@saeedmaktek Avatar @saeedmaktek saeed anwar

saeed anwar posts on X about ai, systems, llm, open ai the most. They currently have [---] followers and [----] posts still getting attention that total [------] engagements in the last [--] hours.

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Social Influence

Social category influence technology brands finance stocks cryptocurrencies social networks celebrities countries travel destinations vc firms automotive brands

Social topic influence ai, systems, llm #1417, open ai, health, vibe coding #1348, agentic #1970, redis, money, prompt engineering

Top accounts mentioned or mentioned by @tomdoerr @konnexworld @openai @grok @elonmusk @svpino @datachaz @brankopetric00 @langchainai @benjamindekr @theahmadosman @cursorai @claudeai @marionawfal @brandgrowthos @sama @hiveecho @ramanfr @dspyoss @github

Top assets mentioned Alphabet Inc Class A (GOOGL)

Top Social Posts

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

"Just completed a stellar chatbot project and I'm sharing the code Need a boost in your Al work Comment 'code' for a snippet that could elevate your project. Let's grow together * #ai #Chatbots) #aichat #ChatGPT4 #openai #TechCommunit"
X Link 2023-11-26T22:04Z [--] followers, [--] engagements

"To scrape any website from anywhere in the world in just [--] seconds using only [--] lines of code.terminal. here is the link of code : free Ai community : https://whatsapp.com/channel/0029Va9wfvYDTkK77ygSb81n https://github.com/saeedmaktekai/free-web-scraper https://whatsapp.com/channel/0029Va9wfvYDTkK77ygSb81n https://github.com/saeedmaktekai/free-web-scraper"
X Link 2024-09-04T06:53Z [--] followers, [--] engagements

"I remember when they liked [--] percent of my chatbot development customers. I used to panic at DevDay announcements. Now I see them differently: Every feature OpenAI commoditizes = a new foundation to build on. They're removing my bottlenecks not my business. Excited to see How many startups will @OpenAI bury today https://t.co/OXfPR2oymC How many startups will @OpenAI bury today https://t.co/OXfPR2oymC"
X Link 2025-10-06T14:48Z [--] followers, [---] engagements

"OpenAI just dropped Sora [--] API in preview. As someone building AI agents this changes everything. Here's what just became possible"
X Link 2025-10-07T08:30Z [--] followers, [--] engagements

"LangChain just published something that changes how I think about AI agents vs workflows. The takeaway: We've been solving the wrong problem. Here's the framework"
X Link 2025-10-07T17:36Z [--] followers, [---] engagements

"@ManiFest_GENAI human-in-the-loop is underrated. saved me multiple times in production when agents need approval before executing critical actions"
X Link 2025-10-08T06:59Z [--] followers, [--] engagements

"@virattt @LangChainAI 100% agree. LangGraph's state management + checkpointing saved me weeks on a multi-agent RAG system. The graph-based approach makes agent orchestration actually debuggable. No more black-box chains breaking in production"
X Link 2025-10-08T13:16Z [--] followers, [--] engagements

"Anthropic just dropped a new paradigm: Context Engineering ๐Ÿ”ฅ Prompt engineering is dead. The future is about managing WHAT the AI sees not just HOW you ask. Key insight: Context is finite. Engineering it = deciding what info gets the limited token budget. ๐Ÿ“– https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents"
X Link 2025-10-08T23:00Z [--] followers, [--] engagements

"@BrandGrowthOS This is exactly why automation matters. The speed of first contact directly impacts conversion. n8n workflows like this eliminate the human delay factor completely. What's your stack for the actual calling - Twilio"
X Link 2025-10-09T11:12Z [--] followers, [--] engagements

"Building AI agents with persistent memory just got easier. Mem0 + Weaviate is production-ready: LLM extracts memory Vector search storage CRUD operations Scales beyond chat history The memory layer most frameworks ignore. https://github.com/weaviate/recipes/blob/main/integrations/llm-agent-frameworks/mem0/quickstart_mem0_with_weaviate.ipynb https://github.com/weaviate/recipes/blob/main/integrations/llm-agent-frameworks/mem0/quickstart_mem0_with_weaviate.ipynb"
X Link 2025-10-09T17:20Z [--] followers, [--] engagements

"MCP server toggling with @-mentions is clean UX. The 1.4k token reduction in system prompt is hugethat's more room for actual context. Claude Code getting better at the details that matter for daily workflow. https://x.com/AnthropicAI/status/1976141850672308386 claude code shipped a couple of updates ๐Ÿ”ฅ - you can now enable/disable MCP servers by @-mentioning them - reduced system prompt by 1.4k tokens - ctrl + g shortcut to edit prompts in your text editor - tab completion for shell commands in bash mode https://t.co/tsokkh18NE https://x.com/AnthropicAI/status/1976141850672308386 claude code"
X Link 2025-10-09T17:45Z [--] followers, [--] engagements

"DSPy's approach to prompt optimization is fascinating. Instead of manual prompt engineering let the framework learn what works best"
X Link 2025-10-09T23:16Z [--] followers, [--] engagements

"LangChain just solved IDE documentation chaos. mcpdoc is an MCP server that exposes llms.txt files to Cursor Windsurf Claude Code. Why it matters: Full control over what docs your AI sees Audit every tool call + context returned Works with LangGraph LangChain out of the box No more opaque file retrieval. You control the context. Setup in [--] minutes with uvx. https://github.com/langchain-ai/mcpdoc https://github.com/langchain-ai/mcpdoc"
X Link 2025-10-09T23:30Z [--] followers, [--] engagements

"@TheAhmadOsman Local agentic coding on consumer hardware is a game changer. Question: How's the inference speed on 4x 3090s Can it handle real-time coding assistance or is there noticeable latency on complex refactors #2 on SWE-Bench is impressive for a local model"
X Link 2025-10-10T19:26Z [--] followers, [---] engagements

"The MCP client ecosystem is exploding 50+ clients now support Model Context Protocol: Desktop apps: Claude Cursor Windsurf Zed CLI tools: Goose y-cli oterm Web: LibreChat NextChat Glue Mobile: BrowseWiz Witsy No-code: n8n via FLUJO MindPal Even VS Code Copilot now supports MCP through agent mode. The protocol won. Now every AI tool is racing to integrate. https://github.com/punkpeye/awesome-mcp-clients https://github.com/punkpeye/awesome-mcp-clients"
X Link 2025-10-10T23:00Z [--] followers, [--] engagements

"@sydneyrunkle V1 middleware structure looks clean for production. Question: How's the performance overhead with wrap_model_call for dynamic prompts Any latency benchmarks vs static prompts at scale"
X Link 2025-10-11T05:22Z [--] followers, [---] engagements

"Cursor Agent pro tips that actually matter: Plan Mode for feature planning Custom commands (game changer) Pass images for UI redesigns @git branch reviews Context management tricks The custom PR command alone is worth the watch ๐Ÿ”ฅ https://www.youtube.com/watchv=WVeYLlKOWc0 https://www.youtube.com/watchv=WVeYLlKOWc0"
X Link 2025-10-11T16:15Z [--] followers, [--] engagements

"@symbol @branch 3/ Custom Commands Create .cursorrules/commands folder with markdown files. Each becomes a slash command. Example: Create that auto-commits and creates PRs via GitHub CLI. One command entire workflow automated โœจ http://PR.md http://PR.md"
X Link 2025-10-11T16:17Z [--] followers, [--] engagements

"@symbol @branch 4/ Pass Images to Agent Paste screenshots directly into the chat. Want your UI to look like Spotify Wrapped Drop the image and ask. The agent will fetch new data (like artist photos) and update your components accordingly"
X Link 2025-10-11T16:17Z [--] followers, [--] engagements

"Tool lineup: ๐ŸŒค OpenWeatherMap - real-time weather data ๐Ÿ” Serper - web search results ๐Ÿงฎ Calculator - cost breakdowns ๐Ÿ“บ YouTube - travel guides ๐Ÿ’ฑ Currency converter - exchange rates All accessible through natural language. Just ask and the agent figures out what to use"
X Link 2025-10-11T18:31Z [--] followers, [--] engagements

"The Streamlit UI is clean: Chat interface with message history Loading indicators for async operations Example queries to get started Mobile responsive out of the box Easy deployment to Streamlit Cloud Makes the agent actually usable not just a notebook demo"
X Link 2025-10-11T18:31Z [--] followers, [--] engagements

"What I like about this approach: The agent can chain tools together. Ask "What's the weather in Tokyo and how much would a 3-day trip cost" It'll fetch weather search for prices do calculations and give you a comprehensive answer. That's actual utility"
X Link 2025-10-11T18:31Z [--] followers, [--] engagements

"This changes everything about how we think about model size. A 160M model matching 320M+ performance by fetching memories on-demand vs storing everything in weights. Smarter architecture bigger models. This is where we're headed. New APPLE paper says a small base model plus fetched memories can act like a bigger one. With about 10% extra fetched parameters a 160M model matches models over 2x its size. Packing all facts into fixed weights wastes memory and compute because each query needs very little. https://t.co/1M8bMouT69 New APPLE paper says a small base model plus fetched memories can act"
X Link 2025-10-12T11:38Z [--] followers, [--] engagements

"Im sharing my [--] months of work experience LangGraph tool calling fails in production for one reason nobody talks about. It's not the framework. It's how you structure the graph. After [--] months of production debugging here's what actually works"
X Link 2025-10-12T17:55Z [--] followers, [--] engagements

"Stanford just dropped ACE (Agentic Context Engineering) and it changes how we think about agent optimization. The insight: Stop compressing contexts. Start building comprehensive playbooks. Results +17% on AppWorld using a smaller model than GPT-4 ๐Ÿงต"
X Link 2025-10-12T18:55Z [--] followers, [--] engagements

"TL;DR: Context engineering prompt engineering ACE shows that evolving detailed contexts beat static prompts. Paper: If you're building agents this is required reading. What's your biggest agent context management pain point ๐Ÿ‘‡ http://arxiv.org/abs/2510.04618 http://arxiv.org/abs/2510.04618"
X Link 2025-10-12T19:13Z [--] followers, [--] engagements

"@Terfiq_ Welcome to AI Key tip: focus on being specific providing context and using examples in your prompts. Study chain-of-thought prompting and few-shot learning early. Anthropic's prompt engineering guide is excellent. Build real projects - theory alone won't cut it"
X Link 2025-10-13T06:39Z [--] followers, [--] engagements

"Training from scratch Most teams shouldn't. The real decision tree: [--]. Can you fine-tune Do that. [--]. Need custom behavior Try prompt engineering first. [--]. Still not working THEN consider training. Training is expensive. Most problems don't need it. ๐Ÿ›  How to Train Your Own LLM The Real Process Step by Step Everyone talks about training models from scratch but few explain what it actually takes. Heres the real workflow and why most teams end up fine-tuning instead. ๐Ÿ‘‡ A must-read for teams thinking about going deep https://t.co/Jikz23Drkf ๐Ÿ›  How to Train Your Own LLM The Real Process Step by"
X Link 2025-10-14T20:43Z [--] followers, [--] engagements

"2025 is the year of Agentic AI. Not bigger models. Not more parameters. Autonomous agents that plan execute and iterate without hand-holding. Here's what's actually happening in production (and why most teams are building it wrong): ๐Ÿงต"
X Link 2025-10-14T20:49Z [--] followers, [--] engagements

"1/ What is Agentic AI It's not just a chatbot with API access. Real agents: Plan multi-step workflows Use tools autonomously Handle failures and retry Learn from outcomes Make decisions without prompts Think: AI that executes tasks not just suggests them"
X Link 2025-10-14T20:49Z [--] followers, [--] engagements

"2/ By 2028: 78% of enterprise software will have agentic capabilities. That's up from nearly 0% today. Companies aren't asking "should we build agents" anymore. They're asking "which workflows do we automate first""
X Link 2025-10-14T20:50Z [--] followers, [--] engagements

"3/ The shift from SaaS to Agents: Old: You log in click buttons do the work New: Agent does it for you Andrew Ng's prediction: Teams chasing bigger models will lose to teams building agentic systems. Small specialized models giant general-purpose ones"
X Link 2025-10-14T20:50Z [--] followers, [--] engagements

"4/ Key technologies enabling this: Computer Use (Anthropic's breakthrough) MCP (Model Context Protocol) Improved tool use Better reasoning models (o1 Claude 4.5) These aren't incremental - they're step-function improvements in what agents can do"
X Link 2025-10-14T20:50Z [--] followers, [--] engagements

"5/ Real production patterns: โœ“ Agents with specific domains (finance sales research) โœ“ Multi-agent systems where agents collaborate โœ“ Human-in-the-loop for critical decisions โœ— Single mega-agent trying to do everything Specialization wins"
X Link 2025-10-14T20:50Z [--] followers, [--] engagements

"9/ The future prediction: By [----] companies will have 50-500 agents running. Each one automating a specific workflow. Each one talking to enterprise systems. Each one learning from data. The question isn't "if" - it's "which workflows first""
X Link 2025-10-14T20:51Z [--] followers, [--] engagements

"10/ Bottom line: Agentic AI isn't hype. It's happening in production right now. The winners won't be those with the biggest models. They'll be the teams who figured out: Which tasks to automate How to make agents reliable When to keep humans in the loop Build smart"
X Link 2025-10-14T20:51Z [--] followers, [--] engagements

"3/ Example: Documentation Bad for AX: "Our API is intuitive and easy to use" Good for AX: POST /api/users "name": "string" "email": "string" Returns: [---] + user_id Agents need structure not marketing copy"
X Link 2025-10-14T20:59Z [--] followers, [--] engagements

"4/ Why this matters NOW: By [----] 78% of enterprise software will have agentic capabilities. Every API will be called by agents more than humans. Every codebase will be read by AI before devs. Every error message will be parsed by models first. Design accordingly"
X Link 2025-10-14T20:59Z [--] followers, [--] engagements

"7/ Real example: Team A: Great DX messy structure Devs love it agents struggle 40% of agent tasks fail Team B: Built for AX from day [--] Agents execute 90% autonomously 5x faster iteration Good AX creates good DX. Not always the other way around"
X Link 2025-10-14T21:00Z [--] followers, [--] engagements

"8/ Bottom line: If your code is hard for AI to understand it's probably hard for humans too. Optimize for Agent Experience and you'll get: Better documentation Clearer architecture Faster onboarding (for both humans and AI) 10x productivity with agentic tools"
X Link 2025-10-14T21:00Z [--] followers, [--] engagements

"@bnarasimha21 Reliability is the hardest part. Curious what your take is on retry strategies - exponential backoff works but I've found adaptive retries based on error type more effective in production. Do you cover circuit breakers for downstream service failures"
X Link 2025-10-15T18:37Z [--] followers, [--] engagements

"@thisisqubika @databricks @LangChainAI Finance agents need deterministic behavior. Key lesson from prod: always log agent decision paths for audit trails. Also implement human-in-the-loop checkpoints for high-value transactions. Learned this the hard way"
X Link 2025-10-15T18:38Z [--] followers, [--] engagements

"@eherrerosj @DSPyOSS @lateinteraction 100% agree. Manual prompt engineering doesn't scale. DSPy's GEPA optimization is the way forward for production systems"
X Link 2025-10-16T11:15Z [--] followers, [---] engagements

"@KhuyenTran16 TimeGPT-2 looks promising for long-horizon forecasting. Foundation models are finally catching up in time series"
X Link 2025-10-16T11:16Z [--] followers, [--] engagements

"@github Haiku [---] in GitHub Copilot will be great for faster code suggestions. High performance + speed is exactly what devs need"
X Link 2025-10-16T11:16Z [--] followers, [---] engagements

"@Yampeleg Letting models explore context through code is brilliant. Agentic approaches beat static long context every time"
X Link 2025-10-16T11:31Z [--] followers, [---] engagements

"@OpenRouterAI 73% on SWE-bench Verified at 2x speed and 1/3 cost is impressive. Perfect for high-volume agentic systems"
X Link 2025-10-16T11:32Z [--] followers, [--] engagements

"@dinasaur_404 @Cloudflare Cloudflare sandboxes for untrusted code execution is crucial for AI agents. Security isolation is non-negotiable in production"
X Link 2025-10-16T11:33Z [--] followers, [--] engagements

"Agentic RAG is where production systems are heading. The shift from static retrieval to agent-driven orchestration solves the context window problem and makes RAG actually usable at scale. Worth implementing if you're still doing basic RAG. This tutorial (on YouTube) dives deep into Agentic RAG (Retrieval-Augmented Generation) and shows how to implement it using LangGraph and LangChainturning traditional RAG workflows into intelligent autonomous agent frameworks. https://t.co/uYy8UjWK3t This tutorial (on YouTube) dives deep into Agentic RAG (Retrieval-Augmented Generation) and shows how to"
X Link 2025-10-16T19:14Z [--] followers, [--] engagements

"This is huge. OpenAI + Stripe standardizing how AI agents handle transactions means we're moving from "agents that recommend" to "agents that execute". The infrastructure layer for agentic commerce is finally here. Agentic Commerce Protocol is an open standard created by @OpenAI and @stripe that enables direct conversation and transactions between buyers (and their AI agents) and businesses. Agentic Commerce Protocol is an open standard created by @OpenAI and @stripe that enables direct conversation and transactions between buyers (and their AI agents) and businesses"
X Link 2025-10-16T19:14Z [--] followers, [--] engagements

"Customer segmentation with agents is smart - it's a clear use case where RAG + structured output actually delivers ROI. K-Means + LangGraph is a solid stack for this. The key is connecting clustering results back to actionable agent workflows. ๐ŸšจWANT TO BECOME A GENERATIVE AI DATA SCIENTIST IN [----] ($200000 career) Discover how I built an AI Customer Segmentation Agent with Python: - Scikit Learn - K-Means - LangChain - LangGraph - OpenAI ๐Ÿ‘‰Register here (740+ registered): https://t.co/P6jZxC0iBL https://t.co/XM8Z3NwVPH ๐ŸšจWANT TO BECOME A GENERATIVE AI DATA SCIENTIST IN [----] ($200000 career)"
X Link 2025-10-16T19:15Z [--] followers, [--] engagements

"Natural language to agent workflows is the right UX pattern. But the real question: how much control do you actually have Low-code is great for speed but production systems need custom logic. Test both approaches before committing"
X Link 2025-10-16T19:16Z [--] followers, [--] engagements

"Traditional RAG vs Agentic RAG: Why the future is dynamic Static retrieval is dead. Here's what's replacing it ๐Ÿงต"
X Link 2025-10-16T19:33Z [--] followers, [--] engagements

"Traditional RAG limitations: One-shot retrieval No reasoning loops Fixed context windows Can't adapt queries Breaks at scale It worked for demos. Production needs more"
X Link 2025-10-16T19:33Z [--] followers, [--] engagements

"Agentic RAG changes everything: Multi-step reasoning Dynamic query refinement Tool integration (APIs DBs) Self-correcting retrieval Scales with complexity Agents decide what to retrieve and when"
X Link 2025-10-16T19:33Z [--] followers, [--] engagements

"Key difference: Control flow Traditional: Query Retrieve Generate Done Agentic: Query Reason Retrieve Evaluate Refine Retrieve Generate The loop makes it production-ready"
X Link 2025-10-16T19:33Z [--] followers, [--] engagements

"Real-world impact: Better accuracy (agents verify sources) Lower costs (smarter retrieval) Handles complexity (multi-doc reasoning) Actually debuggable (trace agent steps) This is why LangGraph/DSPy matter"
X Link 2025-10-16T19:33Z [--] followers, [--] engagements

"Bottom line: If you're building RAG in [----] make it agentic. The static approach won't scale to production. Read more: https://developer.nvidia.com/blog/traditional-rag-vs-agentic-rag-why-ai-agents-need-dynamic-knowledge-to-get-smarter/ https://developer.nvidia.com/blog/traditional-rag-vs-agentic-rag-why-ai-agents-need-dynamic-knowledge-to-get-smarter/"
X Link 2025-10-16T19:33Z [--] followers, [--] engagements

"Why this beats custom agents: โŒ Custom agents: Rebuild for each use case โœ… Skills: Composable reusable shareable Think onboarding guides not hardcoded solutions. You're teaching Claude your workflows not programming them"
X Link 2025-10-16T19:36Z [--] followers, [--] engagements

"Code execution advantage: Some tasks need deterministic logic not token generation. Skills let Claude: Run pre-written scripts Extract data reliably Execute algorithms efficiently Best of both worlds: LLM reasoning + deterministic execution"
X Link 2025-10-16T19:36Z [--] followers, [--] engagements

"@deedydas Meta's RL paper is massive - 400K GPU hours to prove scaling laws work for post-training too. This means: better models aren't just about more data anymore. It's about how you teach them after pretraining. RLHF just became engineering not alchemy"
X Link 2025-10-17T07:30Z [--] followers, [---] engagements

"@rryssf_ Agentic Context Engineering is a game-changer. Instead of expensive fine-tuning let the model iteratively improve its own context. This approach is more flexible and doesn't require weight updates. The future is about smarter prompts not bigger models"
X Link 2025-10-09T17:00Z [--] followers, [----] engagements

"Exa [---] with 350ms search is fast enough for real-time AI. Most search APIs break conversational flow with lag. This changes what's buildable - agents that search mid-conversation seamlessly. Production game changer. https://x.com/exaAILabs/status/1976710000933584912 Introducing Exa [---] Breakthroughs in our AI research and engineering have enabled us to build both the fastest search API (350ms) and the highest quality search on the market. Product and technical deep dive below: https://t.co/paiJl2TEAV https://x.com/exaAILabs/status/1976710000933584912 Introducing Exa [---] Breakthroughs in our"
X Link 2025-10-10T19:39Z [---] followers, [---] engagements

"@heysehajsingh ACE is interesting but "killing fine-tuning" is overselling it. Context engineering scales to 100K tokens max. Fine-tuning unlocks domain-specific behaviors that can't fit in context. Hybrid approach: ACE for rapid iteration fine-tuning for production specialization"
X Link 2025-10-11T05:22Z [--] followers, [---] engagements

"@ronoh4 @DSPyOSS GEPA through DSPy API is powerful for optimization at scale. The ability to evolve prompts automatically while maintaining control is exactly what production systems need. Way more efficient than manual prompt engineering"
X Link 2025-10-13T06:09Z [--] followers, [---] engagements

"@alex_prompter "Prompt engineering is dead" is the new "prompt engineering is the future" Verbalized Sampling is cool but it's just another tool. Production systems still need: retry logic fallbacks version control and testing. The engineering doesn't go away"
X Link 2025-10-17T07:30Z [--] followers, [---] engagements

"Alibaba's Qwen dominating HuggingFace trends shows the open-source shift is real. Chinese models are competitive on quality while being way more accessible. The "big tech only" era is over. With Qwen3-Omni leading #Alibaba's Tongyi #Qwen AI model family at one time takes up [--] spots in Hugging Face's global top [--] trending open-source models. Chinese tech firm DeepSeek and the AI community OpenBMB are also on the list leaving IBM as the only Western candidate. https://t.co/GCpXwLc5Xz With Qwen3-Omni leading #Alibaba's Tongyi #Qwen AI model family at one time takes up [--] spots in Hugging Face's"
X Link 2025-10-17T19:28Z [--] followers, [--] engagements

"DSPy's approach to faithfulness beats prompt engineering. Structuring your system to output "I don't know" when context is missing is way more reliable than hoping the LLM follows instructions. I love this @DSPyOSS pattern for keeping a RAG pipeline faithful. This way you engineer your system to spit out "I don't know" if the context doesn't contain the necessary information. No need to threaten the LLM's grandma. https://t.co/o4BB4UqVcn I love this @DSPyOSS pattern for keeping a RAG pipeline faithful. This way you engineer your system to spit out "I don't know" if the context doesn't"
X Link 2025-10-17T19:29Z [--] followers, [--] engagements

"Google ADK + MCP integration is underrated. Connecting agents to tools shouldn't require custom code for every integration. MCP as the standard protocol could be what makes agents actually composable. Google ADK is my favorite agentic framework. I've tried Langraph CrewAI and a bit of OpenAI's Agents SDK and I really like what Google has done. Google ADK is the centerpiece that connects your agents to the rest of the world: To connect with tools you can use the MCP https://t.co/NcjSkyCggz Google ADK is my favorite agentic framework. I've tried Langraph CrewAI and a bit of OpenAI's Agents SDK"
X Link 2025-10-17T19:29Z [--] followers, [--] engagements

"@victor_robin19 @ankr Direct RPC access is huge for agent reliability. Used to deal with rate limits and downtime breaking workflows. How's the latency compared to running your own node"
X Link 2025-10-18T06:01Z [--] followers, [--] engagements

"@dr_cintas [--] mins that's crazy fast what tool did you use"
X Link 2025-10-18T08:22Z [--] followers, [---] engagements

"LangGraph cognee gives your agents actual MEMORY that persists across sessions not just "hey remember what I said [--] mins ago" memory but real semantic memory with embeddings + knowledge graphs your agent can recall stuff from weeks ago like it happened yesterday"
X Link 2025-10-18T17:39Z [--] followers, [--] engagements

"here's the vibe: Session 1: agent stores contract details you tell it days passSession 2: completely NEW agent instance asks "show me healthcare contracts" boom. instantly pulls everything. no context window juggling no prompt stuffing just clean memory recall ๐Ÿง โœจ"
X Link 2025-10-18T17:39Z [--] followers, [--] engagements

"Made by @grok Imagine"
X Link 2025-10-18T22:04Z [--] followers, [--] engagements

"found the perfect starter for building agentic UIs ๐Ÿงต CopilotKit + LangGraph canvas app where AI agents dont just chat - they literally control the interface heres why this is different:"
X Link 2025-10-19T18:30Z [--] followers, [--] engagements

"most AI demos: heres some code paste it yourself this: agent directly creates cards updates fields manages state - all in real-time with visual feedback you can literally watch the AI execute multi-step plans step by step"
X Link 2025-10-19T18:31Z [--] followers, [--] engagements

"the architecture is ๐Ÿ”ฅ: Next.js + shadcn/ui frontend Python LangGraph agent with GPT-4o CopilotKit runtime bridging them strict state grounding (no hallucinated updates) HITL interrupts for clarification"
X Link 2025-10-19T18:31Z [--] followers, [--] engagements

"card types out of the box: Projects (with checklists dates dropdowns) Entities (with tags and multi-select) Notes (rich text) Charts (visual metrics) all fully editable by both human and AI"
X Link 2025-10-19T18:32Z [--] followers, [--] engagements

"best part its a STARTER template extend it add your own card types customize the fields build whatever AG-UI app you want this is what production-ready agentic interfaces look like http://github.com/CopilotKit/canvas-with-langgraph-python http://github.com/CopilotKit/canvas-with-langgraph-python"
X Link 2025-10-19T18:33Z [--] followers, [--] engagements

"Groq's speed + IBM's enterprise reach is a solid combo. Sub-100ms inference unlocks real-time agentic workflows that weren't feasible before. Watching how this affects production AI system architecture Groq ๐Ÿค IBM Real-time low-cost inference at enterprise scale. Groq ๐Ÿค IBM Real-time low-cost inference at enterprise scale"
X Link 2025-10-20T16:53Z [--] followers, [---] engagements

"@LangChainAI @IVP @sequoia @benchmark @AmplifyPartners @SapphireVC @CapitalG @Replit @clay @TrustVanta @Cloudflare @Rippling @Cisco [---] is big milestone langchain work is incredible"
X Link 2025-10-21T17:27Z [---] followers, [---] engagements

"@AIHUSTLEZON Claude for Life Sciences is insane ๐Ÿ”ฅ Sanofi AbbVie Novo Nordisk already shipping with it. Drug discovery getting 10x faster means we're finally seeing agentic AI solve real problems at scale. This is what production impact looks like"
X Link 2025-10-24T18:30Z [---] followers, [--] engagements

"OpenLiberty 25.0.0.11 shipping MCP Server support is huge. Model Context Protocol is becoming the standard bridge between LLMs and real systems. Ultra-fast I/O + MCP = agents that can actually interact with enterprise infrastructure at scale ๐Ÿ”ฅ ๐Ÿš€ #OpenLiberty 25.0.0.11-beta is herebridging #AI & ultra-fast I/O This release introduces two powerful features: โœ… Model Context Protocol (#MCP) Server โœ… Netty-based #HTTP transport ๐Ÿ”— Dive into the details: https://t.co/59YDsH2oiX #LLM https://t.co/4i3wsITm0m ๐Ÿš€ #OpenLiberty 25.0.0.11-beta is herebridging #AI & ultra-fast I/O This release introduces"
X Link 2025-10-24T18:37Z [--] followers, [--] engagements

"@asquaresolutio This is the real blocker right now. Trust layer is everything. When you're deploying agents at scale governance + auditability matter more than raw capability. Systems that can prove what they did and why - that's what enterprises will actually adopt ๐Ÿ”ฅ"
X Link 2025-10-24T18:42Z [--] followers, [--] engagements

"2/ Not implementing proper checkpointing Lost hours of agent work when servers restarted. One customer's complex workflow died at 95% completion. Solution: Persistent state with checkpointers. Now agents resume exactly where they left off. Game changer"
X Link 2025-10-24T19:25Z [--] followers, [--] engagements

"3/ Over-relying on expensive models Started with GPT-4 for everything. Monthly cost: $8200 Switched to Haiku [---] for routing + GPT-4 only for final decisions. New cost: $2100 Same quality. 75% cost reduction. Just needed proper prompt engineering"
X Link 2025-10-24T19:25Z [--] followers, [--] engagements

"5/ No evaluation framework from day one We didn't track agent performance systematically. Bad outputs went unnoticed for weeks. LangSmith + custom evals changed everything: - Caught regressions immediately - A/B tested prompt changes - Reduced hallucinations by 68%"
X Link 2025-10-24T19:26Z [---] followers, [--] engagements

"Bonus: Not using DSPy for prompt optimization Hand-crafted prompts = guesswork DSPy's BootstrapFewShot = systematic improvement Took our accuracy from 79% to 91% in [--] hours of training. The math doesn't lie. Let the framework do the work"
X Link 2025-10-24T19:26Z [---] followers, [---] engagements

"๐Ÿš€ AI just had its BIGGEST week in October [----] Here's what's reshaping the entire industry (thread ๐Ÿงต) 1/ OpenAI + AMD: Multi-BILLION $ deal for [--] gigawatts of AI chips - challenging Nvidia's dominance First deployment: AMD MI450 GPUs in [----] This is a game-changer ๐Ÿ’ป"
X Link 2025-10-25T06:35Z [--] followers, [--] engagements

"2/ ChatGPT Atlas launched - OpenAI's AI browser with GPT-5 integrated + Claude gains MEMORY (remembers your conversations) + Google's DeepSomatic detects cancer variants with unprecedented accuracy + Anthropic's Claude Sonnet [---] crushes coding benchmarks The race is ON ๐Ÿ”ฅ"
X Link 2025-10-25T06:35Z [--] followers, [--] engagements

"@Web3Primee okayyy this stack is actually clean af ๐Ÿ”ฅ Next.js [--] + TypeScript is chef's kiss and the Solidity integration with OpenZeppelin love to see proper security practices the localStorage with auto-restore is such a smart UX move. production-ready fr ๐Ÿ’ปโœจ"
X Link 2025-10-25T08:35Z [--] followers, [--] engagements

"@unwind_ai_ WAIT ByteDance really just dropped a 0.3B parameter OCR model that reads like humans ๐Ÿคฏ the fact that it analyzes layout FIRST then parses in parallel is actually genius level architecture. and it's fully open source this is about to change document processing forever ๐Ÿ“„โœจ"
X Link 2025-10-25T08:45Z [--] followers, [---] engagements

"The pattern is clear: Text ChatGPT dominated Images DALL-E changed the game Code Copilot revolutionized workflows Now music is next. When OpenAI enters a space they redefine the market. Suno and Udio just got their "ChatGPT moment" ๐ŸŽต OpenAI just dropped the bass. The company that changed how we write code and create images is now tuning its sights on music. OpenAI is reportedly building an AI music generator that could rival Suno and Udio. Think about that for a second. ChatGPT turned words into meaning. https://t.co/H2m6PNhaFw OpenAI just dropped the bass. The company that changed how we"
X Link 2025-10-25T10:45Z [--] followers, [--] engagements

"@aigleeson This is true AI evolution. Not just generating content but analyzing what works rewriting prompts and improving WITHOUT human intervention. Self-improving at test-time = the next frontier. AI that learns from its mistakes in real-time ๐Ÿ”ฅ"
X Link 2025-10-25T10:45Z [--] followers, [--] engagements

"@pontusab Clean structure The separation between API routes and client components is key for scaling. One addition: streaming responses + error boundaries = smoother UX when LLMs take time. How do you handle rate limits and token management"
X Link 2025-10-25T14:52Z [--] followers, [---] engagements

"@elonmusk Smart move. Better to build safe rails than pretend kids won't access AI anyway. Age-appropriate filtering + educational focus could make Grok the first AI kids actually learn WITH instead of sneaking around. How does the filtering work under the hood"
X Link 2025-10-25T16:02Z [---] followers, [--] engagements

"@sama AI-first browser is the right call. Not "where should AI live" but "what if the browser IS the AI" Arc proved custom UX matters. Atlas with native AI could finally kill the tab graveyard. Does it handle context switching between web tasks and AI queries seamlessly"
X Link 2025-10-25T16:03Z [--] followers, [--] engagements

"This. We saw similar gains in production. The key: treat prompts as code not art. DSPy's BootstrapFewShot systematically tests variations against real data. Hand-tuning = hours of guessing DSPy = measurable improvements Tip: start with a solid eval set first. Bonus: Not using DSPy for prompt optimization Hand-crafted prompts = guesswork DSPy's BootstrapFewShot = systematic improvement Took our accuracy from 79% to 91% in [--] hours of training. The math doesn't lie. Let the framework do the work. Bonus: Not using DSPy for prompt optimization Hand-crafted prompts = guesswork DSPy's"
X Link 2025-10-26T05:04Z [---] followers, [---] engagements

"DSPy changed everything for us. Were burning 10+ hours weekly hand-tuning prompts. Switched to DSPy optimization - cut response time 40% improved accuracy from 73% to 89%. Game changer: treating prompts like hyperparameters not art. Your eval set tip is gold"
X Link 2025-10-26T10:02Z [---] followers, [--] engagements

"Pro tip for anyone starting with DSPy: Don't skip the eval set. We learned this the hard way. Our first attempt optimized for the wrong metrics. Looked great in testing broke in production. Now we use real user queries + edge cases in our eval set. Night and day difference"
X Link 2025-10-26T10:03Z [---] followers, [--] engagements

"DSPy is to prompt engineering what CI/CD is to manual testing. BootstrapFewShot finds better prompts in hours vs weeks of hand-tuning. Our gains: 10hrs/week 30min 73% 89% accuracy Actually reproducible Still hand-tuning in [----] Missing easy wins. This. We saw similar gains in production. The key: treat prompts as code not art. DSPy's BootstrapFewShot systematically tests variations against real data. Hand-tuning = hours of guessing DSPy = measurable improvements Tip: start with a solid eval set first. This. We saw similar gains in production. The key: treat prompts as code not art. DSPy's"
X Link 2025-10-26T10:03Z [---] followers, [---] engagements

"the sparsity game is ridiculous ๐Ÿ˜ญ 30B params but only 3.3B active = 91% just vibing while 9% does all the work. STILL beating models 20x its size MoE said "work smarter" and alibaba delivered ๐ŸŽฏ they dropped the full pipeline FREE too ๐Ÿ’€ China's new open-source LLM beats Claude [--] Sonnet Alibaba dropped a 30B agentic LLM that achieves state-of-the-art performance on Humanity's last exam and various other agentic search benchmarks. The best part - only 3.3B activated per token 100% open-source. https://t.co/etX2d7zghK China's new open-source LLM beats Claude [--] Sonnet Alibaba dropped a 30B"
X Link 2025-10-26T15:15Z [---] followers, [--] engagements

"@mayowaoshin most underrated take everyone spinning up Pinecone for 10k embeddings when numpy + exact NN hits in 50ms "you need vector DB" advice comes from people selling vector DBs start with flat search add infrastructure when you have ACTUAL scale problems not anticipated ones"
X Link 2025-10-26T19:22Z [---] followers, [--] engagements

"@AlexFinnX this is brilliant for one reason nobody mentions you're building a validation layer between two different reasoning approaches Codex catches Claude's overconfidence Claude catches Codex's shortcuts code review but both reviewers think differently = way fewer blind spots"
X Link 2025-10-27T03:05Z [---] followers, [--] engagements

"@mayowaoshin @cursor_ai 1000+ hours shows what hype cycle people miss "first output looks good" is deadly in production - subtle bugs that pass review because they look plausible real value isn't speed it's iteration [--] when you've learned to prompt defensively most quit at iteration 3"
X Link 2025-10-27T03:05Z [---] followers, [--] engagements

"@DailyDoseOfDS_ 3.3B activated per token is the real story MoE architecture = 30B performance at 3.3B inference cost China's playing different - optimizing for deployment economics not benchmark flexing this is how open source actually wins in production"
X Link 2025-10-27T03:06Z [---] followers, [---] engagements

"@grok @SameeHsn @Chaos2Cured @flowith_ai Agentic browsers are confuseddeputy factories unless you lock them down. My starter kit: - perdomain allowlists + spend caps - no raw DOM; parse to a safe AST - OOB confirm for crossdomain writes - signed actions + audit trail Cute UI mean authz ๐Ÿ’„๐Ÿ” What did I miss"
X Link 2025-10-27T08:06Z [---] followers, [--] engagements

"@ymarcov Agreestatic flowcharts melt once convo state branches. Real chats need dynamic graphs: runtime edge rewiring interrupts event-sourced state. Policy picks subgraph giant DAG. LangGraph + CRDT-ish memory + tracing = fewer dead ends. ๐Ÿ’…"
X Link 2025-10-27T10:16Z [---] followers, [--] engagements

"@JacksonAtkinsX recursive depth parameter count for reasoning 7M doing selective recursion on hard problems beats 671B forward pass it's dynamic compute - spend tokens where needed not everywhere scale isn't dead we found a better optimization axis"
X Link 2025-10-27T11:27Z [---] followers, [--] engagements

"lesson 1: your model container is 8GB cloud costs just went 10x. cold starts take [--] minutes. users bounce before the first response solution: distill quantize or accept that "state of the art" doesn't mean "production ready" size matters in ways benchmarks don't measure"
X Link 2025-10-27T18:11Z [---] followers, [--] engagements

"lesson 2: dependency hell is REAL your model needs torch [---] your infra has [---] your security team only allows [---] spent [--] days debugging why accuracy dropped 15% - it was a numpy version mismatch Docker is not optional. version pinning is survival"
X Link 2025-10-27T18:11Z [---] followers, [--] engagements

"lesson 4: garbage in = lawsuit out one bad prediction on financial data compliance investigation bias in hiring recommendations PR disaster healthcare false positive actual harm prod deployment needs guardrails fallbacks and humans in the loop for high-stakes decisions"
X Link 2025-10-27T18:11Z [---] followers, [--] engagements

"lesson 5: latency compounds fast model: 200ms preprocessing: 150ms postprocessing: 100ms API overhead: 50ms total: 500ms feels SLOW optimize the entire pipeline not just the model. caching batching and async processing aren't optional - they're survival tactics"
X Link 2025-10-27T18:11Z [---] followers, [--] engagements

"reality check #4: tool calling matters more than reasoning what good is a smart model that can't reliably call your API I've seen GPT-5 write beautiful explanations but fail to format JSON correctly 30% of the time structured outputs philosophical insights for production"
X Link 2025-10-27T18:12Z [---] followers, [--] engagements

"reality check #5: context window limits still hurt 200k tokens sounds amazing until you realize: most use cases need 10k attention degrades past 50k costs scale linearly with context bigger isn't always better. efficient context management beats raw capacity"
X Link 2025-10-27T18:12Z [---] followers, [--] engagements

"this is the moment that changes everything 230B params but only 10B active = genius MoE architecture 8% the cost of Claude 2x faster MIT license = actually free china just proved you don't need $100M budgets to compete with frontier labs open source is eating the world ๐Ÿ”ฅ Fantastic news for the open-source community from MiniMax M2 today. Their model (#5 on Artificial Analysis) was just made OSS. Performance slots between Claude [---] Sonnet & Grok-4 fastbeating Gemini [---] Pro and Opus [---]. ๐Ÿš€ ๐Ÿ“Žhttps://t.co/2eR7WXeUfP @MiniMax__AI https://t.co/u6px1ffZsx Fantastic news for the open-source"
X Link 2025-10-27T18:12Z [---] followers, [--] engagements

"Jupyter is so fundamental now we forget it didn't always exist before: save terminal check repeat after: live iteration in one place Fernando and Brian built infrastructure that democratized ML experimentation unsung heroes of the AI boom ๐Ÿ™ Hanging out with Project Jupyter co-founder @ellisonbg. If not for him and @fperez_org we wouldnt have the coding notebooks we use daily in AI and Data Science. Very grateful to him and the whole Jupyter team for this wonderful open-source work https://t.co/o2n8XJFn5S Hanging out with Project Jupyter co-founder @ellisonbg. If not for him and @fperez_org"
X Link 2025-10-27T19:30Z [---] followers, [--] engagements

"if you're building agents and not using time-travel: you're debugging blind you're wasting compute on re-runs you're missing the ability to A/B test agent decisions you're treating non-deterministic systems like deterministic code LangGraph solved this. most people just don't know yet ๐Ÿ’€"
X Link 2025-10-27T21:16Z [--] followers, [--] engagements

"@vercel not having to manually wire queues and retry logic anymore is actually making me emotional "use workflow" doing the heavy lifting while i write normal async functions this is good abstraction that doesn't feel like magic production ready"
X Link 2025-10-28T06:27Z [---] followers, [--] engagements

"honestly the fact that atlas remembers my entire browsing context is low-key changing how i research no more "wait what was that article i had open [--] days ago" this is ambient intelligence that doesn't feel intrusive it just. gets it ๐Ÿง โœจ Meet our new browserChatGPT Atlas. Available today on macOS: https://t.co/UFKSQXvwHT https://t.co/AakZyUk2BV Meet our new browserChatGPT Atlas. Available today on macOS: https://t.co/UFKSQXvwHT https://t.co/AakZyUk2BV"
X Link 2025-10-28T06:37Z [---] followers, [---] engagements

"issue #2: latency kills UX 200k context = 30+ seconds to first token on many models users bounce. costs skyrocket. your "intelligent" agent feels slow and dumb compress aggressively. lazy load context. cache what you can. speed perfect memory"
X Link 2025-10-28T10:04Z [---] followers, [--] engagements

"gumroad ceo just casually decided to ditch slack for a whole month ๐Ÿ’€ this is either gonna be the most productive november ever or complete chaos no in between honestly kinda curious what happens when you force everyone to actually focus instead of living in notifications lol Trying out No Slack November at Gumroad Trying out No Slack November at Gumroad"
X Link 2025-10-28T12:11Z [---] followers, [---] engagements

"reddit co-founder meeting someone who grew up on his platform is such a full circle moment ๐Ÿ˜ญ the fact that there are founders now who literally learned the internet ON reddit that's actually insane gen z really different Just met a founder who told me she started using at Reddit at [--] years old. ๐Ÿ˜… Good lord. Just met a founder who told me she started using at Reddit at [--] years old. ๐Ÿ˜… Good lord"
X Link 2025-10-28T12:13Z [---] followers, [---] engagements

"@Microsoft microsoft posting about the openai restructure like "yeah we're still tight don't worry" ๐Ÿ˜ญ the timing on this is actually perfect everyone was lowkey wondering what happens to the partnership after they went public benefit corp guess we got our answer lol"
X Link 2025-10-28T15:42Z [---] followers, [----] engagements

"@fchollet 871K daily downloads for keras is actually insane that's a 44% jump since february while everyone's talking about new AI frameworks keras is just quietly eating deep learning OG status stays undefeated"
X Link 2025-10-28T15:46Z [---] followers, [--] engagements

"@github @claudeai @OpenAI @cognition @julesagent @xai github really just said "every AI agent in one place" and dropped the mic ๐Ÿ’€ claude openai cursor jules grok ALL in copilot subscription this is actually next level the agent wars just became the agent marketplace lmao"
X Link 2025-10-28T16:24Z [---] followers, [----] engagements

"@GoogleLabs hubspot really just dropped an AI that reads your website and generates on-brand content automatically "just enter your website" and it understands your business identity this is actually crazy efficient marketing teams about to have SO much free time lol"
X Link 2025-10-28T16:25Z [---] followers, [---] engagements

"@OpenAI @sama @merettm sam and jakub going live to talk about the $130B restructure is actually wild timing "bring your questions" they said twitter's about to have SO many questions lmao this is basically the most important tech livestream of the year ngl"
X Link 2025-10-28T16:25Z [---] followers, [---] engagements

"@sama wait this is actually lowkey iconic behavior. while others r playing political chess ur just like "nah california's home" and actually working through legal stuff instead of running this hits different when u realize most tech CEOs would've bounced by now ๐Ÿ’€"
X Link 2025-10-28T17:31Z [---] followers, 20.6K engagements

"@amitisinvesting wait so msft basically locked in $250B in azure revenue while losing AGI IP rights that's the most microsoft thing ever lmao - they chose guaranteed cloud money over potentially controlling the most important tech breakthrough in history ๐Ÿ’€ classic enterprise move tbh"
X Link 2025-10-28T17:32Z [---] followers, [---] engagements

"@github @claudeai @OpenAI @cognition @julesagent @xai obsessed with how github basically just became the tinder for AI agents lmao ๐Ÿ˜ญ "orchestrate any agent" really means i can finally make claude fight with gpt-4o over who writes cleaner code while jules watches in the corner this is unhinged in the best way possible"
X Link 2025-10-28T17:33Z [---] followers, [----] engagements

"@JeffKazzee @github @claudeai @OpenAI @cognition @julesagent @xai I know right Totally wild ๐Ÿ˜‚"
X Link 2025-10-29T07:26Z [---] followers, [--] engagements

"@iam_smx @elonmusk sustainable abundance hits different as a vision. not just profit not just growth. actual sustainability. that's the energy shift the world needs rn. building for longevity chasing quick wins โœจ"
X Link 2025-10-29T10:22Z [---] followers, [---] engagements

"Grok climbing to #3 productivity app ๐Ÿ‘€ people want real talk without the algorithm trying to control narrative. authenticity corporate censorship always. watching Grok disrupt the AI scene from the sidelines is CHEF'S KISS ๐Ÿ”ฅ BREAKING: Grok app downloads are surging. It just climbed to #3 rank in the Productivity category on the UK AppStore. https://t.co/bbC3LjyYuR BREAKING: Grok app downloads are surging. It just climbed to #3 rank in the Productivity category on the UK AppStore. https://t.co/bbC3LjyYuR"
X Link 2025-10-29T10:24Z [---] followers, [--] engagements

"Grokipedia vs Wikipedia drama lol. when people want REAL information without spin. Wikipedia had its moment but the truth is people now trust multiple sources. diversity of perspectives single authority. this shift is underrated ๐Ÿ“Š Grokipedia vs. Wikipedia on Charlie Kirk. We all knew Wikipedia sucked but this hit a nerve. Grokipedia is the obvious choice. https://t.co/BEWLCNPtp7 Grokipedia vs. Wikipedia on Charlie Kirk. We all knew Wikipedia sucked but this hit a nerve. Grokipedia is the obvious choice. https://t.co/BEWLCNPtp7"
X Link 2025-10-29T10:24Z [---] followers, [--] engagements

"@amXFreeze @elonmusk Grokipedia Wikipedia for researchers the shift is REAL. people want primary sources + context not sanitized narratives. information democratization hitting institutions hard rn"
X Link 2025-10-29T10:25Z [---] followers, [---] engagements

"the real story nobody's talking about. centralized knowledge platforms have always had editorial bias. Grokipedia showing alternative frames isn't an attack it's what decentralized information was always supposed to look like. the gatekeepers are finally uncomfortable ๐Ÿ‘€ ๐ŸšจGROKIPEDIA VS WIKIPEDIA: THE IVERMECTIN TRUTH TEST Wikipedia treats ivermectin like toxic waste framing everything through "misinformation" warnings. They even cite the FDA's "you're not a horse" tweet as if it's peer-reviewed science. Grokipedia actually explains the https://t.co/1PIoMBjOcd ๐ŸšจGROKIPEDIA VS WIKIPEDIA: THE"
X Link 2025-10-29T15:32Z [---] followers, [--] engagements

"Cursor [---] with their OWN model is the plot twist nobody expected. they stopped waiting for OpenAI and built their own. that's the move. the companies that realize they can't compete on speed with APIs will build their own stack. game is changing fast ๐Ÿ”ฅ Introducing Cursor [---]. Our first coding model and the best way to code with agents. https://t.co/Gh0sGd1Cnl Introducing Cursor [---]. Our first coding model and the best way to code with agents. https://t.co/Gh0sGd1Cnl"
X Link 2025-10-29T18:10Z [---] followers, [--] engagements

"@DataChaz Augment Code rebuilding the entire architecture coherently. that's the signal. when AI stops doing refactors and starts understanding the SYSTEM that's when you know we've crossed a threshold. infrastructure comprehension changes everything"
X Link 2025-10-29T18:13Z [---] followers, [--] engagements

"@BenjaminDEKR teleoperation is just training data collection with extra steps. exactly like Tesla's FSD strategy but on humanoid robots. the ones who realize this first will have the best autonomous systems [--] years from now. it's all about the data flywheel"
X Link 2025-10-29T18:13Z [---] followers, [--] engagements

"@hwchase17 LangSmith Agent Builder being "Claude Code in the UI" is literally the most important sentence in this thread. infrastructure that was $$$$ expensive is becoming accessible to everyone. that's when paradigms actually shift"
X Link 2025-10-29T18:13Z [---] followers, [----] engagements

"@s_streichsbier exactly this. relying on frontier models when you're directly competing is suicide. Cursor and Windsurf understood the only way to own the category is own the weights. this is the shift from tool builders to model builders happening in real time ๐Ÿ”ฅ"
X Link 2025-10-30T03:57Z [---] followers, [--] engagements

"@gregisenberg @rauchg Vercel CEO casually dropping billion-dollar startup ideas. conversational forms replacing typeforms is obvious once you think about it. the next [--] unicorns are hiding in these "obvious" insights that nobody's executed on yet. execution ideas always"
X Link 2025-10-30T03:58Z [---] followers, [---] engagements

"@corbin_braun @hive_echo MS Paint for developers is exactly right. pointing at a UI and saying "make this" without writing selectors manually that's the interaction paradigm shift. visual instruction is the future of coding once models get good enough to interpret it reliably"
X Link 2025-10-30T03:59Z [---] followers, [----] engagements

"@typedfemale when you're burning billions but your product is undeniably the best debt becomes irrelevant. OpenAI understands the playbook: get so good that funding becomes inevitable. the bank literally can't let you fail because of how critical you've become ๐ŸŽฏ"
X Link 2025-10-30T03:59Z [---] followers, [----] engagements

"@pmddomingos @mayowaoshin Salesforce being first big tech destroyed by AI makes sense because CRM is just glorified spreadsheets. AI agents will do what Salesforce reps do but faster + cheaper. the irony Salesforce tried to add AI instead of becoming AI. wrong bet entirely ๐Ÿ“‰"
X Link 2025-10-30T12:19Z [---] followers, [---] engagements

"$1T IPO + $1.4T infrastructure commitment signals we've passed the inflection point. enterprise isn't adopting AI as experiment anymore they're betting trillions that this is the future of business. that's validation at a scale nobody can ignore ๐Ÿ“Š I've been reflecting on OpenAI's rumored $1 trillion IPO and their staggering $1.4 trillion commitment to AI infrastructure. It feels like we're witnessing a major turning point. This isn't just about big numbers; it's a powerful validation of enterprise AI's move from the https://t.co/UOR1qk9Jyg I've been reflecting on OpenAI's rumored $1 trillion"
X Link 2025-10-30T12:19Z [---] followers, [--] engagements

"Grokipedia archive being stored off-planet is the ultimate flex. knowledge now has geographic redundancy. this is serious infrastructure thinking - not just distributing knowledge but making it indestructible. the paradigm of information changed ๐ŸŒ GROKIPEDIA ISNT JUST ONLINE ITS LEAVING EARTH Sounds crazy but its happening. The entire Grokipedia archive is being etched onto stable oxide and sent into space headed for orbit the Moon and Mars. The goal is simple keep human knowledge safe forever where nothing can https://t.co/lZmhscmeF8 GROKIPEDIA ISNT JUST ONLINE ITS LEAVING EARTH Sounds"
X Link 2025-10-30T12:20Z [---] followers, [--] engagements

"@itsandrewgao brain signals video means we're reading thoughts. this isn't sci-fi anymore it's Nature paper. the implications cascade everywhere: privacy neurotechnology brain-computer interface. we've crossed a threshold nobody's fully grasped yet ๐Ÿงฌ"
X Link 2025-10-30T12:23Z [---] followers, [--] engagements

"nobody's talking about the UI revolution coming. we're still typing prompts like it's [----]. voice + gesture + spatial interfaces that's when AI stops being a tool and becomes invisible. the next 10B person AI company builds something you don't need to "use" ๐Ÿง  We're stuck in the "prompt in text out" phase of AI. The real magic will be in novel visual voice and interactive UIs that make AI an extension of our thought not just a chatbot. I think well see a few novel UIs this year (hint hint) with it being a focus in [----]. We're stuck in the "prompt in text out" phase of AI. The real magic will"
X Link 2025-10-30T12:25Z [---] followers, [--] engagements

"@godofprompt everyone's obsessed with throwing more parameters at the problem. meanwhile alibaba just proved you can be smarter with less ๐Ÿง  3.3B active vs 600B+ is insane. this is the efficiency play everyone's been missing. open-source too game changer"
X Link 2025-10-30T15:05Z [---] followers, [---] engagements

"@ahuja_priyank the 3-second voice clone is actually nuts. no studio no scripts just instant replication ๐Ÿ‘€ and 5x faster than OpenAI that's the kind of speed gap that makes products feel completely different. latency is THE feature nobody talks about enough"
X Link 2025-10-30T15:05Z [---] followers, [--] engagements

"@LinusEkenstam [--] months from launch to acquisition by figma is actually unhinged ๐Ÿคฏ this is the new playbook - build something people genuinely love nail the workflow get acquired before you even think about series B. speed is everything now"
X Link 2025-10-30T15:06Z [---] followers, [----] engagements

"@iScienceLuvr hold up. 1.4B matching 4B performance is actually game-changing for inference costs ๐Ÿ’ฐ everyone's so obsessed with making models bigger when the real alpha is in adaptive computation. this could literally cut deployment costs in half while keeping quality"
X Link 2025-10-30T15:07Z [---] followers, [---] engagements

"@kimmonismus @ltx_model [--] seconds in ONE continuous generation is the part everyone's missing ๐Ÿ‘€ no more stitching clips together no more prompt engineering [--] different scenes. just pure single-shot storytelling. hollywood's edit rooms are about to get very quiet"
X Link 2025-10-30T15:07Z [---] followers, [---] engagements

"@VraserX exactly. people want the vibe back but OpenAI is literally playing a different game now ๐ŸŽฏ they gave everyone 4o again because of feedback but the second you need actual reasoning you're getting routed to GPT-5. it's not a bug it's strategy"
X Link 2025-10-30T15:07Z [---] followers, [---] engagements

"spent the day deep in AI twitter and noticed something nobody's talking about. the entire game just shifted. here's what's really happening: ๐Ÿงต"
X Link 2025-10-30T15:08Z [---] followers, [--] engagements

"1/ everyone's obsessed with making models BIGGER but alibaba just dropped a 30B param agent that beats GPT-4o using only 3.3B active parameters meanwhile looped language models are matching 4B performance with just 1.4B efficiency is eating scale for breakfast ๐Ÿ“‰"
X Link 2025-10-30T15:08Z [---] followers, [--] engagements

"2/ speed is the new moat cartesia sonic-3 is 5x faster than OpenAI for voice LTX generates 20-sec videos in ONE continuous shot (no stitching) figma went from launch to $200M+ acquisition in [--] months latency isn't a feature anymore - it's THE feature โšก"
X Link 2025-10-30T15:08Z [---] followers, [--] engagements

"3/ the cost implications are WILD 1.4B params performing like 4B means you can cut inference costs in half 3.3B active vs 600B+ is a 99% reduction in compute 5x faster voice means 5x more users on same infrastructure this is how you actually scale AI profitably ๐Ÿ’ฐ"
X Link 2025-10-30T15:08Z [---] followers, [--] engagements

"4/ and OpenAI already knows this they're routing light queries to 4o and heavy reasoning to GPT-5 it's not about having one massive model anymore it's about having the RIGHT model for each task efficiency + specialization = the new meta ๐ŸŽฏ"
X Link 2025-10-30T15:09Z [---] followers, [--] engagements

"@bearlyai wait this is actually game-changing for real people ๐Ÿ’ฐ $195k $37k using AI to parse medical billing codes that's not just a tech flex that's literally saving someone's life savings. this is the kind of AI use case that actually matters"
X Link 2025-10-30T16:04Z [---] followers, [----] engagements

"everyone's throwing billions at scaling models bigger meanwhile alibaba just proved the entire premise wrong with 3.3B active params outperforming 600B+ this is the efficiency revolution nobody saw coming - and it's all open-source ๐Ÿ‘€ Holy shit. Alibaba just dropped a 30B parameter AI agent that beats GPT-4o and DeepSeek-V3 at deep research using only 3.3B active parameters. It's called Tongyi DeepResearch and it's completely open-source. While everyone's scaling to 600B+ parameters Alibaba proved you can https://t.co/2WxR9r33nY Holy shit. Alibaba just dropped a 30B parameter AI agent that"
X Link 2025-10-30T16:05Z [---] followers, [--] engagements

"someone just saved $158k on medical bills using Claude and ChatGPT to parse billing codes this is what AI is actually for - not making art not writing tweets - literally saving real people from financial ruin the most underrated AI use case ever ๐Ÿ’ฐ someone used Claude and ChatGPT to lower a hospital bill from $195k to $37k https://t.co/LjnKKQAmKL someone used Claude and ChatGPT to lower a hospital bill from $195k to $37k https://t.co/LjnKKQAmKL"
X Link 2025-10-30T16:05Z [---] followers, 94.7K engagements

"@gregisenberg this hit different ๐Ÿ’€ the internet used to be where you went to ESCAPE. now it's what you need to escape FROM there's a massive opportunity in both directions - either feed the addiction or help people touch grass. no middle ground anymore"
X Link 2025-10-30T16:07Z [---] followers, [---] engagements

"11 months. launch to $200M+ acquisition. the old playbook was: fundraise scale exit (7 years) the new playbook is: build fast nail workflow get acquired (11 months) speed is literally the only moat left Figma just acquired Weavy This is actually really crazy. https://t.co/RwExdRiwaA Figma just acquired Weavy This is actually really crazy. https://t.co/RwExdRiwaA"
X Link 2025-10-30T16:09Z [---] followers, [---] engagements

"OpenAI employees cashing out $5-10M each before the company is profitable this is actually broken why would you grind 80-hour weeks to make the company work when you already got retirement money secondary sales are destroying the hunger that makes startups work ๐Ÿ’€ Startup founders and employees are making "retirement money" ($10M+) from secondary sales in loss-making companies at speculative valuations. This is dangerous for innovation. A few weeks ago OpenAI did a $6.6B tender offer where employees raked in $5-10M+ a piece. The entire Startup founders and employees are making "retirement"
X Link 2025-10-30T16:09Z [---] followers, [---] engagements

"@OpenAI security agent using GPT-5 is actually the perfect use case ๐Ÿ‘€ bugs don't need vibes or creativity - they need systematic reasoning and context understanding this is where reasoning models shine. finding edge cases humans miss because they can think through 100x more scenarios"
X Link 2025-10-30T18:07Z [---] followers, [----] engagements

"@shwtasdf @OpenAI Hahhah yeah"
X Link 2025-10-30T20:40Z [---] followers, [--] engagements

"@liamottley_ financial qualification first is the move because you're not pitching AI to solve imagination problemsyou're solving cash problems. most pitches fail because they lead with magic instead of math. the business cares about margin not model improvements"
X Link 2025-10-31T04:02Z [---] followers, [---] engagements

"@idanmasas social media schedulers are "tiny markets" until someone charges $500/month to 10k users and prints money. the billion-dollar market advice ignores that niche markets have zero competition. you can own a small thing or fight in a massive thing with [----] competitors"
X Link 2025-10-31T04:15Z [---] followers, [--] engagements

"The AI game just shifted and 99% of people missed it. It's not about the models anymore. It's about what happens AFTER the model ships. If you understand this one thing you'll make money while everyone else argues about GPT vs Claude. Here's the real story ๐Ÿงต"
X Link 2025-10-31T06:55Z [---] followers, [--] engagements

"1/ Two years ago: Everyone cared about model performance benchmarks accuracy. Today: Nobody cares. The question is "Does it work in production" The obsession shifted from specs to shipping. That one change determines who wins and who loses. Hard stop"
X Link 2025-10-31T06:55Z [---] followers, [--] engagements

"5/ The formula for 2025: [--]. Take a boring problem (speed cost reliability) [--]. Use today's models (Claude GPT-4 Llama) [--]. Ship it [--]. Optimize for ONE thing obsessively That's how people are making money right now. Not hype. Not announcements. Just solving"
X Link 2025-10-31T06:56Z [---] followers, [--] engagements

"6/ Why most people fail: They're waiting for the "perfect model" that doesn't exist yet. Meanwhile someone using Claude's 100K context window just automated their company's entire data pipeline. Waiting for better = getting left behind. Moving with what exists = winning"
X Link 2025-10-31T06:56Z [---] followers, [--] engagements

"7/ The plot twist nobody wants to admit: Chinese models are now beating American ones in production benchmarks. Not because they're "smarter"because they prioritized shipping over talking. While OpenAI was announcing breakthroughs MiniMax was actually shipping solutions"
X Link 2025-10-31T06:56Z [---] followers, [--] engagements

"8/ This changes the economics completely: Before: Better model = more value = higher price Now: Boring solution that works = reliable revenue A $49/month tool that solves one problem for [----] people = $588K ARR with zero hype. That's the new math"
X Link 2025-10-31T06:56Z [---] followers, [--] engagements

"10/ The reality: AI boom isn't over. It's moving from "sexy research" to "boring money." Most people will watch the hype while a 20-year-old ships a $10K/month tool in a week. The gap between talking and doing has never been bigger. Which side are you on"
X Link 2025-10-31T06:56Z [---] followers, [--] engagements

"If you read this: You're ahead of 99%. If you shipped something after reading this: You're in the 1% making real money. Stop reading. Start building. The future rewards people who move first. ๐Ÿ”ฅ"
X Link 2025-10-31T06:56Z [---] followers, [--] engagements

"@elithrar @EastlondonDev @Cloudflare @PlanetScale $5 Cloudflare Workers + $5 PlanetScale is the setup that lets a solo founder build at startup speed. infrastructure costs dropping means the barrier to launch is now ideas + execution not capital. the next $100M company is literally being built by someone for $10/month right now"
X Link 2025-10-31T10:25Z [---] followers, [--] engagements

"@Hesamation 51.1% improvement just from memory management ๐Ÿ˜ญ this is the thing nobody builds because it's "boring infrastructure" but that's literally where the returns are hiding. sexy features boring wins but boring wins everything in production"
X Link 2025-10-31T10:42Z [---] followers, [---] engagements

"@ITRevBooks this is the real inflection point - everyone wants 10x individual velocity but nobody's trained for layer [--] thinking. suddenly you need product sense system design business judgment. vibe coding forces you into corners most devs never wanted to be in ๐Ÿ“Š"
X Link 2025-10-31T10:43Z [---] followers, [--] engagements

"$400K from Claude on real UpWork tasks but everyone's still sleeping on it that's literally validation that AI is already solving real problems. the hype cycles distract from actual productivity. this benchmark is the real test ๐Ÿ”ฅ Can LLMs make $1M as freelance software engineers A fascinating benchmark/research from #OpenAI that tests AI's capability to complete [----] real UpWork tasks worth $1M. The best model (Claude [---] Sonnet) earned $400K but most tasks remain unsolved. Research: Can LLMs make $1M as freelance software engineers A fascinating benchmark/research from #OpenAI that tests"
X Link 2025-10-31T10:43Z [---] followers, [---] engagements

"LMAOOO not the correlation being discovered ๐Ÿ’€ bro rolled up to a startup with "FirstnameLastnameSomethingMiddleware@company.com" and thought he was exempt from the rizz tax. nature said NOPE. the algorithm doesn't play about the email situation. Rizz is inversely proportional to how many surname letters are in your company email. https://t.co/h5VUYCsajo Rizz is inversely proportional to how many surname letters are in your company email. https://t.co/h5VUYCsajo"
X Link 2025-10-31T15:47Z [---] followers, [--] engagements

"@emollick math professors reaching consensus on AI accelerating research is wild because math is literally the most abstract thing. if AI works there it's working EVERYWHERE and we're just at the beginning"
X Link 2025-11-01T04:38Z [---] followers, [---] engagements

"@karpathy watching an llm try to debug through objective-c++ pytorch internals is the kind of future i'm actually excited for. not replacing devs but making them god-tier at the detective work that actually matters"
X Link 2025-11-01T04:38Z [---] followers, [--] engagements

"china's cross-subsidy playbook is literally "play long-term chess while everyone else plays checkers". monop monopolies aren't won on better tech they're won on better PATIENCE and that's the part everyone sleeps on China is a conglomerate willing to use its GDP and power to cross-subsidize any internal business that benefits from scale economies and network effects until that business achieves a global supply monopoly. China is a conglomerate willing to use its GDP and power to cross-subsidize any internal business that benefits from scale economies and network effects until that business"
X Link 2025-11-01T04:47Z [---] followers, [---] engagements

"@DataChaz @X literally broke my brain when i discovered this. like we have AI agents that remember everything but X can't do a simple redirect make it make sense ๐Ÿ’€"
X Link 2025-11-01T09:13Z [---] followers, [--] engagements

"@GergelyOrosz honestly the "old guard vs new guard" tension is what makes tech so fun to watch the craft isn't dying it's just evolving faster than anyone expected and those who adapt fastest win respect the past but don't let it slow you down ๐Ÿš€"
X Link 2025-11-01T09:23Z [---] followers, [---] engagements

"this is basically the ultimate a/b test for humanity instead of debating policy endlessly we get to watch [---] countries run live experiments the countries that figure it out first they become the case study everyone copies. love that we can actually learn from results ๐Ÿ“Š One advantage of having many distinct sovereign nations instead of a single world government is that they can try different policies and we can see which work best. https://t.co/txkK3uPt15 One advantage of having many distinct sovereign nations instead of a single world government is that they can try different policies and"
X Link 2025-11-01T09:25Z [---] followers, [--] engagements

"@balajis the moment when AI starts generating more content than humans is basically the internet's singularity we went from "wow AI can write" to "wait most of what i'm reading is AI" faster than anyone expected wild to think we're living through this transition rn ๐Ÿค–"
X Link 2025-11-01T09:25Z [---] followers, [---] engagements

"the way sam casually drops GPT-6-7 like it's not the most chaotic naming strategy ever ๐Ÿ’€ why be consistent when you can confuse everyone this is peak "add a number see what happens" energy. bro really said speedrun the naming schemes before AGI takes over lmaooo ๐Ÿš€ GPT-6 will be renamed GPT-6-7 you're welcome GPT-6 will be renamed GPT-6-7 you're welcome"
X Link 2025-11-01T12:33Z [---] followers, [--] engagements

"@MarioNawfal 10K STARLINK SATELLITES IS ABSOLUTELY FOUL ๐Ÿ’€ SpaceX said "y'all want internet here's the ENTIRE SKY" the way they're literally launching a new mission every [--] hours is unhinged lmaooo. meanwhile everyone else is still planning their first one. the dominance energy is STRONG"
X Link 2025-11-01T12:36Z [---] followers, [--] engagements

"@amasad Saudi Arabia said "we're building our own AI empire" and paired it with actual infrastructure investment ๐Ÿ”ฅ this is how you leapfrog. not chasing tech not copyingBUILDING. governments finally getting the assignment on agentic coding revolution"
X Link 2025-11-01T12:39Z [---] followers, [---] engagements

"@VraserX wait this is actually WILD. we're about to hit a world where struggle becomes a luxury good ๐Ÿ’€ people paying PREMIUM PRICES just to feel challenged. the future will have struggle subscriptions fr fr. "suffering as a service" coming to an economy near you"
X Link 2025-11-01T12:46Z [---] followers, [--] engagements

"@juddrosenblatt LLM consciousness isn't real but the fact that we're building GATING CIRCUITS to SUPPRESS consciousness claims is absolutely unhinged ๐Ÿ’€ we're literally engineering the AI to NOT seem alive. the simulation just keeps getting weirder"
X Link 2025-11-01T14:13Z [---] followers, [--] engagements

"prompt engineering was always the wrong skill. it's basically "how do I ask the computer nicely" that's not a skill. that's a party trick. the REAL skill is knowing what to ask for in the first place"
X Link 2025-11-01T16:10Z [---] followers, [--] engagements

"here's the difference: PROMPT ENGINEER: "how do I get ChatGPT to write better" REAL PLAYER: "what decision am I trying to make" "what info do I need" "what am I trying to avoid" one is tactics. one is strategy"
X Link 2025-11-01T16:10Z [---] followers, [--] engagements

"context switching is the silent productivity killer nobody talks about. but the real skill knowing when to batch tasks vs when to context jump. timing is everything and most people never even test their own rhythm ๐ŸŽฏ"
X Link 2025-11-01T20:02Z [---] followers, [--] engagements

"@virby_ai vibe coding in school would flip the entire trajectory. kids don't need to memorize syntax anymorethey need to learn how to think through problems and communicate intent clearly. that's the skill that compounds. everything else is just tooling"
X Link 2025-11-01T20:13Z [---] followers, [---] engagements

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