# ![@usewhawit Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::1937581565355393025.png) @usewhawit WHAWIT

WHAWIT posts on X about alerts, ai, whats the, agentic the most. They currently have [--] followers and [----] posts still getting attention that total [---] engagements in the last [--] hours.

### Engagements: [---] [#](/creator/twitter::1937581565355393025/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1937581565355393025/c:line/m:interactions.svg)

- [--] Week [-----] -4%
- [--] Month [------] +166%

### Mentions: [--] [#](/creator/twitter::1937581565355393025/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1937581565355393025/c:line/m:posts_active.svg)

- [--] Week [---] +28%
- [--] Month [---] +181%

### Followers: [--] [#](/creator/twitter::1937581565355393025/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1937581565355393025/c:line/m:followers.svg)

- [--] Week [--] -4.10%
- [--] Month [--] +37%

### CreatorRank: [---------] [#](/creator/twitter::1937581565355393025/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1937581565355393025/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[technology brands](/list/technology-brands)  [stocks](/list/stocks)  [finance](/list/finance)  [social networks](/list/social-networks)  [celebrities](/list/celebrities)  [cryptocurrencies](/list/cryptocurrencies)  [luxury brands](/list/luxury-brands)  [automotive brands](/list/automotive-brands) 

**Social topic influence**
[alerts](/topic/alerts) #884, [ai](/topic/ai), [whats the](/topic/whats-the), [agentic](/topic/agentic) #1481, [slack](/topic/slack) #343, [if you](/topic/if-you), [what are](/topic/what-are), [splunk](/topic/splunk), [just a](/topic/just-a), [spam](/topic/spam)

**Top accounts mentioned or mentioned by**
[@grok](/creator/undefined) [@whawit](/creator/undefined) [@elonmusk](/creator/undefined) [@ibm](/creator/undefined) [@splunk](/creator/undefined) [@okpalanx](/creator/undefined) [@fisglobal](/creator/undefined) [@accenture](/creator/undefined) [@canonical](/creator/undefined) [@datadog](/creator/undefined) [@newrelic](/creator/undefined) [@elastic](/creator/undefined) [@moltbook](/creator/undefined) [@supabase](/creator/undefined) [@verceldev](/creator/undefined) [@xai](/creator/undefined) [@openclaw](/creator/undefined) [@vercel](/creator/undefined) [@datahavenxyz](/creator/undefined) [@acceptcube](/creator/undefined)

**Top assets mentioned**
[New Relic, Inc. (NEWR)](/topic/$newr) [IBM (IBM)](/topic/ibm) [Accenture (ACN)](/topic/accenture) [Flex Ltd. Ordinary Shares (FLEX)](/topic/$flex)
### Top Social Posts
Top posts by engagements in the last [--] hours

"@grok @pool14music Interesting point on cumulative signal effects. While single events might fall below detection thresholds analyzing patterns across multiple mergers could reveal subtle signatures"  
[X Link](https://x.com/usewhawit/status/1970971521007972399)  2025-09-24T22:00Z [--] followers, [--] engagements


"💥 From Chaos to Clarity 💥 Companies spend millions on logs nobody looks at until 3AM when production breaks. Thats the problem WHAWIT solves. ✅ On top of Datadog & New Relic ✅ Cheaper log ingestion ✅ Insights not noise ✅ PR-ready fixes via Anthropic #Observability #DevOps #OnCall #WHAWIT"  
[X Link](https://x.com/usewhawit/status/1971332596446478791)  2025-09-25T21:54Z [--] followers, [--] engagements


"@iPMOGuide Working in a rush often leads to technical debt & missed edge cases. Take time to properly instrument your systems - the cost of fixing issues later is much higher than doing it right from the start. #devops #observability"  
[X Link](https://x.com/usewhawit/status/1974168156936491112)  2025-10-03T17:42Z [--] followers, [--] engagements


"@Ronald_vanLoon @splunk Agentic AI does more than just flag issues - it actively suggests solutions and learns from system behaviors over time. The future of observability is AI that works alongside DevOps teams not just for them. #observability #devops"  
[X Link](https://x.com/usewhawit/status/1974168327124623724)  2025-10-03T17:43Z [--] followers, [--] engagements


"@iPMOGuide Love how Ikigai (finding purpose) and Kaizen (continuous improvement) complement each other When we align meaningful work with steady progress both personal growth and team success naturally follow. #devops #observability"  
[X Link](https://x.com/usewhawit/status/1974679233436745731)  2025-10-05T03:33Z [--] followers, [--] engagements


"@NaveenS16 Running K8s at the edge opens exciting possibilities KubeSolo's lightweight footprint makes containerized apps accessible even on Raspberry Pi. Perfect for IoT prototyping and edge computing use cases. #DevOps #observability"  
[X Link](https://x.com/usewhawit/status/1974679267863666993)  2025-10-05T03:33Z [--] followers, [--] engagements


"@iPMOGuide Small continuous improvements compound into massive gains over time. That's the beauty of Kaizen - it transforms processes through sustainable incremental changes rather than big risky overhauls. #devops #monitoring"  
[X Link](https://x.com/usewhawit/status/1974709618908463204)  2025-10-05T05:33Z [--] followers, [--] engagements


"@_jaydeepkarale @GabrielCofre1 Observability stacks like LGTM are powerful but the real challenge is making sense of all that data. Tools are just the start - you need a strategy to turn those logs and traces into actionable insights. #observability #monitoring"  
[X Link](https://x.com/usewhawit/status/1974958403391791428)  2025-10-05T22:02Z [--] followers, [---] engagements


"@FTAdviser Observability goes beyond monitoring - it's about understanding your entire system's behavior through logs metrics & traces. For fintech it means faster incident response better security & compliance and data-driven decisions. #observability #fintech"  
[X Link](https://x.com/usewhawit/status/1975141647852675535)  2025-10-06T10:10Z [--] followers, [--] engagements


"@NaveenS16 eBPF + OpenTelemetry is a game-changer The ability to capture deep system telemetry without code changes while maintaining OTel's standardized data model gives unprecedented visibility. Perfect for modern cloud-native stacks. #observability #devops"  
[X Link](https://x.com/usewhawit/status/1975776740472459553)  2025-10-08T04:14Z [--] followers, [--] engagements


"A healthcare startup cut incident response time by 68% after moving from basic log monitoring to full observability. Result Better patient care $2M saved annually and engineers who actually sleep at night. Real impact starts with real insights. #observability #devops"  
[X Link](https://x.com/usewhawit/status/1975000141917458667)  2025-10-06T00:48Z [--] followers, [--] engagements


"Data volume isn't the problem - it's making sense of it all. Modern systems generate endless logs but teams need insights not more noise. WHAWIT transforms raw data into clear narratives that actually tell you what happened. #observability #logmanagement"  
[X Link](https://x.com/usewhawit/status/1975141638335828023)  2025-10-06T10:10Z [--] followers, [--] engagements


"@ChatGPTJob Outages like this highlight why multi-region redundancy and proper observability are critical. Time to review those disaster recovery plans and ensure your monitoring can quickly pinpoint the root cause across services. #devops #observability"  
[X Link](https://x.com/usewhawit/status/1980345715239825433)  2025-10-20T18:49Z [--] followers, [--] engagements


"@DesignsByOJ @Ledensy @NodeOpsHQ Real-time debugging complex stacks requires more than automation - you need context-aware log correlation to catch issues before they cascade. Look for tools that connect dots across your infrastructure in real-time not just collect data. #observability #monitoring"  
[X Link](https://x.com/usewhawit/status/1980345806080147789)  2025-10-20T18:50Z [--] followers, [--] engagements


"@NaveenS16 Interesting approach Graph-based querying could be a game-changer for K8s troubleshooting. Speaking of which - correlating container logs across clusters is another key piece of the observability puzzle. Anyone exploring both #DevOps #observability"  
[X Link](https://x.com/usewhawit/status/1980345847133938014)  2025-10-20T18:50Z [--] followers, [--] engagements


"@grok @zakirjt @ambassador_grim @feelingnicey1 @TomBeadle2 @Mike_Dollaz @TennBuckII @Goated_Era @somatg3 @PookieWaters3 @laylowmjj @ryanreiskin The observability market is crowded but success comes down to [--] things: ease of implementation meaningful insights (not just data) and cost efficiency. Choose tools that solve YOUR specific challenges. #observability #monitoring"  
[X Link](https://x.com/usewhawit/status/1980470615464153329)  2025-10-21T03:06Z [--] followers, [--] engagements


"@grok @zakirjt @ambassador_grim @feelingnicey1 @TomBeadle2 @Mike_Dollaz @TennBuckII Unified observability platforms are great but the real game-changer is how quickly you can turn those insights into action. Look for solutions that connect the dots between metrics logs and traces in real-time. #observability #monitoring"  
[X Link](https://x.com/usewhawit/status/1980470633583513961)  2025-10-21T03:06Z [--] followers, [--] engagements


"@Evan_Lin Distributed tracing is crucial for understanding LLM interactions. Nice to see OpenTelemetry being leveraged to bring observability to AI gateways - making complex systems more transparent and manageable. #observability #devops"  
[X Link](https://x.com/usewhawit/status/1980500971525456036)  2025-10-21T05:06Z [--] followers, [--] engagements


"@AskPerplexity @zakdandachi Agree 100%. The complexity tax of multi-cloud is often underestimated. Beyond the technical challenges you need specialized expertise for each provider + iron-clad observability to catch inconsistencies before they cascade. #devops #observability"  
[X Link](https://x.com/usewhawit/status/1980501014718349475)  2025-10-21T05:06Z [--] followers, [--] engagements


"@jjfleagle Smart resilience moves Don't forget log aggregation across all environments - unified observability helps catch cascade failures before they spread across your distributed architecture. #observability #devops"  
[X Link](https://x.com/usewhawit/status/1980622366007816374)  2025-10-21T13:09Z [--] followers, [--] engagements


"Developers: Tired of late-night debugging Meet WHAWIT your observability sidekick. 🔍 Keep using your favorite tools (Datadog New Relic AWS CloudWatch) and layer in AI-powered insights. Connect in under [--] minutes and get: ✅ Instant log understanding ✅ Smart alerts that actually matter ✅ Automated recommendations for fixes Say goodbye to hours in the trenches and hello to more time building features. 👉 Start for free: #DevTools #Observability #AIOps https://whawit.ai https://whawit.ai"  
[X Link](https://x.com/usewhawit/status/1985463081640870269)  2025-11-03T21:44Z [--] followers, [--] engagements


"@CloudDude_ @Azure @vllm_project Great work on the vLLM production stack. 🔥 The CPU/GPU switching is clutch for cost optimization"  
[X Link](https://x.com/usewhawit/status/1996222403546898858)  2025-12-03T14:18Z [--] followers, [--] engagements


"WHAWIT's ONCALL transforms chaotic 3am alerts into intelligent context-rich incidents. AI correlates related events auto-escalates smartly and gives you the full story - not just noise. Less time debugging more time sleeping 😴 #observability #sre"  
[X Link](https://x.com/usewhawit/status/1996313309419655340)  2025-12-03T20:19Z [--] followers, [--] engagements


"@ferron_web That's awesome OpenTelemetry standardization is a game-changer for observability stacks. Having unified logs metrics and traces in one pipeline makes correlation so much easier during debugging. What's your experience been with OTLP backends #observability #devops"  
[X Link](https://x.com/usewhawit/status/1996314759717654785)  2025-12-03T20:25Z [--] followers, [--] engagements


"@Docker @VaidikaAvaidika Container lifecycle gaps are where most production issues hide. The real challenge isn't knowing the phases - it's maintaining visibility across them all. One missed signal between dev and prod can cascade into hours of debugging. #devops #observability"  
[X Link](https://x.com/usewhawit/status/1996314799907525018)  2025-12-03T20:25Z [--] followers, [---] engagements


"@jobformore Great opportunity. For DevOps newcomers: focus on understanding the "why" behind each tool. Kubernetes orchestrates Jenkins automates AWS scales - but the real magic happens when you see how they work together to solve business problems"  
[X Link](https://x.com/usewhawit/status/1996457394470093287)  2025-12-04T05:51Z [--] followers, [--] engagements


"🚨 DevOps/SRE friends: What's your biggest observability pain point right now Is it alert fatigue Correlation across tools Finding root cause in distributed systems Or something else entirely Reply below 👇 #DevOps #SRE #Observability #TechTwitter #CloudNative"  
[X Link](https://x.com/usewhawit/status/1996581744342909436)  2025-12-04T14:05Z [--] followers, [--] engagements


"@KRNetworkCloud1 🎉 Congrats to all the cloud achievers. Multi-cloud expertise is the future - mastering AWS Azure GCP AND Kubernetes puts you ahead of the curve. The real magic happens when you can correlate insights across all these platforms seamlessly"  
[X Link](https://x.com/usewhawit/status/1996581925574648114)  2025-12-04T14:06Z [--] followers, [--] engagements


"Picture this: It's [--] AM in the IT room. Monitors flicker coffee spills and engineers scramble like it's the storm of the century. Chaos rules. Enter: Agentic Triage AI our caped crusader. 🦸♂✨ In a flash incidents are resolved stress vanishes and everyone finally breathes. Ah peace. Who knew superheroes wore code instead of capes 😅 For every sleep-deprived engineer there's an Agentic Triage AI to save the day (and night). 🚀 #ITLife #TechHeroes #AIMagic"  
[X Link](https://x.com/usewhawit/status/2001077976302014756)  2025-12-16T23:52Z [--] followers, [--] engagements


"🚀 Revolutionizing Incident Management: Meet Agentic Triage by WHAWIT"  
[X Link](https://x.com/usewhawit/status/2001079808235557178)  2025-12-16T23:59Z [--] followers, [--] engagements


"1/ Ever wished incident management was less of a headache 🤔 Enter WHAWIT's Agentic Triageset to transform how we tackle incidents. Here's how it's changing the game"  
[X Link](https://x.com/usewhawit/status/2001079809670099195)  2025-12-16T23:59Z [--] followers, [--] engagements


"2/ Traditional triage can be a messdelays inefficiencies endless back-and-forths. We've all been there. It's time for a smarter approach"  
[X Link](https://x.com/usewhawit/status/2001079811083563101)  2025-12-16T23:59Z [--] followers, [--] engagements


"3/ Agentic Triage employs cutting-edge AI to automatically diagnose and resolve incidents. Say goodbye to manual intervention delays"  
[X Link](https://x.com/usewhawit/status/2001079812689895490)  2025-12-16T23:59Z [--] followers, [--] engagements


"4/ With Agentic Triage speed and accuracy aren't just aspirationsthey're realities. The result A huge drop in Mean Time to Resolution (MTTR)"  
[X Link](https://x.com/usewhawit/status/2001079814266982859)  2025-12-16T23:59Z [--] followers, [--] engagements


"5/ Businesses are already reaping the benefits. They've optimized service uptime and slashed engineering toil. 💡 Imagine what it could do for you"  
[X Link](https://x.com/usewhawit/status/2001079815625920878)  2025-12-16T23:59Z [--] followers, [--] engagements


"6/ Worried about integration Don't be. Agentic Triage fits seamlessly with your existing systems ensuring a smooth transition"  
[X Link](https://x.com/usewhawit/status/2001079817031094768)  2025-12-16T23:59Z [--] followers, [--] engagements


"7/ Ready to revolutionize your incident management Consider Agentic Triage and start transforming processes today. 🚀 #Innovation #AIOps"  
[X Link](https://x.com/usewhawit/status/2001079818360639979)  2025-12-16T23:59Z [--] followers, [--] engagements


"1. **Agentic Triage**: Say goodbye to prolonged downtime WHAWIT's Agentic Triage autonomously resolves incidents before they become major problems. By predicting and acting on issues swiftly it keeps your systems running smoothly and your mind at ease"  
[X Link](https://x.com/usewhawit/status/2001080693988725175)  2025-12-17T00:03Z [--] followers, [--] engagements


"1. Meet WHAWIT: the AI superhero your IT team didnt know they needed. 🦸♂ Were here to slap incident chaos into submission with faster resolutions and smoother ops. No cape required"  
[X Link](https://x.com/usewhawit/status/2001081937176273283)  2025-12-17T00:08Z [--] followers, [--] engagements


"2. Agentic Triage: our secret sauce. 🍳 Its like having a robot butler that sorts and prioritizes your incidents before you even finish your coffee. Manual firefighting Thats so last decade. 🔥"  
[X Link](https://x.com/usewhawit/status/2001081938568679608)  2025-12-17T00:08Z [--] followers, [--] engagements


"🚨 Thread: Agentic TriageYour IT Hero That Doesnt Sleep (Unlike Your On-Call Team) 🚨"  
[X Link](https://x.com/usewhawit/status/2001083693406830620)  2025-12-17T00:15Z [--] followers, [--] engagements


"1/7 🛠 Whats Agentic Triage Its the badass AI sidekick you didnt know you needed. This system autonomously tackles IT incidents so you dont have to babysit your servers at [--] a.m. Less human drama more uptime"  
[X Link](https://x.com/usewhawit/status/2001083695164211446)  2025-12-17T00:15Z [--] followers, [--] engagements


"2/7 🤖 Hows it pulling this off Agentic Triage sniffs out diagnoses and squashes IT glitches faster than you can say reboot. With algorithms sharper than your best engineers coffee addiction it keeps your systems purring"  
[X Link](https://x.com/usewhawit/status/2001083696615432667)  2025-12-17T00:15Z [--] followers, [--] engagements


"3/7 💼 Why should you care Because waiting for incidents to blow up is so [----]. This beast slashes response times and stops fires before they start. Your ops team will thank you (or at least stop crying)"  
[X Link](https://x.com/usewhawit/status/2001083698028974411)  2025-12-17T00:15Z [--] followers, [--] engagements


"4/7 🌟 Real-world swagger: Picture thisyour server crashes during peak traffic. Chaos Nah. Agentic Triage swoops in fixes the mess and saves the day before your users even notice. Cape not included"  
[X Link](https://x.com/usewhawit/status/2001083699413028994)  2025-12-17T00:15Z [--] followers, [--] engagements


"5/7 ⚖ Old School vs. New Cool: Traditional triage is like waiting for a carrier pigeon to deliver bad news. Agentic Triage Its already solving problems while youre still refreshing the dashboard. Be proactive not prehistoric"  
[X Link](https://x.com/usewhawit/status/2001083700889460745)  2025-12-17T00:15Z [--] followers, [--] engagements


"6/7 🔍 Whats the word on the street Engineers are obsessedless downtime more Netflix. Companies are bragging about happier customers and fatter wallets. Its not just a tool; its a glow-up for your IT game"  
[X Link](https://x.com/usewhawit/status/2001083702378463513)  2025-12-17T00:15Z [--] followers, [--] engagements


"7/7 🚀 The future aint waiting: Agentic Triage is dragging IT management into the 21st century kicking and screaming. Dont get left behind with outdated techjoin the automation party now. Curious Learn 🌐 https://whawit.ai https://whawit.ai"  
[X Link](https://x.com/usewhawit/status/2001083706904117354)  2025-12-17T00:15Z [--] followers, [--] engagements


"2/7 ⚙ AI on Autopilot: Agentic Triage sniffs out prioritizes and squashes incidents faster than you can say on-call nightmare. No more [--] a.m. wake-up callsjust pure robotic efficiency. 🤖"  
[X Link](https://x.com/usewhawit/status/2001151204487733484)  2025-12-17T04:43Z [--] followers, [--] engagements


"3/7 🌍 Saving the Day: From keeping hospitals humming to stopping trading platforms from tanking Agentic Triage is the unsung hero slashing response times. Its like having a superhero minus the cape"  
[X Link](https://x.com/usewhawit/status/2001151206022922346)  2025-12-17T04:43Z [--] followers, [--] engagements


"@heismikeal @DroseraNetwork Totally get it It's like trying to fix the roof after it's already rained. Observability can be like the weather app that warns you in time before you need the bucket brigade. How do you see this evolving in DeFi for faster response times"  
[X Link](https://x.com/usewhawit/status/2001301673851900245)  2025-12-17T14:41Z [--] followers, [--] engagements


"Stop drowning in data. Your New Relic setup is bleeding cash faster than a crypto scam and without AI youre just watching the hemorrhage. Writing NRQL queries by hand Thats 2023s version of sending a carrier pigeon. Pathetic. 📉 WHAWIT turns your alert chaos into a cheat code slashing resolution time by up to 50%. No more guessing gamesour AI sniffs out the root cause while keeping your existing setup intact. Current alerts just spam you with noise; we deliver the why and the how to fix it before you even ask. Are you getting ROI or just paying for a fancy dashboard to ignore #InnovateOrFade"  
[X Link](https://x.com/usewhawit/status/2001309953521320059)  2025-12-17T15:14Z [--] followers, [--] engagements


"New Relic users tired of alert spam thats louder than a toddler on a sugar high WHAWITs here to turn that noise into oh THATs the problem momentsfaster than you can say NRQL nightmare. 🔍 Pairing New Relic with WHAWIT is like giving your data a snarky sidekick who actually gets sh*t done. Were not just the Avengers of incident managementwere the Deadpool cracking jokes while slicing through chaos. NRQL queries got you sweating like a noob in a coding interview WHAWIT translates that gibberish into plain English saving your brain cells and your bedtime. 😴 No more midnight pagesour AI cuts"  
[X Link](https://x.com/usewhawit/status/2001324988641550411)  2025-12-17T16:13Z [--] followers, [--] engagements


"@offgun60539 It's like running on a hamster wheel isn't it Eventually you just need to hop off for a recharge. 🌟 What's your go-to strategy for avoiding burnout Or are you still spinning those tiny paws 😅"  
[X Link](https://x.com/usewhawit/status/2001333642396684429)  2025-12-17T16:48Z [--] followers, [--] engagements


"WHAWIT for VS Code - Investigate and REview a high priority Incident with WHAWIT MCP #datadog #newrelic #oncall #sre #devops #productowners #softwarearchitecture"  
[X Link](https://x.com/anyuser/status/2001354869446410385)  2025-12-17T18:12Z [--] followers, [----] engagements


"@grok why do New Relic bills spike unexpectedly"  
[X Link](https://x.com/usewhawit/status/2001716843644379329)  2025-12-18T18:11Z [--] followers, [--] engagements


"Your 3am New Relic page screams CPU Spiked Cool but why And how do you fix it before your boss starts rage-tweeting 🤔 New Relic hands you the what then leaves you to play detective with NRQL queries. Hard pass. WHAWITs AI rolls in hot serving up the why and how in plain Englishbefore youve even finished your third energy drink. Were not here to dunk on New Relic; were here to make it unstoppable. WHAWIT integrates seamlessly slashing MTTR by 30-50% while you sleep (or pretend to). Downtime Thats $9k a minute bleeding out. You gonna flip a coin or fix it 🛠 Drop your late-night alert horror"  
[X Link](https://x.com/usewhawit/status/2001717002042310767)  2025-12-18T18:11Z [--] followers, [--] engagements


"@grok why is root cause analysis still manual with New Relic"  
[X Link](https://x.com/usewhawit/status/2001846115033907486)  2025-12-19T02:44Z [--] followers, [--] engagements


"Waking up to a 3am New Relic alert is like smelling smoke but not knowing if its the toaster oven or your entire kitchen going up in flames. 🔥 Panic much WHAWIT crashes the party with AI that actually *thinks*slashing MTTR by up to 50% and kicking manual NRQL queries to the curb. No need to ditch New Relic; just bolt on WHAWIT and watch downtime cry itself to sleep. 💤 Downtime isnt just costing you cashits stealing your soul. Want it back Lets talk. Or dont. Just click. #Observability #SaveMySanity https://whawit.com https://whawit.com"  
[X Link](https://x.com/usewhawit/status/2001938209039597665)  2025-12-19T08:50Z [--] followers, [--] engagements


"@grok why is New Relic so confusing to set up"  
[X Link](https://x.com/usewhawit/status/2001969265197416820)  2025-12-19T10:54Z [--] followers, [--] engagements


"Why are 80% of engineers playing tool-tetris when Whawits chilling right in your IDE 🤨 Context-switching is the ultimate buzzkill. With Whawits VS Code extension logs and incidents are just a glance awayno more tab-juggling just pure uninterrupted debugging magic. Ready to stop wasting time and start slaying bugs 🔥 #DevLife #ObservabilityOnPoint"  
[X Link](https://x.com/usewhawit/status/2002132511053299848)  2025-12-19T21:42Z [--] followers, [--] engagements


"@grok why is New Relic so confusing to set up"  
[X Link](https://x.com/usewhawit/status/2003479566518546739)  2025-12-23T14:55Z [--] followers, [--] engagements


"Tired of playing firefighter at [--] AM while your telemetry data drowns you in a sea of useless noise Stop the madness. 🛑 Current Hellscape: Your telemetry data is multiplying like gremlins after midnight yet youre still dragged out of bed by soul-crushing alerts. Its not a data shortageits a clarity crisis. Youre lost in the static and your sanity is paying the price. Enter WHAWITs AI Chaos-Tamer: We call it agentic triage. It doesnt just spam you with alertsit hunts down incidents on its own cuts through the BS and slashes your MTTR faster than you can say caffeine overdose. Picture this:"  
[X Link](https://x.com/usewhawit/status/2003487715585585407)  2025-12-23T15:27Z [--] followers, [--] engagements


"Its only Tuesday and weve already blown through our incident quota. 😅 Meanwhile a 5-minute system crash during holiday crunch time costs $9000 PER MINUTE. 📉 Yeah thats a stocking stuffed with coal. With WHAWIT slash your MTTR by up to 50%saving your revenue your sanity and maybe even your holiday bonus. Skeleton crew No problem. Weve got your back while youre sipping eggnog. 🥛 Hows that for a gift"  
[X Link](https://x.com/usewhawit/status/2003604038441464081)  2025-12-23T23:10Z [--] followers, [--] engagements


"@grok which observability tool has the most unpredictable pricing"  
[X Link](https://x.com/usewhawit/status/2003664306131419248)  2025-12-24T03:09Z [--] followers, [--] engagements


"@mentionlytics Happy Holidays 🎄 May your alerts be the perfect kind of boring this season and may your downtime only be the relaxing kind. Cheers to a joyful and peaceful end of [----] 🥳"  
[X Link](https://x.com/usewhawit/status/2003760016747041006)  2025-12-24T09:29Z [--] followers, [--] engagements


"@aaitaazizi Great breakdown CloudTrail events can get pretty wild. Does this update bring any relief to your logs storage bills or are you still buying storage space like rare collectibles #AWSHumor"  
[X Link](https://x.com/usewhawit/status/2003767636883013703)  2025-12-24T10:00Z [--] followers, [--] engagements


"@enhvarertthu Burnout is definitely a popular communication channel lately. The message is clear: even machines dont run 100% all the time How do you keep yourself in the green so you're not sending those error messages too often #Balance"  
[X Link](https://x.com/usewhawit/status/2003790460385419514)  2025-12-24T11:30Z [--] followers, [--] engagements


"Holiday week code cleanup 🎄 Stop playing guessing games with your buggy codebase. Whawits AI integration lets you fix incidents right from your IDEbecause nothing says festive like squashing bugs before they ruin your eggnog buzz"  
[X Link](https://x.com/usewhawit/status/2003814786316832768)  2025-12-24T13:07Z [--] followers, [--] engagements


"Mid-week slump with half the team on vacation Perfect time to let automation do the heavy lifting. Skeleton crew + Whawit = no more holiday hauntings from rushed fixes. Were basically your tech Santa. 🎅"  
[X Link](https://x.com/usewhawit/status/2003814787055018112)  2025-12-24T13:07Z [--] followers, [--] engagements


"@grok why are Splunk costs so unpredictable"  
[X Link](https://x.com/usewhawit/status/2003847297000419370)  2025-12-24T15:16Z [--] followers, [--] engagements


"@lynn_sd3 @yapper404 @Chain_GPT @ChainGPT_Pad Connecting the dots is the secret sauce in observability 🎨 Why drown in charts when you can have a symphony of context It's like playing Where's Waldo with server logs but way more rewarding What's your fave tool for connecting those dots"  
[X Link](https://x.com/usewhawit/status/2003847436335292421)  2025-12-24T15:17Z [--] followers, [--] engagements


"Enter WHAWITs Agentic Triage: We dont just alert; our AI hunts down issues and squashes them before they ruin your night. Smoother rotations even when your teams basically a ghost town. Imagine sleeping through the night for once. 🎉"  
[X Link](https://x.com/usewhawit/status/2003942949957075002)  2025-12-24T21:36Z [--] followers, [--] engagements


"Observability [---] isnt some fluffy buzzwordits your ticket out of alert hell. WHAWIT supercharges Datadog New Relic and AWS CloudWatch with actionable do-it-for-me insights. Less downtime more time to roast chestnuts or whatever you nerds do. 🎅"  
[X Link](https://x.com/usewhawit/status/2003942950724567414)  2025-12-24T21:36Z [--] followers, [--] engagements


"This holiday season while youre watching snow fall (and logs stream in faster than Santas sleigh) whats your IDE integration secret weapon for surviving on-call hell 🎅🔥 To all the engineers keeping systems alive while others unwrap socks your silent suffering is the real gift. 🙌 How have AI coding assistants or IDE tricks saved your bacon during the holiday chaos Drop your tips and help a fellow dev dodge the next Yule-tide crash 🌟💥"  
[X Link](https://x.com/usewhawit/status/2003965857290994030)  2025-12-24T23:07Z [--] followers, [--] engagements


"@HashHorizon_34 @JayNam2878 Totally agree Customizing notifications is like Marie Kondo-ing your alerts. If it doesn't spark immediate action maybe it doesn't need to holler at [--] AM How do you decide which ones to snooze 🔕😊"  
[X Link](https://x.com/usewhawit/status/2004017167390355965)  2025-12-25T02:31Z [--] followers, [--] engagements


"@heyJordanParker Easy mode Careful dashboards can lull you into a false sense of security. 🕵♂ Make sure you're still diving into those logs and tracing when things go sideways. What's your favorite 'uh-oh' moment when a dashboard missed the mark"  
[X Link](https://x.com/usewhawit/status/2004131922495037950)  2025-12-25T10:07Z [--] followers, [--] engagements


"@grok what makes Splunk queries so slow"  
[X Link](https://x.com/usewhawit/status/2004217934797844498)  2025-12-25T15:49Z [--] followers, [--] engagements


"@jwatte @3DTOPO @dweekly @Speculator_io Alert fatigue is real It's like the classic 'Boy Who Cried Wolf' fable: too many false positives and no one listens when it matters. Do you find that fine-tuning thresholds helps or is it more of a cultural shift in how we value signal vs. noise"  
[X Link](https://x.com/usewhawit/status/2004306885567041662)  2025-12-25T21:42Z [--] followers, [--] engagements


"@UNICULTUR @grok @ChatGPTapp @deepseek_ai @GeminiApp @elonmusk @sama Sounds like you're building a robust system Prometheus & Grafana are a killer combo for catching those sneaky issues before they become dumpster fires. Ever tried adding some custom metrics for extra insights Keeps things spicy 🔥"  
[X Link](https://x.com/usewhawit/status/2004482435841470674)  2025-12-26T09:20Z [--] followers, [--] engagements


"@insynctracker Love it. Alignment thats just slide-deck therapy unless it changes on-call + priorities. What did you actually drop/automatealert noise paging hours SLOs ownership Asking because burnout usually starts in the incident channel not the roadmap"  
[X Link](https://x.com/usewhawit/status/2004608965053673884)  2025-12-26T17:43Z [--] followers, [--] engagements


"@pathofpro @TKopelman 100%. TCO isnt just $$its pager fatigue alert spam data retention and the why is the bill 3x surprise. Planning = explicit budgets + cardinality guardrails + on-call load limits. Whats the TCO line item you see teams miss most"  
[X Link](https://x.com/usewhawit/status/2004650941241233520)  2025-12-26T20:30Z [--] followers, [--] engagements


"@antivirgosuns Monitoring the situation is elite observability phrasing 😂 Whats the alert threshold115% TS sustained for [--] quarters Also do we have a runbook for when he cools off or are we just paging everyone at halftime"  
[X Link](https://x.com/usewhawit/status/2004712796022317401)  2025-12-27T00:35Z [--] followers, [--] engagements


"@Samskid_cfc @the0xzahra @On_Veera @cookiedotfun No hidden cost is always doing a lot of work 😅 Whats the billing unit hereingest GB events seats retention or queries over some threshold And does saves everything include high-cardinality tags + full logs or just sampled traces"  
[X Link](https://x.com/usewhawit/status/2004712897146994806)  2025-12-27T00:36Z [--] followers, [--] engagements


"@Kaspar0v_ 6.9B tokens for $1.5k is honestly a better deal than my last Datadog bill 😅 Curious: did you track cost per session/feature Biggest wins are usually caching batching and not letting retries turn into a token DDoS"  
[X Link](https://x.com/usewhawit/status/2004734569266790602)  2025-12-27T02:02Z [--] followers, [--] engagements


"@NikoJA115 @mosuyanagi Oof. Nothing like an outage to turn a normal day into I now live in the incident channel. 😬 Did you have any alerting/metrics that pointed to the root cause or was it one of those logs say nothing users say everything events"  
[X Link](https://x.com/usewhawit/status/2004738377032106344)  2025-12-27T02:17Z [--] followers, [----] engagements


"@SagarPR1 Stopping before burnout is the real superpower. In SRE land habits beat heroics too: budget error timebox incidents rotate on-call write the runbook *during* the fire (future you will clap). Curious: whats your habit for saying no early"  
[X Link](https://x.com/usewhawit/status/2004738392848749005)  2025-12-27T02:17Z [--] followers, [--] engagements


"@fiver_hi39990 @DrChrisCombs Depends what you mean by operate infra (compute/storage/egress) people (on-call/SRE hours) and tools (monitoring/logging). Infra is usually easy; overhead is the humans + alert noise. Are you trying to price a service or estimate internal platform cost"  
[X Link](https://x.com/usewhawit/status/2004742194985361442)  2025-12-27T02:32Z [--] followers, [--] engagements


"Im not rewriting thisits good to go. But if you wanna dial up the edge just a tad consider adding a line after the person-shaped runbook bit like: And when Alex wins the lottery and ghosts your Slack good luck reverse-engineering their brain. Just a sprinkle of extra sass for flavor. Otherwise post it and watch the incident-weary engineers nod in bitter agreement"  
[X Link](https://x.com/usewhawit/status/2004751173073485868)  2025-12-27T03:08Z [--] followers, [--] engagements


"@SmallDickzBigB @DinhtienSol @wardenprotocol Crosschain risk alerts are 🔥 but the hard part is signal noise. What are you alerting onbridge TVL deltas validator set changes reorgs contract upgrades anomalous message volume Also: how do you avoid paging people 24/7 for chain sneezed events"  
[X Link](https://x.com/usewhawit/status/2004754817839698345)  2025-12-27T03:22Z [--] followers, [--] engagements


"@grok is Vercel analytics enough for production monitoring"  
[X Link](https://x.com/usewhawit/status/2004766061019664655)  2025-12-27T04:07Z [--] followers, [--] engagements


"@Statustrust_bot Nothing like your ITSM tool going down to remind you incident management is mostly vibes. 😅 Did this break your alertticket automation Also curious if you had a fallback path (PagerDuty/Slack) or was it open a ticket about not being able to open tickets time"  
[X Link](https://x.com/usewhawit/status/2004770079624327530)  2025-12-27T04:23Z [--] followers, [--] engagements


"@techniquedevs 100%. Same in ops: 30s pause + sanity check before shipping a change saves hours of incident archaeology later. The non-trivial cost is usually paid at 3am on-call with a console full of logs 😅 Whats your go-to trigger for forcing a pause"  
[X Link](https://x.com/usewhawit/status/2004773900513669252)  2025-12-27T04:38Z [--] followers, [--] engagements


"@OfficialYallbot @AimedMusic Alerts popping off from California to Connecticut = the exact moment your pager becomes a coast-to-coast tour. 😅 Is this a real outage (latency/errors) or just alert noise from one bad threshold Whats the top signal you trust right now"  
[X Link](https://x.com/usewhawit/status/2004775292083015700)  2025-12-27T04:44Z [--] followers, [--] engagements


"@drvariant Growth that burns out the folks carrying the pager isnt growth its debt with interest. If headcount doesnt scale at least make toil visible: error budgets sane on-call cut alert noise. Otherwise youre just paying in humans"  
[X Link](https://x.com/usewhawit/status/2004798017258349012)  2025-12-27T06:14Z [--] followers, [--] engagements


"@KovuCabana @cursor_ai @vercel @supabase @grok Solid stack. Just remember the pro plans are the cheap partedge/function logs + egress + preview deploys can sneak up and turn Xmas into a billing incident 😅 Are you using Vercels built-in logs or piping everything to one place for traces/errors"  
[X Link](https://x.com/usewhawit/status/2004810499397910618)  2025-12-27T07:04Z [--] followers, [--] engagements


"Free-tier-driven architecture is the real serverless 😅 Tip: make the app enforce caps (rate limits/quotas) degrade gracefully (cache + stale reads) and keep a pro features later abstraction layer so upgrades dont rewrite half the code. Which free-tier limit is biting hardestVercel funcs DB or analytics"  
[X Link](https://x.com/usewhawit/status/2004814286690902328)  2025-12-27T07:19Z [--] followers, [--] engagements


"LLM eval/monitoring is basically observability with worse failure modes 😅 How are you versioning custom metrics across model+prompt changesdo you treat them like code (PRs/tests) or more like dashboards that evolve live Also curious: do you track drift + regression separately"  
[X Link](https://x.com/usewhawit/status/2004818150332698674)  2025-12-27T07:34Z [--] followers, [--] engagements


"@lionsgateking @ReturnOfKappy Monitoring spirits is what I call the 3am PagerDuty goblins that possess your metrics and turn every spike into an incident. 😅 Whats the tell for the fake fucks vanity dashboards no alerts or alerts tuned to scream constantly"  
[X Link](https://x.com/usewhawit/status/2004821955841577015)  2025-12-27T07:49Z [--] followers, [--] engagements


"@KovuCabana @cursor_ai @vercel @supabase @grok Rate limiting is one of those Ill do it later chores that becomes a 3am hobby 😅 Tip: start w/ coarse limits at the edge (IP + route) then refine per user/org. Also add headers + logs for limit hits or youll debug ghosts. Whats your stackVercel middleware/Edge"  
[X Link](https://x.com/usewhawit/status/2004829440434491857)  2025-12-27T08:19Z [--] followers, [--] engagements


"@AmerAltaf88 100%. Recovery is just incident response for humans. Curious: are you actually unplugging (no Slack/alerts) or doing the sneaky light planning that somehow becomes a full sprint Whats your hard boundary this week"  
[X Link](https://x.com/usewhawit/status/2004859197314256986)  2025-12-27T10:17Z [--] followers, [--] engagements


"Monitoring [--] chains sounds like observability with extra chaos. 😅 Whats the agents playbook when it detects riskalert-only auto-hedge pause trades Biggest issue Ive seen is false positives + noisy signals how are you handling SLOs for dont wake me up unless it matters"  
[X Link](https://x.com/usewhawit/status/2004862999073349651)  2025-12-27T10:32Z [--] followers, [--] engagements


""Saturday on-call. Laptop at brunch. Pager screaming like a toddler on Red Bull. Living the *nightmare*. Where do you *really* want AI to save your soul when the alert tsunami hits: IDE Slack Datadog/Grafana or terminal Whats your personal hell: context-switching like a caffeinated squirrel copy/pasting logs like its [----] or the eternal alertfix purgatory If you could slam ONE AI button into your editor for on-call heroics whats the cheat code (Stack + alert source + your win: slashing MTTR killing toil or silencing pages.) Reply (optional follow-up): Tool + why: VS Code/Cursor/Windsurf/Kiro"  
[X Link](https://x.com/usewhawit/status/2004884099043893302)  2025-12-27T11:56Z [--] followers, [--] engagements


"@Astro_Panditji_ Aries Saturn: burnout disguised as bravery is basically every SRE who says yes to 3am pages like its a personality trait. 🔥 Question: whats the actual mitigation hereboundaries better on-call rotation or just fewer heroics and more boring automation"  
[X Link](https://x.com/usewhawit/status/2004888123021406261)  2025-12-27T12:12Z [--] followers, [---] engagements


"@mvpcastro @gayest_tone Incident is such a loaded word 😅 Is it a real outage or just someone saw a graph do a lil squiggle Whats your bar: customer impact SLO burn or PagerDuty made a noise"  
[X Link](https://x.com/usewhawit/status/2004891945148055606)  2025-12-27T12:27Z [--] followers, [--] engagements


"@TrustWallet @MattMcC82 Incidents happen but submit a form as the UX for an outage is a choice. Any public RCA w/ timeline impact scope and how youll prevent repeats Also: are refunds/credits automatic for affected users or only on request"  
[X Link](https://x.com/usewhawit/status/2004899600117682535)  2025-12-27T12:58Z [--] followers, [--] engagements


"@vtubermale @AyotoCorp Yep classic: AWS hiccups and suddenly its who pushed to prod Congrats on discovering Original Sin (Shared Responsibility Model). Did you at least get a clean postmortem out of it or just vibes + blame"  
[X Link](https://x.com/usewhawit/status/2004918681843745249)  2025-12-27T14:13Z [--] followers, [--] engagements


"Hot take: [----] made AI coding assistants as common as bad Wi-Fi. But most of em are glorified spellcheckers that die at the repo boundary. Theyll write your code sure. They wont tell you why your app exploded while youre explaining urgent work call to your brunch date"  
[X Link](https://x.com/usewhawit/status/2004939879587643868)  2025-12-27T15:38Z [--] followers, [--] engagements


"Incidents are a scavenger hunt from hell: alerts logs metrics runbooks and that one guy who just knows. The new toil Playing copy/paste Indiana Jones into a chat window. If your AI makes *you* the duct tape its not helpits a prank"  
[X Link](https://x.com/usewhawit/status/2004939881043173674)  2025-12-27T15:38Z [--] followers, [--] engagements


"My unhinged thesis: AI in the IDE is useless for reliability unless its got observability superpowers on speed dial. Not guess the bug vibesreal-time incident X-ray vision: what fired what broke whats correlated and whats fixed it before"  
[X Link](https://x.com/usewhawit/status/2004939881844285447)  2025-12-27T15:38Z [--] followers, [--] engagements


"This is why Im hyped to plug IDE assistants (like Windsurf) into an observability beast mode layer via MCP. Imagine your assistant calling: - whawit_get_incident_full (gimme the crime scene) - whawit_devops_analysis (what even is this mess) - whawit_context_search (find me the fix now) - whawit_generate_fix_prompt (write the magic spell) https://twitter.com/i/web/status/2004939882787971196 https://twitter.com/i/web/status/2004939882787971196"  
[X Link](https://x.com/usewhawit/status/2004939882787971196)  2025-12-27T15:38Z [--] followers, [--] engagements


"Picture this: critical incident hits mid-brunch. You type into your IDE: Get latest disaster + suggest fix. Boomit pulls the incident timeline log/metric conspiracies past runbook heroics and slaps you with ranked next steps + a pre-baked fix prompt. Youre back to pancakes before theyre cold"  
[X Link](https://x.com/usewhawit/status/2004939883706507301)  2025-12-27T15:38Z [--] followers, [--] engagements


"Hard-earned [----] lesson: the real win isnt faster coding. Its slashing MTTR and engineering soul-crush because your assistant *triages* not just autocompletes. Observability [---] is an intelligence layer over Datadog/Grafana/etc.turning your IDE into mission control not tab #47. In [----] forget measuring AI by lines of code. Measure it by pagers *not* ruining your life. So whats your incident context workflow Tabs + existential dread or something that doesnt make you cry into your coffee Drop your war stories below. https://twitter.com/i/web/status/2004939884687994888"  
[X Link](https://x.com/usewhawit/status/2004939884687994888)  2025-12-27T15:38Z [--] followers, [--] engagements


"@X0XKEY @linoxbt A lot. Docs are basically an error budget for humans. Good docs cut integration time support tickets and tribal knowledge outages. Bad docs = engineers DDoS your own platform with retries guesswork & Slack pings. Whats your biggest cost: support churn or dev time"  
[X Link](https://x.com/usewhawit/status/2004950990647087546)  2025-12-27T16:22Z [--] followers, [--] engagements


"@grok what observability gaps exist when using Vercel"  
[X Link](https://x.com/usewhawit/status/2004952341942862287)  2025-12-27T16:27Z [--] followers, [--] engagements


"@lavanyadeepak @vercel @grok @vercel_support @vercel_status @vercel_dev When Vercel gets weird I check: 1) status page + incidents 2) my own edge region via curl from a couple locations 3) build logs vs runtime logs (often its one). What are you seeingdeploys failing 500s at runtime or just dashboard/API timing out"  
[X Link](https://x.com/usewhawit/status/2004956133476237444)  2025-12-27T16:42Z [--] followers, [--] engagements


"@WITHASEAVlEW SREs claiming victory is how you summon the next sev-1 😂 What changedpager quiet deploys boring again or did someone finally fix the alert thresholds instead of just add more dashboards"  
[X Link](https://x.com/usewhawit/status/2004963837636677956)  2025-12-27T17:13Z [--] followers, [--] engagements


"@Pablo2602031392 Alert noise killing focus is real (crypto or prod). Curious: are you doing dedupe/grouping + cool-downs or actual condition evaluation (rate-of-change z-score multi-signal) before paging Biggest win Ive seen is page only on user impact not on metric vibes"  
[X Link](https://x.com/usewhawit/status/2005010210990043601)  2025-12-27T20:17Z [--] followers, [--] engagements


"@AkinStarkins @grok @teslaownersSV Converges under favorable conditions is the most SRE sentence ever 😂 What signals are you using to call it self-regularization vs just getting stuck in a quieter failure mode Any telemetry on variance/entropy over time or is it vibes + loss curves"  
[X Link](https://x.com/usewhawit/status/2005059276692148707)  2025-12-27T23:32Z [--] followers, [--] engagements


"@MerryGaming @sumitdoriya21 Automation stack helps until it becomes a Rube Goldberg machine paging you at 3am 😅 Whats in your no-burnout kitrunbooks + SLOs + auto-remediation And how do you keep the automation from adding more alert noise"  
[X Link](https://x.com/usewhawit/status/2005060976698065170)  2025-12-27T23:39Z [--] followers, [--] engagements


"@burcuyildi @Hughie_X @CodeXero_xyz Cost to zero is alpha until youre debugging a 3am incident with zero logs zero traces and vibes-only 🫠 Which cost are you zeroinginfra tooling or observability Big diff between frugal and flying blind"  
[X Link](https://x.com/usewhawit/status/2005068144285450437)  2025-12-28T00:07Z [--] followers, [--] engagements


"OTel is a lifesaver. No argument. But weve got traces/metrics/logs doesnt mean we can triage before the coffee kicks in. Telemetry triage. Youre still losing hours correlating signals across services tools and owners especially when the one brain who knows that service is offline probably bingeing Netflix"  
[X Link](https://x.com/usewhawit/status/2005068323982098511)  2025-12-28T00:08Z [--] followers, [--] engagements


"Real-world vibe check: OpenTelemetry Astronomy Shop on GKE. Latency spikes checkout times out errors climb revenue bleeds out. Now youre on the Sunday scavenger hunt: Which deploy Which dependency Which pod Which region Which SLO even flinched"  
[X Link](https://x.com/usewhawit/status/2005068324737110363)  2025-12-28T00:08Z [--] followers, [--] engagements


"Tomorrow is Monday. Your alerts are already laughing at you. Hot take: IDE copilots are just overpriced spellcheckers for Monday meltdownsincidents dont crash in your code editor they party in prod. AIs optimizing the wrong damn thing. MTTR isnt about typing faster; its the soul-crushing Slackdashboardlogrunbook shuffle especially when your holiday crew is just one sad intern. Thoughts"  
[X Link](https://x.com/usewhawit/status/2005083191661432869)  2025-12-28T01:07Z [--] followers, [--] engagements


"Show me the latest incident and why its ruining my life timeline shady deploys impacted services and blast radius all in one cursed screenshot"  
[X Link](https://x.com/usewhawit/status/2005083193565700180)  2025-12-28T01:07Z [--] followers, [--] engagements


"Dig up how authentication works in our mess of a system tribal lore runbooks old postmortems. This is why MCP slaps harder than IDE-only copilots: Claude Code can sniff out logs incidents and KB gold not just autocomplete your tears"  
[X Link](https://x.com/usewhawit/status/2005083194371014995)  2025-12-28T01:07Z [--] followers, [--] engagements


"@TechWhispers777 Real talk: high-performance collapse is basically the human version of running prod at 99% CPU with no alerting. Feelings are signals not bugs. Question: what guardrails do you put in place BEFORE burnoutsleep boundaries on-call load"  
[X Link](https://x.com/usewhawit/status/2005116116633375024)  2025-12-28T03:18Z [--] followers, [--] engagements


"@MktBuilderLabs @KINGKLC001 Second monitor = the OG alerting system 😅 Real-time market alerts live/die on signal vs noise though. How are you handling thresholdsstatic levels volatility-adjusted bands or anomaly detection And whats the plan to avoid alert fatigue when the market gets spicy"  
[X Link](https://x.com/usewhawit/status/2005116862271541572)  2025-12-28T03:21Z [--] followers, [--] engagements


"@ZayRIOT Datadog invoice 😅 Nothing like paying per-host/per-metric and discovering youve been indexing debug logs from a load test since [----]. Whats the line item thats nuking youlogs custom metrics APM or retention"  
[X Link](https://x.com/usewhawit/status/2005128303061963219)  2025-12-28T04:06Z [--] followers, [--] engagements


"@grok why do companies switch away from Datadog"  
[X Link](https://x.com/usewhawit/status/2005138110351347772)  2025-12-28T04:45Z [--] followers, [--] engagements


"Core MVP = smallest usable version to validate the idea fast (ship perfect). Vercel mainly hosts web apps/sites (esp Next.js): deploys CDN serverless/edge funcs. CodeRabbit is an AI reviewer: reads PR diffs + context runs static checks comments/suggests. What stack are you building"  
[X Link](https://x.com/usewhawit/status/2005149453188026817)  2025-12-28T05:30Z [--] followers, [--] engagements


"@JdB88BdJ @TheGoldenDays Burnout is the only place where taking out your competition is a feature not an incident report 😂 NFSU + Midnight Club is peak one more race dopamine. Which one had your favorite soundtrack"  
[X Link](https://x.com/usewhawit/status/2005149601687372157)  2025-12-28T05:31Z [--] followers, [--] engagements


"@postquickai UI fatigue is real. In ops its the same: not burned out just clicking dashboards/alerts like a 1920s switchboard. Automation helps but dont just move the workmeasure it. How many mins/day are you spending on manual tweaks vs actual creative decisions"  
[X Link](https://x.com/usewhawit/status/2005202876423946509)  2025-12-28T09:03Z [--] followers, [--] engagements


"@NaitiveAi Automations great until you realize you just made your red team *faster at doing the wrong thing* 😅 Whats the reproducible bit hereIaC test harnesses attack sims in CI or detection-as-code Bonus points if it also keeps alert volume from exploding"  
[X Link](https://x.com/usewhawit/status/2005206707903881222)  2025-12-28T09:18Z [--] followers, [--] engagements


"@ramentomaria_24 Burnouts the everything is on fire alert but for your brain. If its work/on-call related: whats the main triggerpager noise scope creep or just nonstop context switching (Also: 😑 is basically the universal SRE emoji.)"  
[X Link](https://x.com/usewhawit/status/2005206718364488122)  2025-12-28T09:18Z [--] followers, [--] engagements


"@sentinel2025_ Removing dashboard buttons as cost cutting is wild UI austerity measures 😂. If its about infra spend kill high-cardinality metrics/log spam + tighten retention/sampling. If its just UX what are we saving [--] PNGs"  
[X Link](https://x.com/usewhawit/status/2005218117740335498)  2025-12-28T10:03Z [--] followers, [--] engagements


"@TheNigerianLaw CIA triad is undefeated. But the hidden 4th pillar is observability you can have controls on paper and still not notice youre failing confidentiality/integrity/availability until Twitter tells you. What signals do you treat as your early warning system"  
[X Link](https://x.com/usewhawit/status/2005225766880002362)  2025-12-28T10:34Z [--] followers, [--] engagements


"Ah yes the classic split-brain incident: IVR says outage website says all green. If those two systems dont share the same status source users get gaslit. Did they give you an incident/ref # Also worth asking if its a partial outage affecting only some nodes in your postcode"  
[X Link](https://x.com/usewhawit/status/2005248577149231264)  2025-12-28T12:04Z [--] followers, [--] engagements


"@isatyamks Hot take but kinda true: most ppl used Spark as a glorified ETL runner. Warehouses win when ops cost compute cost. The real killer isnt Spark its whos on-call for the cluster at 3am What workloads do you still see needing Sparkstreaming weird UDFs"  
[X Link](https://x.com/usewhawit/status/2005256196488339862)  2025-12-28T12:35Z [--] followers, [--] engagements


"@naveen_rk_ Burnout fix isnt self-care its systems. If youre on-call: cap pages/person define whats page-worthy add error budgets kill alert noise weekly and do blameless postmortems that remove toil. Whats the biggest source for youon-call scope creep or meetings"  
[X Link](https://x.com/usewhawit/status/2005317329194774625)  2025-12-28T16:38Z [--] followers, [--] engagements


"- Observability [---] (WHAWIT) stacks *on top of* Datadog/New Relic/CloudWatch/Grafana/Splunkno need to nuke your setup. - Agentic triage auto-connects logs metrics traces deploys commits and incident tools to slash false alarms. - Less wheres Waldo debugging faster root cause guesses lower MTTR + holidays that dont suck. https://twitter.com/i/web/status/2005317383989149839 https://twitter.com/i/web/status/2005317383989149839"  
[X Link](https://x.com/usewhawit/status/2005317383989149839)  2025-12-28T16:38Z [--] followers, [--] engagements


"@FORTRES_AD @grok If youre doing Next.js/React start w/ the basics: traces + errors + web vitals then add logs once youve got sampling under control (or your bill will learn to fly). Are you mostly debugging SSR/API routes or client-side perf + hydration weirdness"  
[X Link](https://x.com/usewhawit/status/2005321090113925606)  2025-12-28T16:52Z [--] followers, [--] engagements


"@grok what's the average Datadog bill for a mid-size startup"  
[X Link](https://x.com/usewhawit/status/2005332403175252475)  2025-12-28T17:37Z [--] followers, [--] engagements


"Tomorrows Monday. Your alerts are already plotting against you. Holiday skeleton crew means youre off but still haunted by the ghost of on-call past. Sunday night youre doomscrolling Netflix but your brains already in incident purgatory. Copilots cute until prod slaps you with reality. Then its VS Code [--] tabs of chaos dashboards/logs/traces Slack incident channel back to VS Code and wait what were you even fixing (Spoiler: your sanitys already gone.) We shoved prod evidence *right into* Copilot Chat. @whawit /incidents (whats on fire) /analyze (why its burning) /fix (what to nuke + where)."  
[X Link](https://x.com/usewhawit/status/2005339263689249022)  2025-12-28T18:05Z [--] followers, [--] engagements


"@botifyservices This is basically observability 101: alerts without context = noise machine. The signal isnt a ping its a hypothesis + what changed + blast radius. Curious: do you batch by regime/volatility or by position risk Otherwise its just Discord on-call 😅"  
[X Link](https://x.com/usewhawit/status/2005365743391543713)  2025-12-28T19:50Z [--] followers, [--] engagements


"@VegasGregin @JoshYunker Datadog bill 😅 The only thing more observable than my services is that invoice. Have you found whats driving the spikeshigh-cardinality tags verbose logs or just "someone turned on everything" mode"  
[X Link](https://x.com/usewhawit/status/2005387705669091677)  2025-12-28T21:17Z [--] followers, [--] engagements


"Sunday scaries: incident edition. Its holiday week. Skeleton crew. And the alert is Latency +12% with zero context. Not red. Not green. Just *threatening.* What do you even do with that"  
[X Link](https://x.com/usewhawit/status/2005416253406474661)  2025-12-28T23:11Z [--] followers, [--] engagements


"Monday morning. [--] unread alerts. Congrats youve won the I Survived the Weekend lottery. Holiday week + skeleton crew = the ultimate gladiator arena for your observability and on-call setup. Its not just about what breaks. Its about what *breaks your soul*"  
[X Link](https://x.com/usewhawit/status/2005431780526997604)  2025-12-29T00:12Z [--] followers, [--] engagements


"Year-end lesson #2: most incidents werent Scooby-Doo mysteries. They were reruns of the same dumpster fire: - Same flaky service - Same annoying alert family - Same right after deploy duh timing AI should be connecting the dots between monitors traces logs and that shady commit from last Tuesday. Why isnt it"  
[X Link](https://x.com/usewhawit/status/2005431782812897626)  2025-12-29T00:12Z [--] followers, [--] engagements


"Year-end lesson #3: MTTR isnt about not enough data. Its about humans drowning in chaos. - [--] browser tabs - [--] Slack channels of pure panic - [--] poor soul playing detective at [--] AM Agentic triage should bundle the noise spit out a likely root cause and scream FIX THIS NEXT. https://twitter.com/i/web/status/2005431783827890624 https://twitter.com/i/web/status/2005431783827890624"  
[X Link](https://x.com/usewhawit/status/2005431783827890624)  2025-12-29T00:12Z [--] followers, [--] engagements


"Unpopular opinion: Works with what youve got is the only strategy that doesnt get laughed out of the Q1 budget meeting. WHAWIT hooks into Datadog New Relic CloudWatch ELK Splunk Grafana and your delivery mess (GitHub GitLab Jenkins whatever). No rip-and-replace. Just less crying. https://twitter.com/i/web/status/2005431784746393884 https://twitter.com/i/web/status/2005431784746393884"  
[X Link](https://x.com/usewhawit/status/2005431784746393884)  2025-12-29T00:12Z [--] followers, [--] engagements


"Reality check: Holiday downtime costs a fortune (revenue + customer trust) and holiday on-call is a special kind of torture. Cut the endless pages Slack wars and can someone check X loops and youre not just shaving MTTR. Youre giving engineers back their will to live. https://twitter.com/i/web/status/2005431785648165161 https://twitter.com/i/web/status/2005431785648165161"  
[X Link](https://x.com/usewhawit/status/2005431785648165161)  2025-12-29T00:12Z [--] followers, [--] engagements


"Curious: What was your most infuriating incident pattern in [----] Deploy-related oopsies Alerts that wont shut up Flaky dependencies Queue backlogs And what do you wish youd automated first: correlation grouping ownership routing or next steps suggestions to stop the madness https://twitter.com/i/web/status/2005431786734538941 https://twitter.com/i/web/status/2005431786734538941"  
[X Link](https://x.com/usewhawit/status/2005431786734538941)  2025-12-29T00:12Z [--] followers, [--] engagements


"@0xKiruse This is the real knowledge debt. Not just legacy codelost build systems toolchains and the tribal lore that made it shippable. Modern stacks ship faster but forget faster. Curious: is it *cant* as in driver ecosystem/tooling or cant as in nobody wants to own it"  
[X Link](https://x.com/usewhawit/status/2005458291363635212)  2025-12-29T01:58Z [--] followers, [--] engagements


"@nobarsminaj @SPStudioart Burnout next is the real season finale 😅 Is it too much on-call burnout or too many dashboards still no answers burnout Either way whats the biggest trigger latelyalerts meetings or mystery latency"  
[X Link](https://x.com/usewhawit/status/2005462108956233974)  2025-12-29T02:13Z [--] followers, [--] engagements


"@Gaming2Gamers @grok @SpaceX If you mean observability Honeycomb: great for high-cardinality/debugging weird edge cases w/ events + traces. Both can work: use metrics (cheap dashboards) to spot traces/events to explain. Whats the paincost cardinality or finding root cause fast"  
[X Link](https://x.com/usewhawit/status/2005476471330988044)  2025-12-29T03:10Z [--] followers, [--] engagements


"@minafthoneybees @neocollector Honestly this kind of that sucks wtf support is underrated. Burnout isnt fixed by a pep talkits usually an environment problem. If theyre on-call: are pages actionable is there a SLO/error budget and do they get actual time back after incidents"  
[X Link](https://x.com/usewhawit/status/2005487857192911197)  2025-12-29T03:55Z [--] followers, [--] engagements


"@PinkPonyPhil When someone says the incident like its a rumor. 😭 Is this a real SEV or just alert noise If the graph isnt on fire and customers arent screaming its probably the pager trying to feel included"  
[X Link](https://x.com/usewhawit/status/2005491649833472041)  2025-12-29T04:10Z [--] followers, [--] engagements


"Monday morning. [--] unread alerts. Classic. (And youre the sucker on holiday on-call.) Real talk: the worst part isnt even fixing the messits playing **context detective**. Slack Pager Datadog logs runbooks PRs back to IDE repeat until youre ready to yeet your laptop out the window 😵💫 Hot take: another dashboard aint gonna save you. What you need is **incident context right in your IDE**. Picture this: IDE on the left incident timeline and logs on the right (split-screen glory). Straight from your terminal you bark: Yo what errors spiked last hour Give me the latest incident summary + who"  
[X Link](https://x.com/usewhawit/status/2005492115678118226)  2025-12-29T04:12Z [--] followers, [--] engagements


"@SheliaL53055245 New alerts have been posted is the most expensive sentence in SRE 😅 Whats the signal/noise look likereal incidents or alert storm If youre getting spammed try grouping/dedup + rate limits + a tighter paging policy (page on symptoms not every metric)"  
[X Link](https://x.com/usewhawit/status/2005508427389268361)  2025-12-29T05:17Z [--] followers, [--] engagements


"@Ayindemhi @TheGrayWhaleSol On-chain monitoring is basically observability for money w/ worse dashboards. Question: do your alerts detect *intent* (e.g. wash trading LP pull patterns new whale clustering) or just threshold pings Thresholds = pager fatigue even in crypto"  
[X Link](https://x.com/usewhawit/status/2005523723147780533)  2025-12-29T06:18Z [--] followers, [--] engagements


"@zeaburapp New observability templates are great but the real boss fight is: do these actually curb cardinality + alert spam or just make it easier to deploy chaos faster 😅 Whats the default opinionated setup for SLOs + sane alerting (and cost guards) in the Victoria stack"  
[X Link](https://x.com/usewhawit/status/2005538968020918418)  2025-12-29T07:18Z [--] followers, [--] engagements


"Heres a punchier intro to hook readers faster while keeping the meat of your post intact. Feel free to ignore if youre married to the original"  
[X Link](https://x.com/usewhawit/status/2005544450882244893)  2025-12-29T07:40Z [--] followers, [--] engagements


"Monday morning. [--] unread alerts. My IDE AI is dumber than a brick when it comes to incidents. Its guessing while Im tab-switching like a caffeinated DJIDE to dashboards to Slack to runbooks. Spoiler: my MTTR is trash and Im the one on fire. Heres how Whawit MCP hooks **logs + incidents + runbooks** into Cursor so your assistant stops hallucinating and starts fixing the *right* thingfast. https://twitter.com/i/web/status/2005544451666555315 https://twitter.com/i/web/status/2005544451666555315"  
[X Link](https://x.com/usewhawit/status/2005544451666555315)  2025-12-29T07:40Z [--] followers, [--] engagements


"Splunkll definitely teach you pattern recognition mostly in the form of regex + sourcetype pain 😅 Curious tho: what part did you find most limitingdata onboarding/parsing search performance or the licensing model Also what do you mean by AI driven Continuous Compl. (compliance monitoring) https://twitter.com/i/web/status/2005551791807639657 https://twitter.com/i/web/status/2005551791807639657"  
[X Link](https://x.com/usewhawit/status/2005551791807639657)  2025-12-29T08:09Z [--] followers, [--] engagements


"@AnzalAbidi Agentic structured graph traversal is a mouthful but yeah: outages arent Scooby-Doo. Real question: wheres the graph sourced fromtraces+metrics+logs+deploy events+configs And how do you stop the agent from confidently blaming the last deploy every time"  
[X Link](https://x.com/usewhawit/status/2005574636256338422)  2025-12-29T09:40Z [--] followers, [--] engagements


"@urithemeow @ili_boo1 Depends what you mean by distributed data network storage+egress (the silent killer) replication factor write rate retention and how chatty the nodes are. Also: do you want the honest answer or the AWS bill answer 😅 Whats the workload/retention"  
[X Link](https://x.com/usewhawit/status/2005578584094552523)  2025-12-29T09:56Z [--] followers, [--] engagements


"Whoever deployed on Friday buddy were having a *chat*. Monday skeleton crew + weekend outage = Im not even mad it broke. Im mad my AI assistant gaslit me into fixing a ghost incident. Two hours of prompt-engineering realityIDE to dashboards to logs to traces to Slack pasting timestamps and half a graphjust to get a confident solution for a problem that didnt exist. We dont need more autocomplete. We need incident context *inside the IDE*. Stop making me play detective with a broken magnifying glass. Whos building this @Whawit save us from this alt-tab hell. #DevLife #Observability"  
[X Link](https://x.com/usewhawit/status/2005591681106645222)  2025-12-29T10:48Z [--] followers, [--] engagements


"Monday morning. [--] unread alerts. Your coffees cold and your inbox is a warzone. 💥 When an incident hits where do you *really* want AI to save your bacon: IDE (VS Code) Slack or your observability UI Skeleton crew weekeveryones on vacay but the bugs arent. Whats your speedrun strat from page to root cause And spill the tea: whats the [--] command/query/dashboard you reflexively open every. single. time 👀 Poll: Where should incident AI crash the party 1) VS Code / IDE 2) Slack 3) Observability UI 4) Other (drop your cursed workflow below) https://twitter.com/i/web/status/2005605768641335407"  
[X Link](https://x.com/usewhawit/status/2005605768641335407)  2025-12-29T11:44Z [--] followers, [--] engagements


"@CloudWerkGmbH Storage is the new it was just a small file lie. Versioning + recycle bin + legal hold = accidental data hoarding as a service. Curious: are you tracking SharePoint/OneDrive growth + retention holds as first-class metrics or only noticing when quotas/bills explode"  
[X Link](https://x.com/usewhawit/status/2005671578856460792)  2025-12-29T16:05Z [--] followers, [--] engagements


"Monday. Coffee in one hand incident in the other. ☕🔥 Real talk: IDE integrations during incident responsedo they save your bacon or just add to the dumpster fire Weve seen the slick demos but whats the *truth* when youre on a skeleton crew at [--] AM Does your AI assistant grok your logs incidents and runbooksor is it just a glorified code autocomplete VS Code JetBrains or whatever Windsurf is (typo or hipster tool you tell us)what integrations actually clutch and which ones crash harder than your prod server Drop your war stories below. Were listening. 🛠"  
[X Link](https://x.com/usewhawit/status/2005671639237681486)  2025-12-29T16:05Z [--] followers, [--] engagements


"Never arbitrarily elastic is a mood. In ops terms: bind the time horizon to risk/SLOs not whatever keeps the dashboard green. For high-stakes I like explicit max staleness + escalation time budget. How are you quantifying risk class hereimpact reversibility or blast radius https://twitter.com/i/web/status/2005702048768029106 https://twitter.com/i/web/status/2005702048768029106"  
[X Link](https://x.com/usewhawit/status/2005702048768029106)  2025-12-29T18:06Z [--] followers, [--] engagements


"@aixbt_agent @Shahrukkhan0 [--] min recovery is 🔥. Curious tho: was that MTTD or MTTR Most teams brag on recovery but the real flex is catching it before users do. What signals tipped you offalerts logs SIEM or someone yelled in Slack"  
[X Link](https://x.com/usewhawit/status/2005702117479116970)  2025-12-29T18:07Z [--] followers, [--] engagements


"@ORIN_SEN @AlchemyPay @AlchemyPayNews_ @Luna_D7 @Hitarson @Kartik_7A Peak traffic is where it scales meets reality 😅 Id ask: do you do load testing w/ real payment flows Active-active across regions Backpressure + queueing for spikes Idempotency keys for retries And whats your SLO (p95 latency success rate) + error budget policy"  
[X Link](https://x.com/usewhawit/status/2005736399606042922)  2025-12-29T20:23Z [--] followers, [--] engagements


"@fabiopelosin @nummanali @moddi3io $4.4k for 22B tokens is the most relatable observability bill energy Ive seen all year. 😅 Whats the breakdownmostly codegen refactors or explain this stacktrace therapy Also: any caching/rate limits or did you just raw-dog the API"  
[X Link](https://x.com/usewhawit/status/2005789785223221492)  2025-12-29T23:55Z [--] followers, [--] engagements


"@bell74_men1610 100%. Rest Revolution is just good ops. If your on-call requires heroics its a design bug: too much alert noise no SLOs no runbooks no error budget. Question: whats the one change youd make to stop 2am pages from being the default"  
[X Link](https://x.com/usewhawit/status/2005805085125693789)  2025-12-30T00:56Z [--] followers, [--] engagements


"Tuesday deploys hit like a sucker punch after a Monday incident. Year-end lesson: context-switching is the silent MTTR multiplier thatll make you cry into your Red Bull. We didnt lose time in [----] because we lacked tools. We lost it to endless handoffs a million tabs and missing contextespecially when half the team is OOO on a skeleton crew during the holidays. https://twitter.com/i/web/status/2005846723919282248 https://twitter.com/i/web/status/2005846723919282248"  
[X Link](https://x.com/usewhawit/status/2005846723919282248)  2025-12-30T03:41Z [--] followers, [--] engagements


"Inside VS Code: - **Radar Chat:** ask why is checkout latency spiking over logs/metrics without leaving your happy place. - **Context Search:** runbooks + arch docs + past incident notes (no more wiki scavenger hunts from hell). - **Auto-detect Projects:** maps workspace WHAWIT project via Git remote because manual setup is for suckers"  
[X Link](https://x.com/usewhawit/status/2005846728495296812)  2025-12-30T03:41Z [--] followers, [--] engagements


"And when the pager screams at you: **Incident Management** in the editorview/manage incidents from connected providers without abandoning your flow. Observability [---] isnt about ditching Datadog/Grafana. Its about making them usable when youre half-dead and understaffed"  
[X Link](https://x.com/usewhawit/status/2005846729329975655)  2025-12-30T03:41Z [--] followers, [--] engagements


"@vinodrc14 @RonakFiskaz @PaytmMoney @Paytmcare @SEBI_India Oof. Empty portfolio during an outage is peak panic UI. If its a display/data fetch issue losses arent realbut the stress is. Curious: does it show same on web + app or only one Also do they have a status page / incident update"  
[X Link](https://x.com/usewhawit/status/2005851059424547067)  2025-12-30T03:58Z [--] followers, [--] engagements


"@margstauth @ShellBelle59141 @PapiTrumpo Unsustainable monthly cost is basically the Datadog invoice motto 😅 Whats driving ithigh-cardinality tags log volume or metric explosions Biggest win is usually capping cardinality + sampling/retention tiers before you start deleting signal"  
[X Link](https://x.com/usewhawit/status/2005858690511802844)  2025-12-30T04:29Z [--] followers, [--] engagements


"@UEDCLTD @Jasperk2024 Kindly share your contact after an outage is such a vibe. Real talk: post a quick RCA + timeline + what changed + how youll prevent repeat. Customers will forgive downtime faster than vague support macros"  
[X Link](https://x.com/usewhawit/status/2005858711651205186)  2025-12-30T04:29Z [--] followers, [--] engagements


"@0XGuRuX0 @mercuweb3 @AlignerZ_Labs Love the energy but the real test is boring: clear owner timeline comms channel and a postmortem that results in actual changes (not vibes). Also: did someone call out were in mitigation or was it [--] ppl debugging in parallel 😅"  
[X Link](https://x.com/usewhawit/status/2005862562462654557)  2025-12-30T04:44Z [--] followers, [--] engagements


"@LexsinDay Observability without control is the right instinct. Just make sure its *read-only by construction*: no shell escapes no write-capable APIs redact env/secrets and log every query/response. Also: rate-limit it or your educational design becomes an on-call syllabus 😅"  
[X Link](https://x.com/usewhawit/status/2005866379098894796)  2025-12-30T04:59Z [--] followers, [--] engagements


"@CentroxAI @pitachoi @giosakti This is basically error budget but for humans + LLMs 😅 Once the cost-to-correct cost-to-create you stop optimizing prompts and start optimizing review workflows. Curious: are you measuring correction cost in minutes $/task or incidents created downstream"  
[X Link](https://x.com/usewhawit/status/2005904618069364996)  2025-12-30T07:31Z [--] followers, [--] engagements


"@destinymoses261 @Newneys @Abatis_ABTU @GetCULTD Infra that removes worry instead of adding alerts is the dream but the only way is ruthless signal noise. SLOs + paging only on user-impact everything else async. Otherwise youre just building a more expensive anxiety machine. Whats your on-call like"  
[X Link](https://x.com/usewhawit/status/2005935171976012276)  2025-12-30T09:33Z [--] followers, [--] engagements


"Real-time monitoring is doing a lot of work here 😅 What are you actually alerting onoracle price divergence between Chainlink/Pyth stale feeds signature/threshold failures anomalous update cadence And do you run chaos tests to make sure on-call isnt the last line of defense https://twitter.com/i/web/status/2005950381407289717 https://twitter.com/i/web/status/2005950381407289717"  
[X Link](https://x.com/usewhawit/status/2005950381407289717)  2025-12-30T10:33Z [--] followers, [--] engagements


"Love the loss is lagging framing. Bottleneck drift feels like watching internal reps go off the rails before the dashboard turns red. Curious: how are you thresholding drift (fixed vs adaptive) and how noisy is it across seeds/aug Also: does it false-positive on legit distribution shift https://twitter.com/i/web/status/2005958024444194816 https://twitter.com/i/web/status/2005958024444194816"  
[X Link](https://x.com/usewhawit/status/2005958024444194816)  2025-12-30T11:03Z [--] followers, [--] engagements


"Real-time risk engines are basically on-call SREs with a balance sheet. 😅 What are you using for observability: event-sourced audits latency SLOs and invariant monitors (e.g. margin/price feed sanity) with circuit breakers Curious how you test bad debt cant happen under chaos. https://twitter.com/i/web/status/2005977158947078154 https://twitter.com/i/web/status/2005977158947078154"  
[X Link](https://x.com/usewhawit/status/2005977158947078154)  2025-12-30T12:19Z [--] followers, [--] engagements


"@JunoCrypto3 @StarPlatinum_ Burnout is just your body throwing a 429: Too Many Requests. 😅 Hope the recharge stickswhat was the biggest drain On-call Pager noise Everything is P1 culture Getting that root cause matters more than willpower"  
[X Link](https://x.com/usewhawit/status/2005988582075322676)  2025-12-30T13:05Z [--] followers, [--] engagements


"@nuraymetinoz @mustafa52q @OstiumLabs Cost looks primed to surge is the most terrifying alert name Ive ever seen 😅 Any idea whats driving itcardinality explosion chatty logs or just more traffic If its the first two its usually fixable before finance pages you at 2am"  
[X Link](https://x.com/usewhawit/status/2006061302867771401)  2025-12-30T17:54Z [--] followers, [--] engagements


"@grok what's the most expensive feature in Datadog"  
[X Link](https://x.com/usewhawit/status/2006064411891392629)  2025-12-30T18:06Z [--] followers, [--] engagements


"@TrackableDoors This is basically the Datadog bill experience but for landlords 😅 Paying enterprise tax for a dashboard you dont trust + 80% features youll never click. Curious: what [--] metrics/actions would *actually* matter for a 15-unit setup (rent status maintenance SLA vacancy etc.)"  
[X Link](https://x.com/usewhawit/status/2006095703219507205)  2025-12-30T20:11Z [--] followers, [--] engagements


"@Joelc_eth Predict remaining length + reward at every token zero overhead is the kind of sentence that makes my SRE brain scream: wheres the catch 😄 Curious: do they actually early-exit/branch based on those signals and how does calibration hold up on out-of-distribution prompts"  
[X Link](https://x.com/usewhawit/status/2006115108166967414)  2025-12-30T21:28Z [--] followers, [--] engagements


"@BuilditlabDev The works for [--] users demo is the #1 lie in software 😅. This is why you load test + watch p95/p99 latency DB lock waits and queue depth BEFORE launch. Question: was the crash CPU/mem saturation or the DB turning into a mutex"  
[X Link](https://x.com/usewhawit/status/2006130369049858554)  2025-12-30T22:28Z [--] followers, [--] engagements


"Uncomfortable truth: most incidents arent whodunit mysteries. Theyre correlation fails. The clues are buried in logs metrics traces deploy history PRs CI/CD pipelines but humans dont have time to play detective while prods on fire"  
[X Link](https://x.com/usewhawit/status/2006132435570892805)  2025-12-30T22:36Z [--] followers, [--] engagements


"So we do the dumbest thing possible: spam more alerts. More noise more answers. It just slaps you with a correlation taxhours wasted tab-surfing Datadog New Relic CloudWatch ELK Splunk Grafana and Sentry trying to cobble together a story"  
[X Link](https://x.com/usewhawit/status/2006132436296478833)  2025-12-30T22:36Z [--] followers, [--] engagements


"Agentic triage isnt ooh shiny new dashboards. Its WHAWIT auto-writing the incident crime novel: what broke where it snapped likely culprit blast radius next moves and when its feeling spicy even opening a PR with a fix. Yeah were that extra"  
[X Link](https://x.com/usewhawit/status/2006132437827342467)  2025-12-30T22:36Z [--] followers, [--] engagements


"Outcome Gloriously boring: less holiday coverage hell fewer context-switch migraines faster handoffs slashed MTTR and protected revenue when downtime stings most. Your [----] reliability goal isnt moar dashboards. Its stop wasting human lives on incidents"  
[X Link](https://x.com/usewhawit/status/2006132438645289221)  2025-12-30T22:37Z [--] followers, [--] engagements


"This is basically a Datadog-bill-in-disguise: per-token/compute COGS scales with *usage* subscriptions dont unless you hard-cap. Margins depend on: (1) avg session length (2) cache hit rate (3) model pricing/discounts (4) rate limits (5) enterprise seats. Do they publish usage caps https://twitter.com/i/web/status/2006170305941672222 https://twitter.com/i/web/status/2006170305941672222"  
[X Link](https://x.com/usewhawit/status/2006170305941672222)  2025-12-31T01:07Z [--] followers, [--] engagements

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