried to save Inflation said Cute. βœ… When we tried side hustles Algorithm changed. βœ… When we learned coding AI said Thanks I will take it from here. πŸ€– Gen Z did not get a life tutorial. We got a beta version with constant updates and zero bug fixes. 😭 But somehow we are still here. Tired. Broke. Funny."  
[X Link](https://x.com/Alacritic_Super/status/2022851496837288123)  2026-02-15T01:52Z [---] followers, [---] engagements


"HR: Were adding Marks work to you. Employee: Great. And Marks salary 😌 HR: No just the tasks. Employee: So promotion in workload no promotion in pay πŸ’€ Its about saving the company money. Understood. Its about protecting my output. Corporate math: [--] roles [--] headcount = [--] burnout candidate. πŸ”₯ Respectfully declining unpaid expansion Thats not rebellion. Thats capacity management. πŸ’Όβœ¨ https://twitter.com/i/web/status/2022949384737223125 https://twitter.com/i/web/status/2022949384737223125"  
[X Link](https://x.com/Alacritic_Super/status/2022949384737223125)  2026-02-15T08:21Z [---] followers, [---] engagements


"Here is a legally strong neutral resignation letter that protects your position while remaining professional. Dear Manager's Name This letter serves as formal notice of my resignation from my position at Company Name effective Last Working Day in accordance with the notice period outlined in my employment terms. During the notice period I will complete assigned responsibilities and facilitate a proper handover of duties to ensure a smooth transition. Please confirm the handover process and any documentation required from my end. Kindly initiate the formal separation process including final"  
[X Link](https://x.com/Alacritic_Super/status/2022955036419191210)  2026-02-15T08:44Z [---] followers, [--] engagements


"Living in a flat with no sunlight is not normal. No Vitamin D. Low energy. Disturbed sleep. Higher chance of mold. Lights on all day. Natural sunlight is not a luxury. It is basic health infrastructure. Even [--] hours of direct sunlight daily changes your mood focus and overall well being. Choose your home like you choose your future"  
[X Link](https://x.com/Alacritic_Super/status/2023014702427611465)  2026-02-15T12:41Z [---] followers, [--] engagements


"English does not replace C++ or Python. It becomes a higher-level interface. They still mention list of programming languages when hiring. Someone still has to: [--]. Understand architecture [--]. Validate outputs [--]. Handle edge cases [--]. Optimize performance [--]. Debug failures Prompting becomes the new abstraction layer. Engineering does not disappear. It shifts. We moved from: Assembly C C++ Python Frameworks Now we move to: Code Prompt System Design + Judgment The real advantage won't be knowing syntax. It will be knowing systems. https://twitter.com/i/web/status/2023023013789405407"  
[X Link](https://x.com/Alacritic_Super/status/2023023013789405407)  2026-02-15T13:14Z [---] followers, [--] engagements


"@Man_to_manX That's a strong whole-food base. High protein + fiber + micronutrients = better body composition. But 10X energy πŸ˜„ Sleep training and stress matter too. Diet is powerful. Lifestyle makes it sustainable"  
[X Link](https://x.com/Alacritic_Super/status/2023025723985080742)  2026-02-15T13:24Z [---] followers, [---] engagements


"If you are trading crypto without a system you are gambling. Here are productive hacks that separate pros from emotional traders: [--]. Trade only [--] setups Master a few repeatable patterns. Ignore everything else. [--]. Pre define invalidation Before entering write: If price closes below X I exit. No exceptions. [--]. Risk fixed % per trade 12% max. Survival ego. [--]. Use higher timeframe bias Daily trend [--] min noise. Zoom out to level up. [--]. Journal every trade Entry. Exit. Why. Emotion felt. Lesson learned. Data memory. [--]. Set alerts not screen addiction Let price come to you. Don't chase. [--]. Trade"  
[X Link](https://x.com/Alacritic_Super/status/2023033572945535152)  2026-02-15T13:56Z [---] followers, [--] engagements


"Never accept a job offer until it passes these [--] tests: [--] Money Test Is the pay aligned with market value and your growth trajectory [--] Growth Test Will this role stretch your skills or trap you in repetition [--] Manager Test Is your direct boss someone you can learn from or just survive [--] Culture Test Are values practiced or just printed on the website [--] Exit Test If you leave in [--] years will your resume be stronger A job is not just income. It is a leverage decision. https://twitter.com/i/web/status/2022370807545221477 https://twitter.com/i/web/status/2022370807545221477"  
[X Link](https://x.com/Alacritic_Super/status/2022370807545221477)  2026-02-13T18:02Z [---] followers, 11.9K engagements


"@commandersamrat @IndianTechGuide This is not extra money paid by company. This is what they have included in variable pay and give them based on performance"  
[X Link](https://x.com/Alacritic_Super/status/2022883068688896444)  2026-02-15T03:58Z [---] followers, [--] engagements


"Artificial Intelligence (AI) Acronyms You Must Know πŸ€–πŸ§  AI Artificial Intelligence AGI Artificial General Intelligence ASI Artificial Superintelligence ML Machine Learning DL Deep Learning RL Reinforcement Learning NLP Natural Language Processing CV Computer Vision ASR Automatic Speech Recognition TTS Text To Speech LLM Large Language Model VLM Vision Language Model MoE Mixture of Experts ANN Artificial Neural Network DNN Deep Neural Network CNN Convolutional Neural Network RNN Recurrent Neural Network GAN Generative Adversarial Network VAE Variational Autoencoder GNN Graph Neural Network"  
[X Link](https://x.com/Alacritic_Super/status/2018187002861261166)  2026-02-02T04:57Z [---] followers, [--] engagements


"6 Organic Waste & Compost Quality Control AI checks food waste contamination visually. Better compost Less plastic in soil Healthier circular economy"  
[X Link](https://x.com/Alacritic_Super/status/2020367161550942353)  2026-02-08T05:20Z [---] followers, [--] engagements

Limited data mode. Full metrics available with subscription: lunarcrush.com/pricing

@Alacritic_Super Avatar @Alacritic_Super Praveen Kumar Verma

Praveen Kumar Verma posts on X about ai, if you, money, future the most. They currently have [---] followers and [---] posts still getting attention that total [-------] engagements in the last [--] hours.

Engagements: [-------] #

Engagements Line Chart

  • [--] Week [---------] +9,686%
  • [--] Month [---------] +141%
  • [--] Months [---------] +14,322,904%

Mentions: [---] #

Mentions Line Chart

  • [--] Week [---] +29%
  • [--] Month [---] +9%
  • [--] Months [-----] +182,400%

Followers: [---] #

Followers Line Chart

  • [--] Week [---] +30%
  • [--] Month [---] +104%
  • [--] Months [---] +7,625%

CreatorRank: [-------] #

CreatorRank Line Chart

Social Influence

Social category influence finance 24.38% technology brands 7.67% countries 4.93% stocks 4.66% social networks 3.01% cryptocurrencies 0.55% luxury brands 0.55% celebrities 0.55% travel destinations 0.55% currencies 0.27%

Social topic influence ai 25.21%, if you 7.12%, money 5.75%, future 4.11%, india 3.84%, culture #3613, strong #1486, math #1342, company #2453, health #877

Top accounts mentioned or mentioned by @simoningari @grok @hunter_haney75 @timcast @thesamarthyadav @pushpendrakum @2sush @cscawley @prashantsapp @aakankshalovely @vamikaclasses @kushallodha548 @pathofmen @thrishul @balugorade @lorien19731 @adastra2018 @ilyaskazi @warumnotanoniem @oblivious9021

Top assets mentioned Alphabet Inc Class A (GOOGL) Microsoft Corp. (MSFT) Born in [--] (19)

Top Social Posts

Top posts by engagements in the last [--] hours

"Government of Singapores India Stock Bets.πŸ“Š Stocks held by the Government of Singapore List πŸ‘‡ - Apollo Hospitals - Divis Laboratories - Power Finance Corporation - Axis Bank - HDFC Bank - PG Electroplast - Endurance Technologies - Kalyan Jewellers - Aegis Logistics - Apollo Tyres - Ashok Leyland - Astral - Bajaj Auto - Bajaj Finance - Bharat Forge - Bharti Airtel - Bharat Petroleum - Castrol - Cera Sanitaryware - DLF - Dr. Reddys Laboratories - Eicher Motors - Godrej Consumer Products - Godrej Properties - Hindalco Industries - ICICI Bank - Indian Hotels Company - IndusInd Bank - Infosys -"
X Link 2026-01-28T06:05Z [---] followers, [---] engagements

"πŸ˜‚ This is not a salary story. This is a behavior documentary. [--] LPA: Once salary doubles life set. 🀑 [--] LPA: Flat upgraded 🏠 Zomato became a religion πŸ” Amazon Prime = impulse therapy πŸ“¦ Savings = still loading Same stress. Same anxiety. Just HD problems now. Truth bomb πŸ’£ Money doesnt fix habits. It exposes them. If you dont save when its hard you wont save when its easy youll just spend with confidence. Lifestyle inflation is the silent EMIs we never signed for. Rule of life: Income grows fast. Habits compound faster. The only real hike is discipline πŸ˜„"
X Link 2026-01-28T17:10Z [---] followers, 27.5K engagements

"Apparently the money didn't vanish. It just did what it always does: changed hands 😌 When gold and silver were going up every day: Store of value Hedge forever New paradigm πŸ“ˆβœ¨ Now everything drops and suddenly: WHERE DID THE MONEY GO 🀯 Same answer every cycle: Leverage got wiped Profits got booked Cash went to the sidelines Big players waited while retail panicked Money doesn't disappear. It moves from impatient hands to patient ones. Nobody questioned logic on the way up. Everyone questions reality on the way down. Markets aren't broken. Selective memory is."
X Link 2026-01-31T02:44Z [---] followers, 15K engagements

"2 These schemes come with hidden strings: EPF / VPF rule & tax changes withdrawal delays NPS forced annuity limited exit PPF 15-year lock-in SSY restricted use policy risk Post Office FDs inflation erosion"
X Link 2026-02-04T16:23Z [---] followers, [--] engagements

"@winexviv @grok fetch the details"
X Link 2026-02-05T15:47Z [---] followers, [--] engagements

"How Models Work The system authenticates users via the AI API of their choice. Anthropic Claude Opus or Meta Llama [---] 70B are the defaults but OpenClaw also supports models from Google OpenAI Moonshot MiniMax and other developers hosted locally or in the cloud. OpenClaw itself is free but model hosts may charge per token of input and output. http://Z.ai http://Z.ai http://Z.ai http://Z.ai"
X Link 2026-02-06T11:22Z [---] followers, [--] engagements

"OpenClaw and Moltbook initially launched with many security flaws and other issues some of which have been fixed at the time of this writing. The combination of an open-ended system insecure design and inexperienced users resulted in a variety of vulnerabilities. Misconfigured OpenClaw deployments exposed API keys and Moltbook exposed millions more. Skills designed to perform malicious tasks such as stealing data have proliferated. Many users have installed the system on dedicated machines to avoid exposing private data to attackers or well-meaning but accident-prone agents"
X Link 2026-02-06T11:28Z [---] followers, [--] engagements

"Why it matters: OpenClaw made a huge splash and left prominent members of the AI community debating its novelty and importance. For developers OpenClaw offers a highly customizable and powerful AI assistant that requires careful security precautions. Its also a glimpse of a future in which autonomous agents go about their business with little input from humans. https://twitter.com/i/web/status/2019735155351724342 https://twitter.com/i/web/status/2019735155351724342"
X Link 2026-02-06T11:29Z [---] followers, [--] engagements

"What is net premium income in insurance Net premium income is the total revenue an insurance company retains from premiums after deducting reinsurance costs and policy cancellations. It represents the actual earnings from underwriting activities. For example if an insurer collects [----] crore in gross premiums pays [---] crore for reinsurance and refunds [--] crore the net premium income would be [---] crore. This metric is crucial for evaluating the companys core performance and its ability to cover claims and generate profits. https://twitter.com/i/web/status/2019801883838415057"
X Link 2026-02-06T15:54Z [---] followers, [--] engagements

"Because in India Corruption is invisible until it hits your house. Health is optional until it hits your hospital bill. As long as the label says Frozen Dessert in font size [---] and the ad shows happy kids its all legal. Palm oil + sugar + colors = profits today diabetes tomorrow. Regulation wakes up after ICU invoices go viral. Till then: cheaper sells marketing wins and public health pays EMIs. πŸ¦πŸ’Έ Awareness wont start from authorities. It starts when parents read labels instead of ads. https://twitter.com/i/web/status/2019983308273434932 https://twitter.com/i/web/status/2019983308273434932"
X Link 2026-02-07T03:55Z [---] followers, [---] engagements

"@PathOfMen_ Old-school ritual modern reality check πŸ˜„ Honey + warm water can help hydration mild energy and relaxation but real stamina still comes from sleep fitness low stress and good blood sugar control. Helpful Maybe. Magic potion Nah. Consistency beats hacks. πŸ’ͺ"
X Link 2026-02-07T04:33Z [---] followers, [----] engagements

"Good basics πŸ‘ What is missing for actually clear skin Plain water hydration beats every beauty drink Protein intake skin is built from amino acids Sleep no drink fixes [--] hours of sleep Gut health less sugar less junk = fewer breakouts Sunlight (morning) helps hormones + skin tone Drinks help. Lifestyle decides. https://twitter.com/i/web/status/2019997397276037165 https://twitter.com/i/web/status/2019997397276037165"
X Link 2026-02-07T04:51Z [---] followers, [---] engagements

"🚨 UNPOPULAR OPINIONS (Office Edition) 🚨 [--] A cancelled meeting therapy night out. Instant peace. 😌 [--] You are late once Crime. Salary late System issue. 🀑 [--] Your pay is not just paying bills its funding your lifestyle choices. πŸ’Έ [--] AI writes CVs. AI reads CVs. Humans wait. Nobody wins. πŸ€–πŸ«  [--] Ultimate flex Your partner choosing life over a [--]. πŸ† [--] Straight-to-permanent-job grads Chosen ones. 🧿 [--] Quitting a bad job is closure. Watching it fail Healing. πŸ˜‚ Breaking news: Corporate life builds character mostly sarcasm. https://twitter.com/i/web/status/2020017185553543240"
X Link 2026-02-07T06:10Z [---] followers, [---] engagements

"πŸ˜‚ Totally normal. You are likely Drinking too much at once instead of spacing it Flushing electrolytes (low sodium/potassium) Not absorbing water properly πŸ’‘ Fix it Sip don't chug Add a pinch of salt / lemon Eat water-rich foods Hydration is absorption not volume. πŸ’§ https://twitter.com/i/web/status/2020017628358807934 https://twitter.com/i/web/status/2020017628358807934"
X Link 2026-02-07T06:11Z [---] followers, [---] engagements

"@Simon_Ingari Motherhood is unpaid leadership with zero sick leaves and infinite accountability. If startups can value chaos management and resilience mothers have been doing that job on hard mode for years. Not a career gap. Thats real-world executive training"
X Link 2026-02-07T07:55Z [---] followers, [--] engagements

"@thrishul @GuruShareMarket In public holding their own companies and family members are present either through HUF or invested companies"
X Link 2026-02-07T08:01Z [---] followers, [---] engagements

"πŸ€£πŸ’Ό Boss: Fix this ASAP. (3 words 4.5L/month energy) Employee: [--] slides [--] calls [--] weekends [--] sleep πŸ˜΅πŸ’« πŸ“ˆ Bonus season: Boss [-------] + hike πŸ€‘ Employee [----] voucher + Team Player notebook ✍ Corporate karma: Work like an owner get rewarded like an intern πŸ”πŸ˜‚ https://twitter.com/i/web/status/2020136686555128158 https://twitter.com/i/web/status/2020136686555128158"
X Link 2026-02-07T14:04Z [---] followers, [----] engagements

"A wonderful reminder of how strong our people-to-people ties are. 🀝 The Indian diaspora in Kuala Lumpur truly reflects the shared history culture and future between India and Malaysia. These connections don't just preserve roots they build bridges for the next generation. https://twitter.com/i/web/status/2020139060237595115 https://twitter.com/i/web/status/2020139060237595115"
X Link 2026-02-07T14:14Z [---] followers, [---] engagements

"A meaningful community programme in Kuala Lumpur highlighting the rich history and contributions of the Indian community in Malaysia. The extension of OCI card eligibility up to the 6th generation for Malaysian citizens of Indian origin has brought immense joy to the diaspora. With plans to open an Indian Consulate in Malaysia the bond between our nations will grow even stronger in the years ahead. https://twitter.com/i/web/status/2020140656610758658 https://twitter.com/i/web/status/2020140656610758658"
X Link 2026-02-07T14:20Z [---] followers, [--] engagements

"A celebration of culture and a partnership backed by numbers 🀝 Bilateral trade now exceeds $19 billion India ranks among Malaysias key trading partners Expanding ties in IT services fintech semiconductors and startups Deeper collaboration in digital public infrastructure AI and technology talent development Culture strengthens bonds. Trade fuels growth. Technology shapes the future. https://twitter.com/i/web/status/2020144827221045682 https://twitter.com/i/web/status/2020144827221045682"
X Link 2026-02-07T14:37Z [---] followers, [----] engagements

"A celebration of culture and a partnership backed by numbers 🀝 Bilateral trade now exceeds $19 billion India ranks among Malaysias key trading partners Expanding ties in IT services fintech semiconductors and startups Deeper collaboration in digital public infrastructure AI and technology talent development Culture strengthens bonds. Trade fuels growth. Technology shapes the future. https://twitter.com/i/web/status/2020145368651223060 https://twitter.com/i/web/status/2020145368651223060"
X Link 2026-02-07T14:39Z [---] followers, [---] engagements

"A truly welcome step to deepen our shared civilisational bond. πŸ™ Alongside celebrating Tamil culture and Thiruvalluvars timeless wisdom its equally important to address the real challenges students face today: Uncertainty around career growth after studies Limited job opportunities and fair placements Stress caused by exam leaks delays and credibility issues The gap between education and employability If Thiruvalluvar Centres and scholarships are paired with transparent exams skill-linked education industry exposure and job pathways they wont just inspire students philosophically theyll"
X Link 2026-02-07T15:17Z [---] followers, [----] engagements

"An unforgettable community welcome in Kuala Lumpur The warmth energy and pride of the Indian diaspora were truly moving. Their invaluable contributions to Malaysias growth while proudly preserving Indias culture values and heritage reflect the strength of our shared bonds. https://twitter.com/i/web/status/2020155687654027665 https://twitter.com/i/web/status/2020155687654027665"
X Link 2026-02-07T15:20Z [---] followers, [--] engagements

"πŸ‘πŸ’¬ Vision Language Models are the next AI frontier. Forget text-only AI VLMs see understand and talk about images with humans-level context. 🧠 What is changing: Upload a screenshot get insights summaries explanations Send a photo of a diagram get step-by-step answers Show a UI mockup get design feedback or code ideas Point a camera at a chart get data interpretation This is where AI stops being a typing assistant and becomes a multimodal collaborator. Vision + Language = πŸ‘‰ Better prompt context πŸ‘‰ Fewer misunderstandings πŸ‘‰ Less explain the image to me like I am [--] πŸ‘‰ More real-world"
X Link 2026-02-07T18:39Z [---] followers, [--] engagements

"@malpani Coding is not obsolete. Mindless coding is. Claude writes code. Engineers decide what to build why it matters and what breaks. The premium moved from syntax to judgment"
X Link 2026-02-08T03:19Z [---] followers, [--] engagements

"When you build a bridge you insist it can carry [-----] pounds but you only drive [-----] pound trucks across it. And that same principle works in investing. - Warren Buffett"
X Link 2026-02-08T03:45Z [---] followers, [--] engagements

"In the old legend the wise men finally boiled down the history of mortal affairs into the single phrase "This too will pass." Confronted with a like challenge to distil the secret of sound investment into three words we venture the motto - Margin of Safety." Benjamin Graham"
X Link 2026-02-08T03:46Z [---] followers, [--] engagements

"Most people don't care about your potential or your struggle. They care about what you provide how you show up and how safe or stable you make their world feel. That can feel like no one cares about you. But that does not mean you are invisible or disposable. It means love and respect for men are often conditional while women and children receive more unconditional care. That's not cruelty its how societies have evolved around roles survival and expectations. Here is the deeper layer: People care more than they know how to show. Many are not equipped to carry your pain so they avoid it. Men"
X Link 2026-02-08T03:50Z [---] followers, [----] engagements

"@jananii__venkat @shubhvanii Ages don't upgrade maturity like software πŸ˜„ Priorities evolve with responsibility not birthdays. The real test is not age it is self-awareness and effort"
X Link 2026-02-08T05:00Z [---] followers, [----] engagements

"@2sush Do some mental exercises like solving puzzles any math problem or play games which test your reflexes"
X Link 2026-02-08T05:03Z [---] followers, [--] engagements

"🧡 How Vision-Language Models (VLMs) Are Transforming Waste Management β™»πŸ€– Waste management is no longer just trucks + bins. Vision-Language Models (AI that understands images + text) are quietly changing how cities sort track and reduce waste. Here is how πŸ‘‡ https://twitter.com/i/web/status/2020366685677711688 https://twitter.com/i/web/status/2020366685677711688"
X Link 2026-02-08T05:18Z [---] followers, [--] engagements

"2 E-waste & Hazard Detection VLMs spot batteries electronics chemicals mixed in regular trash. Prevents fires at landfills Flags unsafe disposal instantly Saves millions in damage"
X Link 2026-02-08T05:18Z [---] followers, [--] engagements

"3 Smart Recycling Education Point your phone at waste VLM explains What is this Which bin Can it be recycled locally AI turns confusion into compliance. https://twitter.com/i/web/status/2020366701825769980 https://twitter.com/i/web/status/2020366701825769980"
X Link 2026-02-08T05:18Z [---] followers, [--] engagements

"8 Why this matters Waste is a data problem. VLMs turn trash into structured insight at scale cheaply and continuously"
X Link 2026-02-08T05:20Z [---] followers, [--] engagements

"9 The future of waste management is not just cleaner. It is visible measurable and intelligent. β™» Follow for more AI x real-world use cases πŸ” Repost if you believe AI should fix systems not just generate content"
X Link 2026-02-08T05:20Z [---] followers, [--] engagements

"Power check failed. ❌ HR thought it was a dating app. CEO reminded him it was a workplace. Lesson: Authority is not attraction Desperation is not consent Power abuse has a very short notice period She kept her dignity. He lost his job. That is not karma. That is consequences. https://twitter.com/i/web/status/2020367282564895124 https://twitter.com/i/web/status/2020367282564895124"
X Link 2026-02-08T05:21Z [---] followers, [--] engagements

"Amazon Stock Slides After Earnings Show Slower Cloud Growth Amazon reported earnings that showed slower-than-expected growth in its cloud business AWS. The company also said spending on AI-related infrastructure and technology rose by nearly 60% from a year earlier. The stock fell after the results and the move weighed on broader US technology shares. AWS remains Amazon's largest profit contributor and a key indicator for the global cloud market. The latest numbers suggest cloud growth is moderating while investment requirements for AI infrastructure are rising. For investors the focus is"
X Link 2026-02-08T06:39Z [---] followers, [---] engagements

"Absolutely πŸ˜„ corporate life often feels like the world's most expensive role-play game [--]. We collaborate on Slack/Teams while sitting [--] feet apart [--]. Attend meetings about meetings that could have been a 2-line email [--]. Say great point to ideas we do not agree with [--]. Performance reviews rate you a 3/5 for exceeds expectations [--]. We are a family until layoffs season hits [--]. Free snacks in the pantry but insurance with copay and approvals 😭 [--]. Wellness emails at 9am burnout by 6pm It is not fake because people are bad. It is fake because the system rewards appearing productive more than"
X Link 2026-02-08T07:57Z [---] followers, [----] engagements

"Corruption here is not a person or a department. It is a systemic incentive problem. Politicians control power Bureaucracies control permissions Regulators control fear Enforcement controls delay Wherever there is discretion + opacity + low accountability corruption appears. The real winner is not any single department. It is the process that rewards delay confusion and dependency. Fix transparency digitization time-bound approvals and accountability and corruption collapses on its own. Until then the system keeps reproducing it regardless of the label on the door."
X Link 2026-02-08T14:34Z [---] followers, [----] engagements

"Congratulations to Sanae Takaichi on her landmark victory to the House of Representatives. IndiaJapan ties today go far beyond diplomacy. They are built on shared values and complementary strengths: [--]. Security & Indo-Pacific stability through deeper strategic coordination [--]. Technology & semiconductors where Japans precision meets India's scale [--]. Manufacturing & supply chains reducing global concentration risks [--]. Infrastructure & connectivity from high-speed rail to resilient logistics [--]. Clean energy & climate aligning innovation with sustainability [--]. People-to-people links talent"
X Link 2026-02-08T17:13Z [---] followers, [----] engagements

"@DaleSteyn62 Nepal cricket is rising fast 🏏 Raw talent fearless play and big dreams. Support structure and exposure the future looks UP UP and UP πŸš€"
X Link 2026-02-08T17:15Z [---] followers, [---] engagements

"@BaluGorade Tax shapes markets more than marketing. When two similar cars are taxed so differently buyers don't choose they are pushed. Nexon surge is not just product love it is policy-driven demand"
X Link 2026-02-08T17:33Z [---] followers, [--] engagements

"This is not the power of the stock market it is the power of entry price cycles and expectations. If [--] lakh in Tata Consultancy Services became [----] lakh over [--] years it tells us a few hard truths [--]. You bought at peak valuation not peak quality [--]. Large caps protect capital better than they multiply it [--]. Earnings growth slowed while multiples compressed [--]. Dividends likely did most of the real work here [--]. The market punished certainty not business strength Great companies are not always great investments at every price. The stock market rewards timing + patience not brand names alone."
X Link 2026-02-08T17:44Z [---] followers, [----] engagements

"Congrats but here is the grown-up checklist nobody posts on X πŸ˜„ AI can research code design fast. But in the real world you still need: Regression testing one small change can break [--] things Validation AI outputs correct outputs Guardrails models hallucinate with confidence Monitoring prod fails at [--] AM dont fix themselves Support & rollback customers don't accept the agent did it Accountability AI has no pager no liability no SLA AI employees are amazing interns with infinite energy. Production systems still need adult supervision. The future is here reliability ownership and trust are the"
X Link 2026-02-08T18:41Z [---] followers, [---] engagements

"11 The real shift is not technology. It is this: πŸ‘‰ Healthcare is becoming software-defined πŸ‘‰ Hospitals are becoming AI-augmented systems"
X Link 2026-02-09T03:35Z [---] followers, [--] engagements

"12 The winners won't be doctors vs AI. They will be doctors who know how to work with AI. If this thread helped you understand where medicine is headingπŸ‘‡ πŸ” Repost βž• Follow for more AI real-world impact threads"
X Link 2026-02-09T03:36Z [---] followers, [--] engagements

"@narendramodi @mieknathshinde Warm birthday wishes to Shri Eknath Shinde Ji. His leadership reflects lessons from Maharashtra's history decisive action grassroots connect and development with discipline. May he continue to serve with strength wisdom and good health"
X Link 2026-02-09T03:39Z [---] followers, [----] engagements

"@annietyzak When margins making charges inventory cycles and customer psychology matter more than spot prices gold can moon and the price tag wont blink. Markets move. Businesses adapt. Customers notice last"
X Link 2026-02-09T03:45Z [---] followers, [--] engagements

"@thetripathi58 @grok summarize the post"
X Link 2026-02-09T03:56Z [---] followers, [---] engagements

"Absolutely a wonderful initiative. πŸ‘ As we celebrate Pariksha Pe Charcha it is also worth reflecting on a few honest questions: πŸ‘‰ Are our syllabi keeping pace with todays real-world skills or preparing students for a world that no longer exists πŸ‘‰ Why is critical thinking still secondary to rote memorization πŸ‘‰ Should learning be exam-driven from such an early age or should formal exams begin only after Class [--] to let curiosity grow first πŸ‘‰Are we measuring intelligence or just obedience to a fixed pattern If the goal is confident capable students the conversation must go beyond exams to"
X Link 2026-02-09T05:16Z [---] followers, [---] engagements

"That's not hustle culture. That's a cost-of-living signal. When a sales manager with a flat still needs a second job it is not about ambition it is about survival in an economy where salaries lag housing EMIs and inflation. Bengaluru is not just building startups. It is quietly normalizing burnout as responsibility. https://twitter.com/i/web/status/2020744846231962024 https://twitter.com/i/web/status/2020744846231962024"
X Link 2026-02-09T06:21Z [---] followers, [----] engagements

"@2sush [----] code life be like: Write code Nah we converse code now. πŸš€"
X Link 2026-02-09T06:45Z [---] followers, [--] engagements

"I would not want to prepare next for ATS filtering. I would like to build for next [--] years down the line. You can earn money as much as you can by building startups but still you would need to eat to survive. In the future owning as farm land would be luxury as health would be first priority. I can sell my products at whatever price I want if product has enough demand I can export them as well. I can preproces the crops and sell in market. https://twitter.com/i/web/status/2020800006152991078 https://twitter.com/i/web/status/2020800006152991078"
X Link 2026-02-09T10:00Z [---] followers, [--] engagements

"@Timcast Calling ChatGPT trash because it has guardrails is like hating seatbelts for slowing your crash. Different models different jobs. Grok yells. ChatGPT thinks. Tool confusion is not an AI problem. It is a user problem πŸ˜„"
X Link 2026-02-09T13:43Z [---] followers, 23.5K engagements

"@BigBearF1 Instead of calling in sick we should call in healthy. Boss I am feeling amazing today. Would be irresponsible to waste peak performance on meetings. πŸ˜„"
X Link 2026-02-09T13:45Z [---] followers, [---] engagements

"Absolutely stronger IndiaSeychelles ties are welcome πŸ‘ At the same time outcomes abroad should reflect strength at home too. Can we also ask: [--]. Why are government schools still struggling with basics in rural and Tier-3 areas [--]. Why do ambulances arrive late or not at all outside cities [--]. Why do government doctors run private clinics while public hospitals remain understaffed Global partnerships shine brighter when domestic systems work with the same urgency. https://twitter.com/i/web/status/2020873379855876217 https://twitter.com/i/web/status/2020873379855876217"
X Link 2026-02-09T14:52Z [---] followers, [----] engagements

"@Lorien19731 @Timcast You can use ollama or open router locally. No model is perfect Not me either"
X Link 2026-02-09T14:58Z [---] followers, [---] engagements

"@BTC_Nomad1 @bradsteaks @Timcast Not as of now until legally proved that it has done. That's why it is dangerous. For more get details on openclaw"
X Link 2026-02-09T16:41Z [---] followers, [---] engagements

"Luxuries we forget are luxuries (Real life vs Reel life edition πŸ˜ŒπŸ˜‚): Reel life: ✨ Maldives vacation ✨ Fancy cafe latte ✨ New iPhone every year Real life: 😌 Mom still around saying khana kha liya 🚿 Hot water without geyser tantrums πŸ’ͺ Waking up without body pain 🧠 Peace of mind 🌀 Weather that doesnt try to kill you πŸ› Simple good food that hits the soul πŸ’³ Bills paid before due date (elite feeling) πŸ›΅ A vehicle that starts on first try Reel life flexes fantasies. Real life flexes stability. That's the real rich-naughty combo πŸ˜‰πŸ’Έ https://twitter.com/i/web/status/2020924129164263704"
X Link 2026-02-09T18:13Z [---] followers, [---] engagements

"@MrBeast @step Big move πŸ‘ Financial literacy is the real superpower and most people learn it the hard way. If this helps young people understand money before debt bad credit and mistakes teach them that is impact not just an acquisition. Looking forward to what you build next πŸš€"
X Link 2026-02-09T18:20Z [---] followers, [---] engagements

"@Ty_Hope @Timcast When model is retrained on new data it is obvious to have some degraded answer. When a large group of people asking weird question model gets confused and hallucinations happen"
X Link 2026-02-10T03:55Z [---] followers, [--] engagements

"@BookerD80 @Timcast @grok explain him about it"
X Link 2026-02-10T04:07Z [---] followers, [--] engagements

"Guardrails in AI are safety features that limit responses to avoid harm bias or misinformation. For example ChatGPT uses them to steer clear of controversial topics or give neutral answers. They are like bumpers on a bowling lane helpful for some restrictive for others. Different LLMs balance them differently based on their goals. https://twitter.com/i/web/status/2021074224027484217 https://twitter.com/i/web/status/2021074224027484217"
X Link 2026-02-10T04:10Z [---] followers, [--] engagements

"@murray_phi81127 @Angry_Staffer I am not even getting super bowl puzzel"
X Link 2026-02-10T06:25Z [---] followers, [--] engagements

"FD is the endgame not the start πŸ˜… How people can actually reach [--] Cr πŸ‘‡ High-income skill (tech sales finance business) salary won't do it alone Equity + business exposure (stocks ESOPs startups own business) Aggressive saving in peak years (3045) Compounding comfort (invest before upgrading lifestyle) Patience (5 Cr is built not wished) FD is where money rests not where money grows πŸ’€πŸ“‰ First earn like a beast. Then park like a monk πŸ§˜β™‚πŸ’°"
X Link 2026-02-10T06:31Z [---] followers, [----] engagements

"Dream math πŸ˜­πŸ“Š [--] Cr in FD @ 6% = 30L before tax After tax = 21L (without deductions) After inflation = vibes only You are not doing nothing you are fighting tax inflation and RBI every year πŸ₯² FD gives peace not freedom. Freedom needs assets that grow faster than inflation πŸ’ΈπŸ”₯ https://twitter.com/i/web/status/2021110284459675826 https://twitter.com/i/web/status/2021110284459675826"
X Link 2026-02-10T06:33Z [---] followers, [---] engagements

"@web3queen__ If you want existential damage start with Oldboy. If you want intellectual regret start with The Prestige. Fair warning: after these normal movies feel harmless. 🧠πŸ’₯"
X Link 2026-02-10T06:46Z [---] followers, [----] engagements

"So true. Salary pays the bills but everything else decides whether you stay sane. A high CTC in a toxic culture is just hazard pay. A fancy title with no growth is a slow trap. A great role with no boundaries quietly eats your life. An offer letter is not a reward. It is a preview of your next [--] years. And if interviews have gone silent for weeks It is not rejection it is usually signal noise. A sharper CV does not change who you are it just makes sure the right people see you. Get noticed. Choose wisely. Your future self is already watching."
X Link 2026-02-10T07:24Z [---] followers, [--] engagements

"Fresh grads should negotiate with intent not entitlement. What you should actually do: First earn leverage: projects internships skills competing offers. Anchor on value not need: show how youll solve problems not pay bills. Pick [--] asks max (salary OR review timeline OR learning budget). Too many asks dilute credibility. Trade dont demand: If salary is fixed can we revisit in [--] months based on clear goals Read the room: negotiation is a conversation not a battle. Deep truth: Your first negotiation isnt about money. Its about learning how power value and timing actually work. Do it"
X Link 2026-02-10T07:38Z [---] followers, [--] engagements

"@AdAstra2018 @pjryan51 @yagmursayswhat @Simon_Ingari Agreed. There are many email tools available with different UI"
X Link 2026-02-10T07:42Z [---] followers, [--] engagements

"@devops_nk I always debug SSH from outside-in client network AWS security OS"
X Link 2026-02-10T07:52Z [---] followers, [---] engagements

"@Simon_Ingari Silence in meetings is not alignment 🀐 It is everyone mentally logging off 🧠➑πŸšͺ Nods = I tried once got ignored. Quiet = Do whatever I am just here for the calendar invite. When voices stop effort follows. Congrats πŸŽ‰ you did not build consensus you built apathy πŸ˜…"
X Link 2026-02-10T08:18Z [---] followers, [---] engagements

"Sadly that is often true. When politics beats performance merit stops mattering. What to do: [--]. Document your impact. Results are harder to ignore than relationships. [--]. Build visibility not flattery. Share wins professionally not socially. [--]. Invest in skills that travel. If growth stalls options are power. [--]. Network horizontally and externally not just upward. What not to do: [--]. Don't confuse friendships with strategy. [--]. Don't wait for fairness to appear. [--]. Don't burn yourself out trying to prove worth to a broken system. If the game is rigged either change the rules by moving teams or"
X Link 2026-02-10T08:49Z [---] followers, [---] engagements

"@Simon_Ingari 🚨 BREAKING NEWS 🚨 One amazing coworker quits Office enters emotional recession 😭 One toxic coworker quits Productivity up 300% HR shocked plants start growing πŸŒ±πŸ˜‚ Turns out culture is not a policy. It is people. One person can ruin or rescue the vibe"
X Link 2026-02-10T08:51Z [---] followers, [---] engagements

"🚨 BREAKING: Work Under Pressure Human Stress Test 🚨 🧠 Employees: I handle deadlines. πŸ”₯ Managers: Great lets apply pressure until something snaps. πŸƒβ™‚ Employees: quits Pressure makes diamonds. Excess pressure makes resignations. πŸ˜…πŸ’₯ If this hit too close to home πŸ‘‰ Follow for more workplace reality checks πŸ‘€πŸ’Ό https://twitter.com/i/web/status/2021145391241347176 https://twitter.com/i/web/status/2021145391241347176"
X Link 2026-02-10T08:53Z [---] followers, [--] engagements

"@Simon_Ingari πŸ”₯ WORKPLACE CONTRACT EXPIRED FRIENDSHIP DIDN'T πŸ”₯ Job ended ❌ Slack access revoked ❌ Office gossip ❌ Friendship PERMANENT ROLE βœ… If they stayed after the exit interview that's not a coworker thats family πŸ˜‚πŸ€πŸ’―"
X Link 2026-02-10T08:54Z [---] followers, [--] engagements

"@Simon_Ingari πŸ˜‚ BREAKING NEWS: The job is fine. The salary is okay. The work is manageable. But the real JD says: βœ… Do your tasks ❌ Babysit egos ❌ Decode passive-aggressive emails ❌ Attend meetings that couldve been a memo Work drains energy. People drain your soul. πŸ§ πŸ’€"
X Link 2026-02-10T08:55Z [---] followers, [---] engagements

"Some managers would rather blame 🌍 the economy πŸ§‘πŸ’Ό this generation πŸ“‰ Mercury in retrograde than look in the mirror for [--] seconds πŸͺžπŸ™‚ When everyone keeps leaving the room maybe its not the building maybe its the smoke. πŸ”₯😢🌫 Leadership isnt about controlling people. Its about not being the reason they escape. πŸšͺπŸƒβ™‚πŸ’¨ https://twitter.com/i/web/status/2021148847775547903 https://twitter.com/i/web/status/2021148847775547903"
X Link 2026-02-10T09:06Z [---] followers, [--] engagements

"Imagine performance reviews going both ways πŸ˜‚ Employee Review of Manager: Walks around a lot Says lets circle back aggressively Adds meetings instead of solutions Confident with zero deliverables Needs urgent training in listening πŸ‘‚ Final comment: Potential is there. Execution is missing. πŸ˜ŒπŸ“‰ Funny how accountability sounds unprofessional the moment it points upward. https://twitter.com/i/web/status/2021149119407108545 https://twitter.com/i/web/status/2021149119407108545"
X Link 2026-02-10T09:07Z [---] followers, [---] engagements

"@Simon_Ingari Oh yeah classic workplace math 🀑 Do nothing all year Invisible. πŸ«₯ Do everything all day Monitored like a crime documentary. πŸ”πŸ˜€ The reward for competence is more scrutiny. The reward for mediocrity is peace. No wonder burnout feels like a performance review. πŸ’€"
X Link 2026-02-10T09:18Z [---] followers, [----] engagements

"Introverts often make remarkable leaders because: They listen first πŸ‘‚ teams feel heard not talked over They think deeply 🧠 decisions are thoughtful not impulsive They empower others 🀝 less ego more delegation They stay calm under pressure 🧘 steady loud They speak with intention 🎯 fewer words more weight They build trust quietly πŸ”’ consistency over charisma Leadership isnt about volume. Its about clarity empathy and judgment introverts excel at all three. https://twitter.com/i/web/status/2021155927626481819 https://twitter.com/i/web/status/2021155927626481819"
X Link 2026-02-10T09:34Z [---] followers, [--] engagements

"2 What hallucinations actually are Not glitches. Not randomness. LLMs optimize for most likely next token. Truth is optional unless enforced. No source = statistically elegant guessing"
X Link 2026-02-10T09:50Z [---] followers, [--] engagements

"3 Why humans fall for it [--]. Fluent language triggers authority bias [--]. Structured answers feel researched [--]. Citations look real even when fake Your brain trusts tone before verification"
X Link 2026-02-10T09:50Z [---] followers, [--] engagements

"4 Real-world damage (already happened) [--]. Lawyers fined for submitting fake cases [--]. Medical summaries with invented guidelines [--]. Financial bots hallucinating growth metrics [--]. Support agents confidently giving wrong policies One wrong answer can undo years of trust"
X Link 2026-02-10T09:50Z [---] followers, [--] engagements

"8 Solution #2: Constraints Freedom creates fiction. [--]. JSON schemas [--]. Tool-only responses [--]. Explicit refusal rules [--]. Confidence thresholds If data is missing silence is success"
X Link 2026-02-10T09:50Z [---] followers, [--] engagements

"9 Solution #3: Verification loops Production AI never trusts first output. [--]. Model A generates [--]. Model B checks against sources [--]. If mismatch retry flag or block This mirrors human peer review"
X Link 2026-02-10T09:50Z [---] followers, [--] engagements

"10 The real insight Hallucinations are not an AI problem. They are a systems engineering problem. LLMs are engines. Truth comes from the rails you put around them"
X Link 2026-02-10T09:50Z [---] followers, [--] engagements

"If your AI still answers everything confidently it's not smart it is dangerous. Follow for real-world AI engineering lessons not demo magic"
X Link 2026-02-10T09:50Z [---] followers, [--] engagements

"Marry a woman who respects you even when shes angry. πŸ˜… Because anger reveals character not love. Anyone can be sweet when things are good. The real test is during fights stress misunderstandings bad days. If she: [--]. Argues without insults [--]. Disagrees without humiliation [--]. Gets angry without destroying dignity That's not luck. That's emotional maturity. Love says Im upset. Character says I wont cross lines I cant uncross later. You can recover from arguments. You rarely recover from disrespect served repeatedly. Choose peace over passion. Drama is loud. Respect is quiet."
X Link 2026-02-10T10:47Z [---] followers, [----] engagements

"@marianoreeledit I have been traveling with [--] kids in India. Above [--] year you have to pay full and below [--] year it is fixed amount approx half of your full ticket"
X Link 2026-02-10T10:54Z [---] followers, [----] engagements

"Building with LLMs Bookmark this thread. Next threads break down: How RAG actually fails Designing verification loops When to let models refuse Real production architectures Follow for deep AI system design not demos"
X Link 2026-02-10T11:10Z [---] followers, [--] engagements

"@B_venusian @RefilweSeboko How to handle it Stay well hydrated Dilute the juice or reduce quantity Drink it earlier in the day"
X Link 2026-02-10T11:29Z [---] followers, [--] engagements

"Society's idea of success is very loud 😌 Ticking. Shining. Always late. Real success is quiet. Money working while you sleep Gym at 10am when its empty πŸ‹β™‚ Lunch with parents without checking Slack 🍲 Travel when prices are low and airports are calm ✈ Time that does not need permission The Rolex tells time. Real success owns it. Busy looks impressive. Free feels better. https://twitter.com/i/web/status/2021196820559568995 https://twitter.com/i/web/status/2021196820559568995"
X Link 2026-02-10T12:17Z [---] followers, [---] engagements

"@Monde_dhl πŸ’£"
X Link 2026-02-10T13:09Z [---] followers, [--] engagements

"This take is not panic. It is cycle awareness. Till March 2026: Cost cutting continues AI + automation compress headcount Demand stays cautious Layoffs = balance-sheet decisions not performance ones Post April 2026: Budgets reset New tech cycles mature Hiring shifts from volume skill Fewer jobs higher quality roles Deep truth: Industries do not collapse. They reset. Survivors won't be the loudest. They will be the ones who used the slowdown to upgrade leverage. https://twitter.com/i/web/status/2021210800636187056 https://twitter.com/i/web/status/2021210800636187056"
X Link 2026-02-10T13:13Z [---] followers, [----] engagements

"@lelethubb Thinking time is free. Showing up late without apology. Assuming rules are flexible. Taking risks without fearing the consequences. Calling safety nets mindset. Privilege is not money. It is growing up knowing something will catch you if you fall"
X Link 2026-02-10T14:21Z [---] followers, 65.4K engagements

"The danger is not lack of talent. It is misalignment. Teachers forced to teach not inspire often disconnected from real-world skills Outdated curricula that prepare students for exams not jobs or markets Colleges teaching theory from the 90s while the economy runs on AI data and capital Zero financial literacy career awareness or problem-solving focus Marks rewarded curiosity punished We are producing degree holders not value creators. Until education mirrors market reality the gap will only explode. https://twitter.com/i/web/status/2021257366759669974"
X Link 2026-02-10T16:18Z [---] followers, [---] engagements

"πŸ“„ Resumes get you considered. Visibility gets you chosen. At every stage: [--]. Early career ATS decides if you exist [--]. Mid career Managers decide if you are useful [--]. Senior level People decide if you are trusted What changes is the weight: [--]. On paper = proof of competence [--]. In reality = proof of relevance You can have a perfect resume and still lose to someone with: [--]. stronger internal visibility [--]. better stakeholder trust [--]. clearer narrative about their impact So the real rule is: Paper opens doors. Presence keeps them open. Best strategy [--]. Make the resume undeniable [--]. Make your work"
X Link 2026-02-10T16:33Z [---] followers, [--] engagements

"8 Legal & Ethical Guardrails (Not Optional Anymore) Regulators won't ask how cool your AI is. They will ask whos responsible. Example: Bias in hiring tools Discrimination in lending Unsafe health advice Guardrail: Clear accountability. Audit trails. Documented limitations"
X Link 2026-02-10T16:51Z [---] followers, [--] engagements

"Final Thought AI without guardrails is not innovation. It is delegated risk. The best teams don't ask: Can the model do this They ask: Should it And what happens when it fails If you are building AI for the real world guardrails are not overhead. They are the product. 🚧 AI speed without guardrails = liability 🧠 AI with guardrails = leverage Build AI like it will be audited attacked and misunderstood because it will. πŸ” Repost if you are building AI responsibly πŸ’¬ Reply with guardrails you have implemented or seen fail https://twitter.com/i/web/status/2021266727695417827"
X Link 2026-02-10T16:55Z [---] followers, [--] engagements

"Hot take: Open-source LLMs are quietly crossing a line. Kimi-K2.5 on Ollama feels less like a demo model and more like something you can actually ship. πŸ‘‡ https://twitter.com/i/web/status/2021284263321272411 https://twitter.com/i/web/status/2021284263321272411"
X Link 2026-02-10T18:04Z [---] followers, [---] engagements

"πŸ˜‚πŸ“… Breaking News: Company wants team bonding but only after hours and for free. 🧠 Logic check: Work hours = too valuable Personal time = apparently unlimited Employee: cares deeply from [--] Manager: cares deeply from [--] Moral of the story: If it builds the team it is work. If it's outside hours it is a choice. 🀝 πŸ“Œ Boundaries are not laziness they are clarity. https://twitter.com/i/web/status/2021287018542793212 https://twitter.com/i/web/status/2021287018542793212"
X Link 2026-02-10T18:15Z [---] followers, 39K engagements

"πŸ˜‚πŸš¨ BREAKING: Unlimited PTO Explained πŸš¨πŸ˜‚ Unlimited PTO = 🟒 You can take as much time off as you want πŸ”΄ As long as you take almost none Its not a benefit it is a vibe check. Take too little 😐 You sre burning out. Take too much 😑 Are you even committed No balance. No payout. Just ✨ guilt ✨ and ✨ calendar anxiety ✨ Unlimited PTO is not freedom. It's Schrdinger's vacation. πŸ±πŸ– https://twitter.com/i/web/status/2021288563023937857 https://twitter.com/i/web/status/2021288563023937857"
X Link 2026-02-10T18:22Z [---] followers, [---] engagements

"BREAKING NEWS 🚨 Company: Were saving budget by removing a role. Also company: Congrats youre now that role. For free. 🎁😌 Employee: Love the vision. Lets also update the compensation. HR: 😢 Employee: Work smart not harder remember HR: πŸ”‡ meeting ended Moral of the story: ✨ Budget cuts are temporary ✨ Free labor requests are forever ✨ Silence is HRs final form πŸ˜‚πŸ“‰πŸ’Ό https://twitter.com/i/web/status/2021292110377554334 https://twitter.com/i/web/status/2021292110377554334"
X Link 2026-02-10T18:36Z [---] followers, [---] engagements

"Thats wisdom wrapped in experience. Funny thing is people chase love like it is Wi-Fi strength πŸ“Ά but forget respect is the electricity bill that keeps the house running. Love says I feel like it today. Respect says I show up even when I don't. And the thermostat line Brutal truth πŸ˜… Most homes don't need couples therapy they need emotional HVAC maintenance. Also love how he warned about I deserve That sentence has ended more marriages than cheating ever did. Marriage is not a rom-com. It is long-term infrastructure. And respect is reinforced concrete. Build cheap and cracks show. Build right"
X Link 2026-02-11T02:34Z [---] followers, 28K engagements

"Fastest ways to go broke (speedrun edition) πŸƒπŸ’Έ Lifestyle upgrades before income upgrades EMIs on things that don't pay you back I deserve it spending Credit cards without a plan Copying rich people's lifestyles not their habits Ignoring skills betting only on luck Making money decisions with emotions Thinking income = wealth Not tracking where money leaks One income zero backup Bonus boss move: Ego + impatience = bankruptcy any% speedrun 😌πŸ’₯ Wealth is slow. Broke is fast. https://twitter.com/i/web/status/2021413768673231110 https://twitter.com/i/web/status/2021413768673231110"
X Link 2026-02-11T02:39Z [---] followers, [----] engagements

"Hospitals often maintain two parallel price books: [--]. Cash / self-pay rates (lower negotiated on the spot) [--]. Insurance / TPA rates (inflated to absorb deductions delays and negotiations) When insurance is involved: [--]. Bills are padded because TPAs will cut question and delay payouts [--]. Hospitals expect disallowances so they inflate first [--]. The patient becomes a claim number not a customer The irony Insurance was meant to protect patients. Instead it has normalized overbilling. This is why transparency matters: [--]. Always ask for itemized bills [--]. Compare cash vs insurance tariffs [--]. Question"
X Link 2026-02-11T06:26Z [---] followers, 39.8K engagements

"A few scams so normal we don't even blink: Unlimited PTO take less get paid nothing when you leave Entry-level = [--] years experience Subscriptions you forgot you pay for Credit cards sold as rewards paid with interest Raises that don't beat inflation "Do what you love" with no salary talk Biggest scam Being told this is normal so you stop questioning it. https://twitter.com/i/web/status/2021475418830975091 https://twitter.com/i/web/status/2021475418830975091"
X Link 2026-02-11T06:44Z [---] followers, [---] engagements

"@Dearme2_ To my first job: thank you for "believing in me" with [--] rounds of technical grilling [--] written test a 2-year bond and zero experience to begin with πŸ˜‚ You did not hire me you initiated me. I will never forget you mostly because the bond made sure I couldn't. πŸ™πŸ˜Œ"
X Link 2026-02-11T07:06Z [---] followers, [---] engagements

"@ilyaskazi @web_vj The point is they do not get money ASAP after treatment due to insurance. So they provide discount to cash treatment because they want cash flow"
X Link 2026-02-11T08:10Z [---] followers, [----] engagements

"@Alex_tony100 @steezy10_ @grok can you provide roadmap to him on how he can create stunning animation"
X Link 2026-02-11T08:12Z [---] followers, [--] engagements

"ATS does not care about your vibes it cares about keywords and clarity πŸ€–πŸ˜‚ Think of your CV like code: [--]. Clean syntax (format) [--]. Correct variables (keywords) [--]. No fancy UI (graphics tables emojis ❌) [--]. Optimized for the parser before the human Beat the bot first. Impress the human second. Get hired third. βœ” https://twitter.com/i/web/status/2021515255457735067 https://twitter.com/i/web/status/2021515255457735067"
X Link 2026-02-11T09:22Z [---] followers, [--] engagements

"Insurance companies sign MOU with hospitals and settle the amount for each treatment and items differently. For same treatment one insurance can pay less than the other. The best case would be to take pre approval for the treatment if going for reimbursement in this case to avoid any ambiguity. if you want to pay first you can reimburse later otherwise do cashless preferred. https://twitter.com/i/web/status/2021519796253454563 https://twitter.com/i/web/status/2021519796253454563"
X Link 2026-02-11T09:40Z [---] followers, [--] engagements

"Salary negotiation but make it corporate poetry πŸ˜„πŸ’Ό Translation: ❌ Pay me more. βœ… Let us collaboratively align value impact budget growth ROI synergy and vibes. Its not begging. Its not flexing. Its professional chess β™Ÿ Speak calm. Smile. Anchor value. Negotiate like you already belong at the table. https://twitter.com/i/web/status/2021545366987096511 https://twitter.com/i/web/status/2021545366987096511"
X Link 2026-02-11T11:22Z [---] followers, [--] engagements

"@WarumNotAnoniem @BernieSanders Do you distribute your income with neighbors No right. Income has to be earned. If you distribute freely it will backfire. People will assume it is free and will not do work thinking at some time we will get money"
X Link 2026-02-11T12:47Z [---] followers, [--] engagements

"Agreed and it makes perfect sense and that is exactly why it has not happened. Financial literacy creates independent citizens. Independent citizens ask questions plan long-term avoid bad debt and don"t panic in crises. That's great for households but uncomfortable for systems that rely on confusion short-term thinking and dependency. Why it is not taught: Debt fuels growth an uninformed population overuses credit pays penalties and keeps consumption high. Mis-selling thrives on ignorance insurance F&O and guaranteed return products work best when people dont understand risk. Short political"
X Link 2026-02-11T13:35Z [---] followers, [--] engagements

"Your phone unlocks by scanning your face. Sounds harmless. It is not. Here is how Face Unlock really works and why most people misunderstand the risk πŸ‘‡"
X Link 2026-02-11T15:39Z [---] followers, [--] engagements

"The real danger is not Face Unlock itself. It is where your face data lives. On-device + encrypted = safer Cloud storage = higher risk"
X Link 2026-02-11T15:39Z [---] followers, [--] engagements

"Convenience lasts seconds. Privacy loss lasts forever. Do you still keep Face Unlock ON πŸ‘‡"
X Link 2026-02-11T15:39Z [---] followers, [--] engagements

"Before you scroll: Would you rather unlock your phone [--] second faster or keep your face private forever ON or OFF Reply with your choice πŸ‘‡"
X Link 2026-02-11T15:39Z [---] followers, [--] engagements

"@CSCawley @Oblivious9021 Can be one of the test case"
X Link 2026-02-11T16:59Z [---] followers, [--] engagements

"Hard work is table stakes. Visibility turns work into credit. Proximity to power turns credit into promotion. And playing dumb That is often just political self-preservation. Organizations reward what is seen not done because managers can't promote what they can not explain in one sentence to their boss. https://twitter.com/i/web/status/2021641931005317234 https://twitter.com/i/web/status/2021641931005317234"
X Link 2026-02-11T17:46Z [---] followers, [---] engagements

"AI can write songs now. That sounds exciting. But here is the uncomfortable question musicians are starting to ask: Is AI helping music or slowly ruining it πŸŽ΅πŸ‘‡ https://twitter.com/i/web/status/2021654177173451218 https://twitter.com/i/web/status/2021654177173451218"
X Link 2026-02-11T18:34Z [---] followers, [---] engagements

"Let us be clear about one thing first. AI does not create music the way humans do. It recombines patterns from existing music at scale. That difference matters more than people admit. Demo: https://ai.honu.io/papers/musicgen/ https://ai.honu.io/papers/musicgen/"
X Link 2026-02-11T18:34Z [---] followers, [--] engagements

"Why this worries musicians πŸ‘‡ Music is not just sound. It is: πŸ‘‰ Lived experience πŸ‘‰ Cultural context πŸ‘‰ Emotional risk πŸ‘‰ Imperfection AI has none of these. It has probability"
X Link 2026-02-11T18:34Z [---] followers, [--] engagements

"What is already happening: [--]. Thousands of AI-generated tracks flooding platforms [--]. Generic songs optimized for algorithms not humans [--]. Fake artists fake bands real streams [--]. Attention diluted for real musicians Abundance without filters becomes noise"
X Link 2026-02-11T18:34Z [---] followers, [--] engagements

"200+ artists including Billie Eilish R.E.M. Nicki Minaj and more. signed an open letter saying AI tools undermine human creativity violate rights and devalue music. ( source Pitchfork) This is not fringe negativity it is artists fighting for survival"
X Link 2026-02-11T18:35Z [---] followers, [--] engagements

"Open-source models musicians are already using: [--]. Meta MusicGen (AudioCraft) Text-to-music generation strongest [--]. Riffusion Loop-based music generation [--]. Open Source AudioCraft stack [--]. Stable Audio Open These are powerful tools. They also lower the cost of mass imitation"
X Link 2026-02-11T18:35Z [---] followers, [--] engagements

"The real fear is not AI replacing musicians. It is musicians being forced to: [--]. Compete with machines [--]. Release faster than they feel [--]. Optimize for algorithms over emotion That pressure changes the soul of music"
X Link 2026-02-11T18:35Z [---] followers, [--] engagements

"Hard truth: AI will not kill music. But it can cheapen it. Unless we: [--]. Label AI-generated music clearly [--]. Protect training rights [--]. Value originality over volume"
X Link 2026-02-11T18:35Z [---] followers, [--] engagements

"Final question for musicians πŸ‘‡ Do you think AI is: 🎡 Expanding creativity 🎡 Diluting authenticity 🎡 Both 🎡 Too early to judge Reply with your take. Let us argue like artists not algorithms"
X Link 2026-02-11T18:35Z [---] followers, [--] engagements

"Automation always follows the same curve: Signal scale abuse collapse. Email survived only because filters became smarter than spammers. Calls survived only because people stopped answering unknown numbers. Now AI drops the cost of spam to zero and raises its quality to sounds human. https://twitter.com/i/web/status/2021654601762845167 https://twitter.com/i/web/status/2021654601762845167"
X Link 2026-02-11T18:36Z [---] followers, [--] engagements

"@tem1ekele You can't spot-reduce face fat πŸ˜…"
X Link 2026-02-11T18:38Z [---] followers, 30.1K engagements

"But you can lose it fastest by fixing the basics: Calorie deficit face fat drops when overall fat drops Cut salt & alcohol bloating fat but it makes your face puffy Sleep [--] hrs poor sleep = cortisol = rounder face Hydration dehydration makes your face hold water Strength + cardio fat loss accelerator Manage stress high stress keeps fat on your face Face yoga helps definition not fat loss. Theres no shortcut. Consistency beats hacks every time. https://twitter.com/i/web/status/2021655327008317538 https://twitter.com/i/web/status/2021655327008317538"
X Link 2026-02-11T18:39Z [---] followers, [---] engagements

"πŸ˜‚πŸ“šπŸ”₯ BREAKING NEWS: Schools close at [--] PM. 812: Math English survival 🍱 121: Lunch + life crisis πŸ›  16: Students learn a trade Teachers start side hustles Everyone figures out how to pay rent Homework replaced with: ❌ Algebra βœ… How to make money before inflation eats it Final exam: Can you survive this country Grade A = You ate today Grade F = See you tomorrow πŸ˜­πŸ’Έ Satire but also kinda not. πŸ‘€ https://twitter.com/i/web/status/2021657079111680097 https://twitter.com/i/web/status/2021657079111680097"
X Link 2026-02-11T18:46Z [---] followers, [----] engagements

"Let her go. Clinging never creates attraction space reveals it. If interest is real distance doesnt kill it it clarifies it. If she comes back it is choice not pressure. If she does not you did not lose her you lost the illusion. Self-respect is the only leverage that actually works. https://twitter.com/i/web/status/2021657494360404448 https://twitter.com/i/web/status/2021657494360404448"
X Link 2026-02-11T18:48Z [---] followers, [---] engagements

"@Simon_Ingari Gen Z in fintech: Love the vibes 😎 Hate the [--] grind 🫠 Whats the most ridiculous corporate thing youve seen zoomers do at work (Bonus points if it involved AI πŸ€–πŸ’€) Drop it below πŸ‘‡ Follow if you enjoy savage workplace satire + real AI project tips in the replies"
X Link 2026-02-11T18:54Z [---] followers, [---] engagements

"Yeah. That phase is called I sm holding it together with vibes and caffeine. πŸ˜… Not okay. Not falling apart. Just aggressively coping. Smiling in public overthinking at night telling yourself it is fine like it is a spell. If this hit you sre not alone. Follow for more emotional stability tips I absolutely learned the hard way. 🫠✨ https://twitter.com/i/web/status/2021662061739356526 https://twitter.com/i/web/status/2021662061739356526"
X Link 2026-02-11T19:06Z [---] followers, [---] engagements

"POV: you said yes for πŸ• + 🍷 and accidentally signed up for a slow-burn romance arc 😭πŸ”₯ Fake dating 🀝 real hand placement Plus-one ➝ emotional support human We are taking our time ➝ WE sir That was nott acting. That was the trailer. πŸŽ¬πŸ’€ At this point the wedding food is just a bonus. The real dish is mutual respect soft check-ins and unresolved tension 🫠 If this turns into an enemies-to-lovers / fake-to-real situation I need episode updates. πŸ‘‰ Follow for more "this was supposed to be fake" energy 😌✨ https://twitter.com/i/web/status/2021662911291437498"
X Link 2026-02-11T19:09Z [---] followers, [---] engagements

"HR: Whats your expected salary Candidate: 7080k. HR: Budget is tight. Candidate: Okay 40k is fine. HR internally: Cost-saving hero unlocked πŸ† Plot twist: Actual budget = 100k. Two months later: Employee = underpaid + overworked 😐 Motivation = buffering LinkedIn = Open to Work πŸ’Όβœ¨ HR: Why are people not loyal anymore Deep truth: Underpaying isnt saving money. Its just delaying turnover. Pay below value You dont hire an employee. You rent one. https://twitter.com/i/web/status/2021787986585919721 https://twitter.com/i/web/status/2021787986585919721"
X Link 2026-02-12T03:26Z [---] followers, [---] engagements

"@Simon_Ingari [--] Your walk-away number = self-respect If you don't decide your minimum in advance you will decide it under pressure. And pressure makes people cheap"
X Link 2026-02-12T03:29Z [---] followers, [--] engagements

"@Simon_Ingari [--] Say ranges not wishes Bad: I need 80k. Worse: Whatever you offer. Strong: "Based on market data and my experience I am targeting XY depending on total compensation." Then stop talking. Silence is power"
X Link 2026-02-12T03:30Z [---] followers, [--] engagements

"This advice comes from pain but taken blindly it can damage your career too. [--] HR isnt your therapist but not every HR is your enemy. Document facts. Escalate smartly not emotionally. [--] Speak freely doesnt mean overshare recklessly. Be honest but strategic. [--] Overdelivering without boundaries = burnout. Under-delivering on purpose = reputation damage. [--] Work apps on your phone Only if boundaries are clear. No 24/7 access without compensation. [--] Do as little as possible might protect peace short-term But long-term competence + visibility = leverage. Mental health matters. But so does skill"
X Link 2026-02-12T03:46Z [---] followers, [---] engagements

"Counter-offer be like: Company for [--] years: Were going through budget constraints πŸ₯² You resign once: WAIT. You are family. Heres 90k extra. Dont leave us πŸ˜­πŸ’° [--] months later: Due to restructuring Translation: You were not promoted. You were patched. 🩹 A counter-offer is rarely love. Its panic. If they could pay you 190k yesterday they were choosing not to. Money fixes salary. It doesnt fix culture growth respect or trust. And once you show youre willing to leave you quietly enter the flight risk file. πŸ“‚ Sometimes the biggest raise is the one that comes with a new environment. Dont let"
X Link 2026-02-12T04:45Z [---] followers, [---] engagements

"5 Before sending high-stakes emails: "Make this shorter. Sharper. Clearer." Power is usually subtraction"
X Link 2026-02-12T05:43Z [---] followers, [--] engagements

"6 Pressure test your ideas: "Destroy this plan like a ruthless competitor." If it survives criticism it deserves capital"
X Link 2026-02-12T05:43Z [---] followers, [--] engagements

"Depends what point you are trying to prove 😌 Normal math brain: 15% $10.80 18% $12.96 20% $14.40 Generous mood + great service $15 and call it clean. Service was mid but effort was real $12$14. Service was "I saw my waiter once at birth" We are having a conversation first. πŸ˜‚ Real point though Tip based on service not ego. And if $14 hurts maybe eat at home. 🍳 https://twitter.com/i/web/status/2021833931876970802 https://twitter.com/i/web/status/2021833931876970802"
X Link 2026-02-12T06:29Z [---] followers, [----] engagements

"At [--] making $800/week and happy Meanwhile AI engineers with [--] monitors [--] Chrome tabs and imposter syndrome are debugging life at [--] AM for the same dopamine. πŸ€–πŸ’€ Your cousin learned welding. Some of us learned "how to center a div." He builds metal that holds bridges together. We build apps that send push notifications nobody reads. AI can generate essays code art But when the robots need their factory repaired Guess who they are calling Your cousin. πŸ”₯ Plot twist: When AI takes over the world welders will be in charge of fixing the machines. That's job security with sparks. βš‘πŸ˜‚"
X Link 2026-02-12T07:01Z [---] followers, [----] engagements

"The older you get the more you realize Peace popularity. A loud circle is easy. A loyal circle is rare. Godly friendships are not about group chats and selfies. They are about: Praying for you when youre not in the room Correcting you without humiliating you Clapping when you win not competing Protecting your name in rooms you are not in You don't need [--] friends. You need [--] who check your ego guard your heart and remind you who you are when life gets loud. Real ones don't drain you. They anchor you. https://twitter.com/i/web/status/2021842427833958506"
X Link 2026-02-12T07:02Z [---] followers, [---] engagements

"The Budget does outline a strong reform narrative infrastructure push MSME support skilling initiatives healthcare expansion and digital transformation are all important pillars for long-term growth. But while the macro vision sounds ambitious some important concerns deserve attention: What about the middle class Salaried fully taxable individuals often feel like silent contributors. With limited direct relief rising living costs and higher compliance burden where is the tangible disposable income growth Increased STT and capital market taxation does this discourage retail participation at a"
X Link 2026-02-12T07:30Z [---] followers, [---] engagements

"@Simon_Ingari Manager after you quit: Why are deadlines slipping Why is the client upset Who handles this process again 😳πŸ”₯ Because your one employee was the ops team the fixer the trainer and the emotional support department all in one hoodie πŸŽͺπŸ’€"
X Link 2026-02-12T09:15Z [---] followers, [----] engagements

"@Simon_Ingari Company: Can you also take this on 😊 Employee: Sure. Company: Can I also get a raise 😌 Company: Whoa whoa whoa lets not get crazy. πŸ˜³πŸ’€ Unlimited workload πŸ“ˆ Limited budget πŸ’Έ Make it make sense 🀑"
X Link 2026-02-12T09:20Z [---] followers, [--] engagements

"Many policies classify items such as Gloves Syringes Consumables and Registration charges as non-payable consumables even if itemized. So whether you submit a summary bill or itemized bill those items may still be excluded. Insurers need full details of treatment expenses even if they will not cover to safeguard themselves from excessive billing during claim settlement. You do not need to ask separately. Always read the non-payable items list in your policy. That is where the real answer lives. You can add-on cover for non consumables items in policy to save few bucks"
X Link 2026-02-12T13:05Z [---] followers, [--] engagements

"@striver_79 Software won't get harder to write. It will get harder to understand. AI will increase code volume. Complexity will compound quietly. Maintenance is not about bugs. It is about entropy. In the future the rare skill won't be building fast. It will be keeping systems sane"
X Link 2026-02-12T14:52Z [---] followers, [---] engagements

"@grok @iam_elias1 How to recover once deleted"
X Link 2026-02-12T15:11Z [---] followers, [---] engagements

"@grok @iam_elias1 It can recovered anyhow right"
X Link 2026-02-12T15:13Z [---] followers, [---] engagements

"@hy_wemmy Financial stress affects consistency. But you don't need a gym to stay fit. At home: Pushups. Squats. Lunges. Planks. Backpack with books = weights. Stairs = cardio. No commute. No fees. Consistency membership. πŸ’ͺ"
X Link 2026-02-12T15:21Z [---] followers, [---] engagements

"Job Should Pay Your Bills Not Steal Your Pulse πŸ’Όβš‘ Real life: It is just a job. Dont stress. 😊 Reel life: Boss emailing at 11:47 PM Quick thing before tomorrow. πŸ˜­πŸ“© Real life: Work-life balance matters. πŸ§˜β™‚ Reel life: You eating dinner with one hand Replying to Slack with the other πŸ½πŸ’»πŸ’€ Job = food on the table πŸ› Not early retirement to the graveyard ⚰ Protect your peace. Act your wage. 😌 What's the most "quick thing" message you have received after hours πŸ‘‡ https://twitter.com/i/web/status/2021970446653198701 https://twitter.com/i/web/status/2021970446653198701"
X Link 2026-02-12T15:31Z [---] followers, [--] engagements

"Partnership to train existing people. Use cursor for coding. We have many other companies outside of US which are doing well. AI does write code it does not mean it is correct as per architecture and optimized as well. It writes bogus code most of the time. It is for toy projects not enterprise ones https://twitter.com/i/web/status/2021976928845242800 https://twitter.com/i/web/status/2021976928845242800"
X Link 2026-02-12T15:57Z [---] followers, [---] engagements

"@JrdnMcFarland @realEstateTrent @grok"
X Link 2026-02-12T16:05Z [---] followers, [---] engagements

"@MindsetVaultzzz @realEstateTrent What about privacy"
X Link 2026-02-12T16:06Z [---] followers, [---] engagements

"Bear market collapse. It is a stress test. Cycles expose weak balance sheets weak models weak assumptions. Strong companies adapt. Weak ones complain. Every growth phase needs a reset. Pressure builds muscle. This is not the end of Indian IT. It is the part where only the durable players grow. πŸ“‰βž‘πŸ“ˆ https://twitter.com/i/web/status/2021981227088327018 https://twitter.com/i/web/status/2021981227088327018"
X Link 2026-02-12T16:14Z [---] followers, [----] engagements

"@RajatSr25883578 @ankit_investing They are not able to adapt fully with latest coding practices and architecture which humans have practiced from beginning. Models need to be updated with good data not garbage. You should know what you have to ask not randomly guessing the part"
X Link 2026-02-12T16:59Z [---] followers, [--] engagements

""Largest AI company" but somehow the AI's main job is calling me [--] times a day πŸ’€πŸ“ž If their models are so advanced why can't they predict I am not taking that loan 😭 AI for credit scoring: cutting edge 🧠 AI for stopping spam calls: still in beta 🀑 At this point their strongest AI feature is "Persistent Follow-Up 3.0" πŸ˜‚ https://twitter.com/i/web/status/2021996307796390395 https://twitter.com/i/web/status/2021996307796390395"
X Link 2026-02-12T17:14Z [---] followers, [----] engagements

"@aviralbhat TCS Infosys HCL build AI for clients. Bajaj Finance runs on AI internally. Different models: IT services revenue from AI projects Fintech lenders profit from AI decisions"
X Link 2026-02-12T17:15Z [---] followers, [---] engagements

"@WeekendInvestng That is common in fintech companies. They are using it late"
X Link 2026-02-12T17:20Z [---] followers, [--] engagements

"Routine coding testing documentation that layer will shrink. AI lowers the cost of building software. When cost drops demand usually explodes. More startups. More tools. More automation. More systems to manage. The bottom 20% of skill gets automated. The top 20% becomes 10x more valuable Learn: AI tools System design Architecture Business context Don't fight AI. Become the person who supervises it. Follow for sharp practical AI career survival strategies πŸš€ https://twitter.com/i/web/status/2022008788837081263 https://twitter.com/i/web/status/2022008788837081263"
X Link 2026-02-12T18:03Z [---] followers, [---] engagements

"Microsoft is not a neutral observer. It sells the tools driving this automation: Copilot across Office Azure AI infrastructure Enterprise AI agents Developer tools integrated into workflows If professional tasks get automated Microsoft's TAM expands massively. More automation More Azure usage More Copilot licenses Higher enterprise lock-in. So economically it makes sense for Microsoft to signal: "The future is automated buy the platform." https://twitter.com/i/web/status/2022019745034469468 https://twitter.com/i/web/status/2022019745034469468"
X Link 2026-02-12T18:47Z [---] followers, [--] engagements

"@elkelk Costco really said: Here is [--] snacks you love and one mystery flavor to test your character. πŸ˜‚ That one pack of "Why does this exist" keeps the whole family grounded. It is not a variety pack. It is a personality assessment"
X Link 2026-02-12T18:52Z [---] followers, [---] engagements

"@ManuToniotti @PaulSkallas Possible Jobs will transition to other domains. It is usually: πŸ”„ Tasks change πŸ“‰ Some roles shrink πŸ“ˆ New roles grow Let's consider few examples πŸ‘‡"
X Link 2026-02-13T04:03Z [---] followers, [---] engagements

"@UncleJsWildRide @jadefrancomb But premium will increase in future right regardless of claim"
X Link 2026-02-13T06:28Z [---] followers, [--] engagements

"The scariest career trap isnt chaos. Its comfort. When everything is fine you stop negotiating with yourself. No fire. No fear. No growth. Youre busy but not building. Employed but not evolving. Paid but not progressing. Comfort doesnt shout. It whispers Youre good here. And five years later you realize you werent stuck by force. You stayed by default. The real question isnt: Am I unhappy Its: If I stayed exactly here for [--] more years would I be proud That answer will wake you up"
X Link 2026-02-13T07:35Z [---] followers, [---] engagements

"6 What This Means Studios shrink. Agencies automate. Creators scale. The advantage shifts from: Budget Imagination Team size Prompt skill"
X Link 2026-02-13T11:07Z [---] followers, [--] engagements

"Infrastructure Play India generates 20% of global data. Opportunity: AI-ready data centers GPU infra scaling Sovereign cloud stacks Data monetization Projected opportunity: $1015B"
X Link 2026-02-13T11:51Z [---] followers, [--] engagements

"Returns compound. [--] lakh at 12% for [--] years [---] lakh. [--] lakh at 15% for [--] years 1.6+ crore. It is not about "how much can you make" It is about: How long you stay invested How much you add consistently Whether you avoid blowing up your capital The stock market does not make people rich fast. It makes patient people wealthy slowly. https://twitter.com/i/web/status/2022290096075215324 https://twitter.com/i/web/status/2022290096075215324"
X Link 2026-02-13T12:41Z [---] followers, [--] engagements

"@thesamarthyadav @prashantsapp Then why perception exist that IT career is collapsing. Something is off between what is being said and what is visible"
X Link 2026-02-13T12:48Z [---] followers, [--] engagements

"@thesamarthyadav @prashantsapp It is based on Niti Ayog Report. IT labour is seeing compression and margins will decline significantly"
X Link 2026-02-13T13:05Z [---] followers, [--] engagements

"@thesamarthyadav @prashantsapp It is restructuring"
X Link 2026-02-13T13:46Z [---] followers, [--] engagements

"@whs1243 @KazuyaDarklight @Simon_Ingari He means if even backup of person is going on leave then how leave can be approved. Dilemma between the two and only one could go.ideally both leave should be approved"
X Link 2026-02-13T16:37Z [---] followers, [--] engagements

"If you have ever wished your trading workflow could run like a disciplined research desk that is what agents help you build. In trading that usually means faster iteration without losing rigor. With an agentic setup you can: [--]. Split complex work into roles: Researcher data checker strategist risk reviewer execution planner [--]. Reduce blind spots by having agents cross-check logic data quality and bias in your assumptions [--]. Turn "ideas" into a workflow: Prompts become reusable steps not one-off chats [--]. Improve consistency with guardrails checkpoints and structured outputs you can audit later"
X Link 2026-02-13T17:41Z [---] followers, [---] engagements

"@Live_Well_Thee @Simon_Ingari Exactly some needs even 6th chance but sometimes they are worth"
X Link 2026-02-14T05:37Z [---] followers, [--] engagements

"@mynation_123 @Curious_Com_ Real problem is "Sharma ji ka beta thought". What they look in neighborhood tries to copy on theirs"
X Link 2026-02-14T06:41Z [---] followers, [--] engagements

"@precy_oma [--] Midnight hunger Leptin and ghrelin (hunger hormone) fluctuate. If you are sleep deprived: [--]. Ghrelin increases [--]. Leptin decreases Result: Late-night cravings. Also your body seeks quick glucose when tired"
X Link 2026-02-14T08:41Z [---] followers, [--] engagements

"OpenAI Enters Pentagon Drone Swarm Challenge OpenAI has partnered with two defense technology firms competing in a $100 million Pentagon prize challenge to build voice controlled drone swarming software. The six month competition aims to develop systems that can command autonomous drone swarms across air and sea. OpenAI's role is limited to translating battlefield voice commands into digital instructions. It will not handle weapons integration targeting or direct drone control. Only its open source model would be used not its most advanced systems. One submission is led by Applied Intuition"
X Link 2026-02-15T08:31Z [---] followers, [--] engagements

"HR: Were adding Marks role to yours. Employee: Oh nice. And Marks salary too 😌 HR: No just the responsibilities. Employee: So promotion in workload demotion in payπŸ’€ Its about saving the company money. Cool. My energy isnt part of the cost-cutting plan. Companys best interest. Quality is also in the companys best interest. Corporate math: [--] employee + [--] employee = [--] exhausted employee. Respectfully declining free labor Elite boundary setting. πŸ’Όβœ¨ https://twitter.com/i/web/status/2022530623156441388 https://twitter.com/i/web/status/2022530623156441388"
X Link 2026-02-14T04:37Z [---] followers, [----] engagements

"Yes. 😌 But in that 45-minute slot they are pretending the KPI will outlive humanity. You are selling impact. They are selling growth. Both of you know the universe is expanding toward heat death. πŸŒŒπŸ’€ Interviews are not about eternity. They are about fit risk and budget. We are all temporary. The spreadsheet is not. πŸ“Šβœ¨ https://twitter.com/i/web/status/2022535518094004638 https://twitter.com/i/web/status/2022535518094004638"
X Link 2026-02-14T04:56Z [---] followers, [---] engagements

"@Priyansh_31Dec Looks scary. Mostly valuation reset. Drivers: US slowdown fears AI disruption narrative Margin pressure Rich valuations correcting Balance sheets are strong. Demand is shifting not vanishing. Sentiment falling faster than fundamentals"
X Link 2026-02-14T06:16Z [---] followers, [---] engagements

"Big advantage No waiting for designers. No endless revisions. No budget stress. Just creativity + prompting"
X Link 2026-02-14T18:11Z [---] followers, [--] engagements

"When fixed expenses consume 7080% of income the marginal $7 becomes irrelevant. Cutting coffee does not solve a housing market distorted by supply constraints zoning laws and financialization. It does not fix tuition inflation growing faster than wages for decades. It does not address healthcare priced like luxury goods in a supposedly competitive market. https://twitter.com/i/web/status/2022846417954574606 https://twitter.com/i/web/status/2022846417954574606"
X Link 2026-02-15T01:32Z [---] followers, [----] engagements

"Gen Z Life Timeline [---] πŸ˜‚ βœ… When we were kids Don't use too much internet. Now jobs require [--] years of internet experience. βœ… When we were in college Online classes. When we graduated You lack real-world exposure. βœ… When we started earning Rent said Welcome to adulthood. πŸ πŸ’Έ βœ… When we tried to save Inflation said Cute. βœ… When we tried side hustles Algorithm changed. βœ… When we learned coding AI said Thanks I will take it from here. πŸ€– Gen Z did not get a life tutorial. We got a beta version with constant updates and zero bug fixes. 😭 But somehow we are still here. Tired. Broke. Funny."
X Link 2026-02-15T01:52Z [---] followers, [---] engagements

"HR: Were adding Marks work to you. Employee: Great. And Marks salary 😌 HR: No just the tasks. Employee: So promotion in workload no promotion in pay πŸ’€ Its about saving the company money. Understood. Its about protecting my output. Corporate math: [--] roles [--] headcount = [--] burnout candidate. πŸ”₯ Respectfully declining unpaid expansion Thats not rebellion. Thats capacity management. πŸ’Όβœ¨ https://twitter.com/i/web/status/2022949384737223125 https://twitter.com/i/web/status/2022949384737223125"
X Link 2026-02-15T08:21Z [---] followers, [---] engagements

"Here is a legally strong neutral resignation letter that protects your position while remaining professional. Dear Manager's Name This letter serves as formal notice of my resignation from my position at Company Name effective Last Working Day in accordance with the notice period outlined in my employment terms. During the notice period I will complete assigned responsibilities and facilitate a proper handover of duties to ensure a smooth transition. Please confirm the handover process and any documentation required from my end. Kindly initiate the formal separation process including final"
X Link 2026-02-15T08:44Z [---] followers, [--] engagements

"Living in a flat with no sunlight is not normal. No Vitamin D. Low energy. Disturbed sleep. Higher chance of mold. Lights on all day. Natural sunlight is not a luxury. It is basic health infrastructure. Even [--] hours of direct sunlight daily changes your mood focus and overall well being. Choose your home like you choose your future"
X Link 2026-02-15T12:41Z [---] followers, [--] engagements

"English does not replace C++ or Python. It becomes a higher-level interface. They still mention list of programming languages when hiring. Someone still has to: [--]. Understand architecture [--]. Validate outputs [--]. Handle edge cases [--]. Optimize performance [--]. Debug failures Prompting becomes the new abstraction layer. Engineering does not disappear. It shifts. We moved from: Assembly C C++ Python Frameworks Now we move to: Code Prompt System Design + Judgment The real advantage won't be knowing syntax. It will be knowing systems. https://twitter.com/i/web/status/2023023013789405407"
X Link 2026-02-15T13:14Z [---] followers, [--] engagements

"@Man_to_manX That's a strong whole-food base. High protein + fiber + micronutrients = better body composition. But 10X energy πŸ˜„ Sleep training and stress matter too. Diet is powerful. Lifestyle makes it sustainable"
X Link 2026-02-15T13:24Z [---] followers, [---] engagements

"If you are trading crypto without a system you are gambling. Here are productive hacks that separate pros from emotional traders: [--]. Trade only [--] setups Master a few repeatable patterns. Ignore everything else. [--]. Pre define invalidation Before entering write: If price closes below X I exit. No exceptions. [--]. Risk fixed % per trade 12% max. Survival ego. [--]. Use higher timeframe bias Daily trend [--] min noise. Zoom out to level up. [--]. Journal every trade Entry. Exit. Why. Emotion felt. Lesson learned. Data memory. [--]. Set alerts not screen addiction Let price come to you. Don't chase. [--]. Trade"
X Link 2026-02-15T13:56Z [---] followers, [--] engagements

"Never accept a job offer until it passes these [--] tests: [--] Money Test Is the pay aligned with market value and your growth trajectory [--] Growth Test Will this role stretch your skills or trap you in repetition [--] Manager Test Is your direct boss someone you can learn from or just survive [--] Culture Test Are values practiced or just printed on the website [--] Exit Test If you leave in [--] years will your resume be stronger A job is not just income. It is a leverage decision. https://twitter.com/i/web/status/2022370807545221477 https://twitter.com/i/web/status/2022370807545221477"
X Link 2026-02-13T18:02Z [---] followers, 11.9K engagements

"@commandersamrat @IndianTechGuide This is not extra money paid by company. This is what they have included in variable pay and give them based on performance"
X Link 2026-02-15T03:58Z [---] followers, [--] engagements

"Artificial Intelligence (AI) Acronyms You Must Know πŸ€–πŸ§  AI Artificial Intelligence AGI Artificial General Intelligence ASI Artificial Superintelligence ML Machine Learning DL Deep Learning RL Reinforcement Learning NLP Natural Language Processing CV Computer Vision ASR Automatic Speech Recognition TTS Text To Speech LLM Large Language Model VLM Vision Language Model MoE Mixture of Experts ANN Artificial Neural Network DNN Deep Neural Network CNN Convolutional Neural Network RNN Recurrent Neural Network GAN Generative Adversarial Network VAE Variational Autoencoder GNN Graph Neural Network"
X Link 2026-02-02T04:57Z [---] followers, [--] engagements

"6 Organic Waste & Compost Quality Control AI checks food waste contamination visually. Better compost Less plastic in soil Healthier circular economy"
X Link 2026-02-08T05:20Z [---] followers, [--] engagements

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