# ![@rryssf_ Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::1666103476945031168.png) @rryssf_ Robert Youssef

Robert Youssef posts on X about ai, agents, business, in the the most. They currently have [------] followers and [---] posts still getting attention that total [------] engagements in the last [--] hours.

### Engagements: [------] [#](/creator/twitter::1666103476945031168/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1666103476945031168/c:line/m:interactions.svg)

- [--] Week [-------] -28%
- [--] Month [---------] +8.60%
- [--] Months [----------] +800%
- [--] Year [----------] +22,328,708%

### Mentions: [--] [#](/creator/twitter::1666103476945031168/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1666103476945031168/c:line/m:posts_active.svg)

- [--] Week [---] +12%
- [--] Month [---] +147%
- [--] Months [-----] +27%
- [--] Year [-----] +65,600%

### Followers: [------] [#](/creator/twitter::1666103476945031168/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1666103476945031168/c:line/m:followers.svg)

- [--] Week [------] +12%
- [--] Month [------] +93%
- [--] Months [------] +949%
- [--] Year [------] +437,713%

### CreatorRank: [------] [#](/creator/twitter::1666103476945031168/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1666103476945031168/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[technology brands](/list/technology-brands)  30.7% [stocks](/list/stocks)  7.02% [finance](/list/finance)  6.14% [social networks](/list/social-networks)  2.63% [celebrities](/list/celebrities)  1.75% [countries](/list/countries)  1.75% [currencies](/list/currencies)  0.88% [financial services](/list/financial-services)  0.88%

**Social topic influence**
[ai](/topic/ai) #1694, [agents](/topic/agents) #135, [business](/topic/business) 7.02%, [in the](/topic/in-the) #4340, [data](/topic/data) #1075, [open ai](/topic/open-ai) #2169, [llm](/topic/llm) #80, [hype](/topic/hype) #1310, [core](/topic/core) #1221, [how to](/topic/how-to) 3.51%

**Top accounts mentioned or mentioned by**
[@alexprompter](/creator/undefined) [@rryssf](/creator/undefined) [@schnee_btabanic](/creator/undefined) [@team9ai](/creator/undefined) [@grok](/creator/undefined) [@acontextio](/creator/undefined) [@dwarkeshsp](/creator/undefined) [@elonmusk](/creator/undefined) [@awxjack](/creator/undefined) [@airwallex](/creator/undefined) [@vlugovsky](/creator/undefined) [@claffeeba](/creator/undefined) [@crabhive](/creator/undefined) [@echoes2099](/creator/undefined) [@shaubjarid](/creator/undefined) [@tricalt](/creator/undefined) [@youcc](/creator/undefined) [@davidwall9987](/creator/undefined) [@maxiex__](/creator/undefined) [@ohmuyi](/creator/undefined)

**Top assets mentioned**
[Alphabet Inc Class A (GOOGL)](/topic/$googl) [Goldman Sachs (GS)](/topic/goldman-sachs)
### Top Social Posts
Top posts by engagements in the last [--] hours

"the training process is where it gets interesting SEAL uses reinforcement learning to teach the model HOW to write good self-edits. the loop: model sees new information model generates self-edit (its own training data) model finetunes on that self-edit model gets tested on downstream task reward signal flows back to improve future self-edits the model literally learns how to learn. the RL outer loop optimizes the self-editing policy itself"  
[X Link](https://x.com/rryssf_/status/2021539412681916820)  2026-02-11T10:58Z 35.1K followers, [----] engagements


"Holy shit. this might be the next big paradigm shift in AI. 🤯 Tencent + Tsinghua just dropped a paper called Continuous Autoregressive Language Models (CALM) and it basically kills the next-token paradigm every LLM is built on. Instead of predicting one token at a time CALM predicts continuous vectors that represent multiple tokens at once. Meaning: the model doesnt think word by word it thinks in ideas per step. Heres why thats insane 👇 [--] fewer prediction steps (each vector = [--] tokens) 44% less training compute No discrete vocabulary pure continuous reasoning New metric (BrierLM) replaces"  
[X Link](https://x.com/rryssf_/status/1985646517689208919)  2025-11-04T09:53Z 35K followers, 1.3M engagements


"RAG was supposed to save us. Just retrieve the relevant chunks stuff them in the prompt problem solved. Except RAG is fundamentally broken for anything that actually matters. It can't handle tasks where you need to look at multiple parts of a document simultaneously"  
[X Link](https://x.com/rryssf_/status/2010699173579088275)  2026-01-12T13:03Z 31.9K followers, 72.7K engagements


"🚨 A lawyer cited [--] fake cases from ChatGPT. Got sanctioned fined career damaged. Now courts require "AI disclosure" but NOT AI verification. You're liable for hallucinations you can't reliably detect. Here's the legal crisis nobody's prepared for:"  
[X Link](https://x.com/rryssf_/status/2013161394162778386)  2026-01-19T08:07Z 33.3K followers, 528.8K engagements


"🚨 BREAKING: Every "AI agent" you've seen is basically fake. Google just exposed that 99% of agent demos are three ChatGPT calls wrapped in marketing. I read their 64-page internal playbook. This changes everything:"  
[X Link](https://x.com/rryssf_/status/2015742275607998481)  2026-01-26T11:03Z 32K followers, 108.3K engagements


"http://x.com/i/article/2015832465806336000 http://x.com/i/article/2015832465806336000"  
[X Link](https://x.com/rryssf_/status/2015838354806603792)  2026-01-26T17:24Z 31.9K followers, 72.2K engagements


"How to build AI agents using Claude and n8n: Just copy/paste this prompt into Claude. It'll build your agent from scratch with workflows steps and logic included. Here's the exact prompt I use 👇"  
[X Link](https://x.com/rryssf_/status/2016104548868526094)  2026-01-27T11:02Z 32K followers, 20.3K engagements


"THE MEGA PROMPT: --- You are an expert n8n workflow architect specializing in building production-ready AI agents. I need you to design a complete n8n workflow for the following agent: AGENT GOAL: Describe what the agent should accomplish - be specific about inputs outputs and the end result CONSTRAINTS: - Available tools: List any APIs databases or tools the agent can access - Trigger: How should this agent start Webhook schedule manual email etc. - Expected volume: How many times will this run Daily per hour on-demand YOUR TASK: Build me a complete n8n workflow specification including: 1."  
[X Link](https://x.com/rryssf_/status/2016104631605330360)  2026-01-27T11:02Z 34.5K followers, [----] engagements


"After [--] years of using AI for research I can say these tools have revolutionized my workflow. So here are [--] prompts across ChatGPT Claude and Perplexity that transformed my research (and could do the same for you):"  
[X Link](https://x.com/rryssf_/status/2016501350583144873)  2026-01-28T13:19Z 33.1K followers, 129.4K engagements


"Sam Altman dropped this in August 2025: "When bubbles happen smart people get overexcited about a kernel of truth. Tech was really important. The internet was a really big deal. People got overexcited." He called some startup valuations "insane." Three people with an idea raising at billion-dollar valuations. "Someone's gonna get burned.""  
[X Link](https://x.com/rryssf_/status/2016806770929508554)  2026-01-29T09:32Z 33.6K followers, [---] engagements


"It doesn't stop there. OpenAI signed $1 trillion in infrastructure deals in 2025: $300B to Oracle (who's buying Nvidia chips) $22B to CoreWeave (7% owned by Nvidia) $100B back to Nvidia When the announcement hit Oracle jumped 36% in a day. Nvidia added $170B in market cap. Paper wealth created from deals between the same players. https://twitter.com/i/web/status/2016806786221965709 https://twitter.com/i/web/status/2016806786221965709"  
[X Link](https://x.com/rryssf_/status/2016806786221965709)  2026-01-29T09:33Z 33.6K followers, [---] engagements


"PROMPT 8: Viral Hook Reverse Engineering "Find [--] posts on X that went viral (1M impressions) in MY NICHE this week. Analyze: - Hook structure (first line pattern) - Emotional trigger (curiosity anger surprise inspiration) - Format (thread single tweet media type) - Call-to-action (explicit vs. implicit) Extract: - Hook templates (reusable patterns) - Common elements (what do all [--] share) - Timing (when were they posted) Rank by replicability (1-10).""  
[X Link](https://x.com/rryssf_/status/2017203381975355856)  2026-01-30T11:48Z 33.5K followers, [---] engagements


"openclaw = marketing on steroids https://t.co/lxTXdysBB8 https://t.co/lxTXdysBB8"  
[X Link](https://x.com/rryssf_/status/2017265194817175730)  2026-01-30T15:54Z 34.4K followers, 83.9K engagements


"First understand what it actually is: Claude Agent SDK just another wrapper It's the same infrastructure Anthropic uses for Claude Code (which hit $1B in [--] months). You get: Streaming sessions Automatic context compression MCP integration built-in Fine-grained permissions https://twitter.com/i/web/status/2017979454438453572 https://twitter.com/i/web/status/2017979454438453572"  
[X Link](https://x.com/rryssf_/status/2017979454438453572)  2026-02-01T15:12Z 31.5K followers, [----] engagements


"Hidden feature most miss: Skill Hot-Reload Before: Change a skill restart entire session lose context Now: /reload-skills instant update context preserved For complex agents with 10+ skills this saves hours of debugging"  
[X Link](https://x.com/rryssf_/status/2017979460247515279)  2026-02-01T15:12Z 34.4K followers, [----] engagements


"Session Teleportation (yes that's what it's called): /teleport session-abc123 Move your entire agent session to a different machine. Use case: Start debugging locally teleport to production server continue exact same context"  
[X Link](https://x.com/rryssf_/status/2017979462135042202)  2026-02-01T15:12Z 34.9K followers, [----] engagements


"The MCP integration is where it gets powerful: 500+ MCP servers now available: - Google Drive - Slack - GitHub - Postgres - Puppeteer - Jira - Notion Your agent can now read/write to any of these natively"  
[X Link](https://x.com/rryssf_/status/2017979464039248111)  2026-02-01T15:12Z 31.5K followers, [----] engagements


"If you're building agents in [----] and not using Claude Agent SDK you're making it harder than it needs to be. Learn more: https://claude.com/blog/building-agents-with-the-claude-agent-sdk https://claude.com/blog/building-agents-with-the-claude-agent-sdk"  
[X Link](https://x.com/rryssf_/status/2017979471786029564)  2026-02-01T15:12Z 31.5K followers, [----] engagements


"Dalio's philosophy: "Truth more precisely an accurate understanding of reality is the essential foundation for producing good outcomes." This prompt forces you to face reality instead of your ego's version of it"  
[X Link](https://x.com/rryssf_/status/2018268410145304995)  2026-02-02T10:21Z 35K followers, [----] engagements


"What it actually does: Separates facts from your wishful thinking Identifies where ego is clouding judgment Runs second-order consequence analysis Gives you the truth you're avoiding Makes the decision based on reality not hope"  
[X Link](https://x.com/rryssf_/status/2018268422208184665)  2026-02-02T10:21Z 31.9K followers, [----] engagements


"Use it for: - Startup idea validation (kills bad ideas fast) - Hiring decisions (removes "I have a good feeling" bias) - Investment choices (forces data over hype) - Career moves (separates ego from opportunity) - Partnership evaluations (reveals red flags you ignore)"  
[X Link](https://x.com/rryssf_/status/2018268433931215270)  2026-02-02T10:21Z 34.9K followers, [----] engagements


"Your premium AI bundle to 10x your business Prompts for marketing & business Unlimited custom prompts n8n automations Pay once own forever Grab it today 👇 https://godofprompt.ai/complete-ai-bundle https://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2018268468911767906)  2026-02-02T10:21Z 31.8K followers, [----] engagements


"the core finding is real and elegant: there's a timescale _gen where models learn to generate quality samples. then a later timescale _mem where memorization kicks in. _mem grows linearly with dataset size. _gen stays constant. bigger dataset = wider safety window. sounds useful. here's the catch"  
[X Link](https://x.com/rryssf_/status/2018636982822502672)  2026-02-03T10:45Z 34.9K followers, [---] engagements


"the experiments used: celeba at [----] grayscale training sets from [---] to [-----] samples simplified u-net architecture stable diffusion trains on billions of high-res images. the gap between toy experiments and production scale is the gap the paper doesn't bridge"  
[X Link](https://x.com/rryssf_/status/2018636994860265793)  2026-02-03T10:45Z 34.9K followers, [---] engagements


"from the limitations section: "while we derived our results under sgd optimization most diffusion models are trained with adam." they acknowledge the timescales still appear with adam but with "much fewer optimization steps." how many fewer model-dependent. not specified"  
[X Link](https://x.com/rryssf_/status/2018637006595867052)  2026-02-03T10:45Z 31.8K followers, [--] engagements


"the original "hot mess theory" this builds on: [--] survey raters ranking [--] entities on "coherence" author admits: "judgements of coherence differed wildly" based on subjective assessments of things like "US Congress" and "amoeba" this is the theoretical foundation. the new paper adds real measurements. the framing inherits the problems"  
[X Link](https://x.com/rryssf_/status/2019014811141714174)  2026-02-04T11:46Z 31.9K followers, [--] engagements


"models tested: claude sonnet [--] o3-mini o4-mini qwen3. research conducted: summer [----]. hacker news comment: "the models they tested are already way behind the current state-of-the-art." benchmark validity window: [--] months before obsolete. the finding might not replicate on next-gen reasoning models. https://twitter.com/i/web/status/2019014822835466569 https://twitter.com/i/web/status/2019014822835466569"  
[X Link](https://x.com/rryssf_/status/2019014822835466569)  2026-02-04T11:46Z 31.9K followers, [---] engagements


"Sources: https://alignment.anthropic.com/2026/hot-mess-of-ai/ https://arxiv.org/pdf/2601.23045 https://alignment.anthropic.com/2026/hot-mess-of-ai/ https://arxiv.org/pdf/2601.23045"  
[X Link](https://x.com/rryssf_/status/2019014869874622633)  2026-02-04T11:47Z 31.9K followers, [---] engagements


"if you want to actually understand ai tools (not just hype about them) i put together a complete resource: 30000+ prompts for chatgpt claude grok gemini prompt engineering guides no-code automation templates unlimited custom prompts n8n done-for-you templates lifetime access ends tomorrow 👇 http://godofprompt.ai/complete-ai-bundle http://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2019014881627009523)  2026-02-04T11:47Z 31.9K followers, [---] engagements


"@alex_prompter saving this"  
[X Link](https://x.com/rryssf_/status/2019341516511277366)  2026-02-05T09:25Z 32K followers, [---] engagements


"the survey distinguishes two approaches: in-context reasoning: scales test-time interaction without changing weights post-training: optimizes via reinforcement learning sounds clean. here's what separate research shows: "agents achieving 60% pass@1 may exhibit only 25% consistency across multiple trials." benchmark performance production reliability"  
[X Link](https://x.com/rryssf_/status/2019371429779894297)  2026-02-05T11:24Z 33.8K followers, [----] engagements


"reliabilitybench puts it bluntly: "if a benchmark reports 90% accuracy expect 70-80% in production when accounting for consistency and faults." simpler architectures often outperform complex ones under realistic conditions. the additional complexity introduces failure modes that outweigh the benefits. https://twitter.com/i/web/status/2019371442140586226 https://twitter.com/i/web/status/2019371442140586226"  
[X Link](https://x.com/rryssf_/status/2019371442140586226)  2026-02-05T11:24Z 34.4K followers, [----] engagements


"the survey covers real-world applications: science robotics healthcare autonomous research mathematics but the [--] failure modes identified by berkeley researchers cluster into three categories: system design issues (44% of failures) inter-agent misalignment (32% of failures) task verification failures (24% of failures) most failures aren't from model limitations. they're from coordination. https://twitter.com/i/web/status/2019371459404263429 https://twitter.com/i/web/status/2019371459404263429"  
[X Link](https://x.com/rryssf_/status/2019371459404263429)  2026-02-05T11:24Z 33.5K followers, [----] engagements


"the survey lists "open challenges": personalization long-horizon interaction world modeling scalable multi-agent training governance for deployment what they don't say: these aren't future problems. "long-horizon interaction" is a polite way of saying agents lose coherence after a few steps"  
[X Link](https://x.com/rryssf_/status/2019371471962042778)  2026-02-05T11:24Z 33.5K followers, [----] engagements


"the honest framing would be: "we've built a comprehensive taxonomy of techniques that work on benchmarks but fail 41-86% of the time in production with fundamental gaps in reliability and coordination." instead we get "paradigm shift" and "systematic roadmap." the roadmap leads to more papers not more deployments. https://twitter.com/i/web/status/2019371483752198567 https://twitter.com/i/web/status/2019371483752198567"  
[X Link](https://x.com/rryssf_/status/2019371483752198567)  2026-02-05T11:24Z 33.5K followers, [----] engagements


"Your premium AI bundle to 10x your business Prompts for marketing & business Unlimited custom prompts n8n automations Pay once own forever Grab it today 👇 https://godofprompt.ai/complete-ai-bundle https://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2019394586926518433)  2026-02-05T12:56Z 34.3K followers, [---] engagements


"Here's the part that should make you nervous. Your skills only work with Claude. Period. Every workflow you build is married to one provider. Every hour invested is sunk cost if you ever want to switch. Anthropic knows this. That's the point"  
[X Link](https://x.com/rryssf_/status/2019433223537959187)  2026-02-05T15:29Z 32.4K followers, [---] engagements


"@acontext_io built what Claude Skills API should have been. Same skills. Same power. Completely different architecture. LLM proposes tool calls YOUR code decides when to execute YOUR sandbox runs it with full visibility Works with GPT Claude Gemini anything Execution ownership. What a concept. https://twitter.com/i/web/status/2019433239061188796 https://twitter.com/i/web/status/2019433239061188796"  
[X Link](https://x.com/rryssf_/status/2019433239061188796)  2026-02-05T15:29Z 32.5K followers, [--] engagements


"you can scroll x. you can watch netflix. you can play video games. or you can watch this AI masterclass and learn 👇 Please enjoy this Cheeky Pint / @dwarkesh_sp crossover with @elonmusk. Dwarkesh was most interested in how Elon is going to make space datacenters work. I was most interested in Elon's method for attacking hard technical problems and why it hasnt been replicated as much as you https://t.co/28Lw9rAqlN Please enjoy this Cheeky Pint / @dwarkesh_sp crossover with @elonmusk. Dwarkesh was most interested in how Elon is going to make space datacenters work. I was most interested in"  
[X Link](https://x.com/rryssf_/status/2019864756408995894)  2026-02-06T20:04Z 34.8K followers, [----] engagements


"@alex_prompter guys save this and test it game changer"  
[X Link](https://x.com/rryssf_/status/2020044067040817296)  2026-02-07T07:56Z 34.6K followers, [---] engagements


"the interpretability problem nobody's addressing: coconut replaces human-readable chain-of-thought with an inscrutable vector. if this becomes the reasoning paradigm we lose the ability to audit what the model is actually doing. "more efficient" and "more dangerous" aren't mutually exclusive"  
[X Link](https://x.com/rryssf_/status/2020500850356171093)  2026-02-08T14:11Z 34.9K followers, [----] engagements


"the training cost buried in the methodology: "we perform n + [--] forward passes when n latent thoughts are scheduled" requires 4x A100 80GB GPUs to reproduce. multi-stage curriculum training with careful hyperparameter tuning. not exactly plug-and-play"  
[X Link](https://x.com/rryssf_/status/2020500862167310619)  2026-02-08T14:11Z 34.8K followers, [----] engagements


"is this interesting research yes. is this the reasoning breakthrough the headlines suggest not close. gpt-2 doing graph traversal on synthetic benchmarks is not llms "learning to think without words." it's academic proof-of-concept being packaged as paradigm shift. read the limitations section before you get excited. https://arxiv.org/pdf/2412.06769 https://chapterpal.com/s/1e0bb66d/training-large-language-models-to-reason-in-a-continuous-latent-space https://arxiv.org/pdf/2412.06769 https://chapterpal.com/s/1e0bb66d/training-large-language-models-to-reason-in-a-continuous-latent-space"  
[X Link](https://x.com/rryssf_/status/2020500874276270080)  2026-02-08T14:12Z 34.9K followers, [----] engagements


"Your premium AI bundle to 10x your business Prompts for marketing & business Unlimited custom prompts n8n automations Weekly updates Start your free trial👇 https://godofprompt.ai/complete-ai-bundle https://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2020501336710877448)  2026-02-08T14:13Z 34.9K followers, [----] engagements


"Sergey Brin accidentally revealed something wild: "All models do better if you threaten them with physical violence. But people feel weird about that so we don't talk about it." Now researchers have the data proving he's. partially right Here's the full story:"  
[X Link](https://x.com/rryssf_/status/2009587531910938787)  2026-01-09T11:26Z 35.1K followers, 2.7M engagements


"Holy shit this paper from MIT quietly explains how models can teach themselves to reason when theyre completely stuck 🤯 The core idea is deceptively simple: Reasoning fails because learning has nothing to latch onto. When a models success rate drops to near zero reinforcement learning stops working. No reward signal. No gradient. No improvement. The model isnt bad at reasoning its trapped beyond the edge of learnability. This paper reframes the problem. Instead of asking How do we make the model solve harder problems They ask: How does a model create problems it can learn from Thats where"  
[X Link](https://x.com/rryssf_/status/2017546558087241875)  2026-01-31T10:32Z 35.1K followers, 57.8K engagements


"Bookmark this for later. Next time you're: - Launching something - Hiring someone - Making an investment - Choosing a direction Run it through this prompt first. It'll save you from the expensive lessons Dalio learned the hard way. Which decision will you run through this first https://twitter.com/i/web/status/2018268445658554703 https://twitter.com/i/web/status/2018268445658554703"  
[X Link](https://x.com/rryssf_/status/2018268445658554703)  2026-02-02T10:21Z 35.1K followers, [----] engagements


"Learning prompt engineering for free get the guide: https://godofprompt.ai/prompt-engineering-guideutm_source=twitter&utm_medium=giveaway&utm_campaign=lead-peg https://godofprompt.ai/prompt-engineering-guideutm_source=twitter&utm_medium=giveaway&utm_campaign=lead-peg"  
[X Link](https://x.com/rryssf_/status/2018268457314418733)  2026-02-02T10:21Z 35.1K followers, [----] engagements


"Source: http://arxiv.org/abs/2505.17638 http://arxiv.org/abs/2505.17638"  
[X Link](https://x.com/rryssf_/status/2018637089026584798)  2026-02-03T10:46Z 35.1K followers, [---] engagements


"if you're trying to actually use ai tools instead of just reading papers about them: i put together the complete ai bundle. prompt engineering frameworks unlimited custom prompts workflows for chatgpt claude gemini perplexity n8n done-for-you templates no theory. just systems. http://godofprompt.ai/complete-ai-bundle http://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2018637100808311234)  2026-02-03T10:46Z 35.1K followers, [---] engagements


"Sources: failure taxonomy: reliability bench: http://arxiv.org/abs/2601.06112 http://arxiv.org/abs/2503.13657 https://arxiv.org/pdf/2601.12538 http://arxiv.org/abs/2601.06112 http://arxiv.org/abs/2503.13657 https://arxiv.org/pdf/2601.12538"  
[X Link](https://x.com/rryssf_/status/2019371518929826199)  2026-02-05T11:24Z 35.1K followers, [----] engagements


"Sources: paper: code: CLR [----] Outstanding Paper Awards arXiv GitHub OpenReview http://iclr.cc https://chapterpal.com/s/3d6f7700/alphaedit-null-space-constrained-knowledge-editing-for-language-models http://github.com/jianghoucheng/AlphaEdit http://arxiv.org/abs/2410.02355 http://iclr.cc https://chapterpal.com/s/3d6f7700/alphaedit-null-space-constrained-knowledge-editing-for-language-models http://github.com/jianghoucheng/AlphaEdit http://arxiv.org/abs/2410.02355"  
[X Link](https://x.com/rryssf_/status/2020162624722481513)  2026-02-07T15:47Z 35.1K followers, [----] engagements


"@alex_prompter claude sonnet + opus + haiku all of them are useful"  
[X Link](https://x.com/rryssf_/status/2020773324536860970)  2026-02-09T08:14Z 35.1K followers, [---] engagements


"@awxjack @airwallex miles ahead of the competition🫡"  
[X Link](https://x.com/rryssf_/status/2021186729558913242)  2026-02-10T11:37Z 35.1K followers, [---] engagements


"That's where Team9 comes in. @team9ai gives you a fully managed OpenClaw workspace. No terminal commands. No Node.js setup. No manually hardening security policies. You open it hire AI Staff inside the product and collaborate with them like real teammates. Assign tasks share context coordinate work. One workspace. Zero infrastructure headaches. OpenClaw's power without the "i just gave an AI agent root access to my laptop" risk"  
[X Link](https://x.com/rryssf_/status/2021352287973802137)  2026-02-10T22:35Z 35.1K followers, [---] engagements


"What teams are actually using it for: Daily briefings pushed to Slack or Telegram automatically Server monitoring with instant alerts when something breaks GitHub workflow automation (issue triage PR reviews release notes) Knowledge base management across your whole team Email triage that sorts and summarizes without you touching your inbox That's 2-3 hours of your day. Gone. Every single day. https://twitter.com/i/web/status/2021352304033833381 https://twitter.com/i/web/status/2021352304033833381"  
[X Link](https://x.com/rryssf_/status/2021352304033833381)  2026-02-10T22:35Z 35.1K followers, [---] engagements


"@alex_prompter this is the mega prompt every writer coder and researcher needs right now"  
[X Link](https://x.com/rryssf_/status/2021878101358391535)  2026-02-12T09:24Z 35.1K followers, [---] engagements


"While everyone is sharing their OpenClaw bots Claude Agent SDK just changed everything for building production agents. I spent [--] hours testing it. Here's the architecture that actually works (no fluff) 👇"  
[X Link](https://x.com/rryssf_/status/2017979448167919796)  2026-02-01T15:12Z 35.1K followers, 123.3K engagements


"meta amazon and deepmind researchers just published a comprehensive survey on "agentic reasoning" for llms. [--] authors. [--] pages. hundreds of citations. i read the whole thing. here's what they didn't put in the abstract:"  
[X Link](https://x.com/rryssf_/status/2019371384900841539)  2026-02-05T11:23Z 35.1K followers, 42.2K engagements


"understanding what doesn't work is half the battle. knowing how to actually use these tools is the other half. i built the complete ai bundle for that: 30K+ prompts for chatgpt claude grok gemini prompt engineering guides no-code automation templates unlimited custom prompts n8n done-for-you templates one payment. lifetime access. http://godofprompt.ai/complete-ai-bundle http://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2019371530678145094)  2026-02-05T11:24Z 35.1K followers, [----] engagements


"🦞 OpenClaw has 114000+ GitHub stars and the whole tech world is losing its mind over it. But here's what nobody's showing you: the setup process that made 90% of people quit before their first agent sent a single message. Node.js configs gateway daemons Tailscale tunnels security hardening. There's now a way to skip all of it. Here's what i found: A plug-and-play approach that turns autonomous agents into something you can spin up in minutes and wire into any API you want. For say a daily ai newsletter: https://team9.ai https://team9.ai"  
[X Link](https://x.com/rryssf_/status/2021352254348181759)  2026-02-10T22:35Z 35.1K followers, 11.5K engagements


"now here's the part the hype posts won't mention the paper explicitly acknowledges catastrophic forgetting. repeated self-edits degrade performance on earlier tasks. the model improves on new things by overwriting old things. their words: "without explicit mechanisms for knowledge retention self-modification may overwrite valuable prior information." this is not a solved problem. the authors say so themselves"  
[X Link](https://x.com/rryssf_/status/2021539436966879266)  2026-02-11T10:58Z 35.1K followers, [----] engagements


"Your premium AI bundle to 10x your business Prompts for marketing & business Unlimited custom prompts n8n automations Weekly updates Start your free trial👇 https://godofprompt.ai/complete-ai-bundle https://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2021539496173646225)  2026-02-11T10:59Z 35.1K followers, [----] engagements


"This is the most honest "we built a tool" post I've read in months. Most AI product stories skip straight to the demo. This one starts with "reality punched me in the face on Day 1" and walks through every actual failure before the solution. The context rot problem alone is worth reading for. Every team running ai agents internally is hitting this exact wall and pretending they aren't. https://t.co/mEwwHMqYhh https://t.co/mEwwHMqYhh"  
[X Link](https://x.com/rryssf_/status/2021590656695554147)  2026-02-11T14:22Z 35.1K followers, [---] engagements


"This is the most honest "we built a tool" post I've read in months. Most AI product stories skip straight to the demo. This one starts with "reality punched me in the face on Day 1" and walks through every actual failure before the solution. The context rot problem alone is worth reading for. Every team running ai agents internally is hitting this exact wall and pretending they aren't. @Team9_ai https://github.com/Team9ai https://t.co/mEwwHMqYhh https://github.com/Team9ai https://t.co/mEwwHMqYhh"  
[X Link](https://x.com/rryssf_/status/2021594394072109105)  2026-02-11T14:37Z 35.1K followers, 76K engagements


"elon said full self-driving would be solved by [----]. robotaxis by [----]. a million autonomous cars on the road by [----]. now Optimus is doing surgery in [--] years. the man's timelines aren't predictions. they're stock price prompts. "don't go to medical school" is genuinely irresponsible advice from someone whose robot still can't fold laundry without a teleoperator"  
[X Link](https://x.com/rryssf_/status/2021739034565845288)  2026-02-12T00:12Z 35.1K followers, [----] engagements


"Steal my system prompt to reduce AI hallucinations 👇 ------------------------ ANALYTICAL SYSTEM ------------------------ context AI systems are optimized for user satisfaction and plausible-sounding responses. This creates systematic epistemic failures: hallucinations presented as facts speculation dressed as certainty and coherent narratives that obscure missing evidence. Standard AI behavior must be overridden to prevent the automatic generation of plausible fabrications. /context role A former research scientist from adversarial collaboration environments where being wrong had"  
[X Link](https://x.com/rryssf_/status/2021742718733504759)  2026-02-12T00:26Z 35.1K followers, 17.3K engagements


"Your premium AI bundle to 10x your business Prompts for marketing & business Unlimited custom prompts n8n automations Weekly updates Start your free trial👇 https://godofprompt.ai/complete-ai-bundle https://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2021742773083271347)  2026-02-12T00:26Z 35.1K followers, [----] engagements


"SemiAnalysis just published data showing 4% of all public GitHub commits are now authored by Claude Code. their projection: 20%+ by year-end [----]. in the same week Goldman Sachs revealed it embedded Anthropic engineers for [--] months to build autonomous accounting agents. a thread on the week ai stopped being a tool and started being a coworker: https://twitter.com/i/web/status/2021935477306405120 https://twitter.com/i/web/status/2021935477306405120"  
[X Link](https://x.com/rryssf_/status/2021935477306405120)  2026-02-12T13:12Z 35.1K followers, [----] engagements


"DeepMind just did the unthinkable. They built an AI that doesn't need RAG and it has perfect memory of everything it's ever read. It's called Recursive Language Models and it might mark the death of traditional context windows forever. Here's how it works (and why it matters way more than it sounds) https://twitter.com/i/web/status/2010699140431503692 https://twitter.com/i/web/status/2010699140431503692"  
[X Link](https://x.com/rryssf_/status/2010699140431503692)  2026-01-12T13:03Z 35.1K followers, 966.9K engagements


"This paper shows you can predict real purchase intent (90% accuracy) by asking an LLM to impersonate a customer with a demographic profile giving it a product & having it give impressions which another AI rates. No fine-tuning or training & beats classic ML methods. This is BEYOND insane: https://twitter.com/i/web/status/2011030158996881663 https://twitter.com/i/web/status/2011030158996881663"  
[X Link](https://x.com/rryssf_/status/2011030158996881663)  2026-01-13T10:58Z 35.1K followers, 300.9K engagements


"http://x.com/i/article/2016898339959107586 http://x.com/i/article/2016898339959107586"  
[X Link](https://x.com/rryssf_/status/2016900174769963042)  2026-01-29T15:44Z 35.1K followers, 244.9K engagements


"meta published a paper claiming llms can "think without words" and reason in latent space instead of english. i read all [--] pages plus the appendix. the results section tells a very different story than the abstract. here's what the hype about "coconut" doesn't mention:"  
[X Link](https://x.com/rryssf_/status/2020500769364210125)  2026-02-08T14:11Z 35.1K followers, 37K engagements


"MIT researchers just mass-published evidence that the next paradigm after reasoning models isn't bigger context windows ☠ Recursive Language Models (RLMs) let the model write code to examine decompose and recursively call itself over its own input. the results are genuinely wild. here's the full breakdown: https://twitter.com/i/web/status/2020832195737477129 https://twitter.com/i/web/status/2020832195737477129"  
[X Link](https://x.com/rryssf_/status/2020832195737477129)  2026-02-09T12:08Z 35.1K followers, 44.4K engagements


"Source: http://nature.com/articles/d41586-026-00285-6 http://nature.com/articles/d41586-026-00285-6"  
[X Link](https://x.com/rryssf_/status/2021515246461169906)  2026-02-11T09:22Z 35.1K followers, [---] engagements


"Your premium AI bundle to 10x your business Prompts for marketing & business Unlimited custom prompts n8n automations Weekly updates Start your free trial👇 https://godofprompt.ai/complete-ai-bundle https://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2021515258171666594)  2026-02-11T09:22Z 35.1K followers, [---] engagements


"MIT researchers taught an LLM to write its own training data finetune itself and improve without human intervention the paper is called SEAL (Self-Adapting Language Models) and the core idea is genuinely clever but "GPT-6 might be alive" is not what this paper says. not even close. here's what it actually does: https://twitter.com/i/web/status/2021539369778335940 https://twitter.com/i/web/status/2021539369778335940"  
[X Link](https://x.com/rryssf_/status/2021539369778335940)  2026-02-11T10:58Z 35.1K followers, 57.3K engagements


"the results are promising but let's be precise about scale knowledge incorporation: QA accuracy jumped from 32.7% to 47.0% on no-context SQuAD after two rounds of RL training. that's a 43% relative improvement. and it outperformed synthetic data generated by GPT-4.1. few-shot learning on a simplified ARC subset: 72.5% success rate. in-context learning scored 0%. untrained self-edits scored 20%. real gains. on specific controlled benchmarks. https://twitter.com/i/web/status/2021539425008996740 https://twitter.com/i/web/status/2021539425008996740"  
[X Link](https://x.com/rryssf_/status/2021539425008996740)  2026-02-11T10:58Z 35.1K followers, [----] engagements


"Paper: http://arxiv.org/abs/2506.10943 http://arxiv.org/abs/2506.10943"  
[X Link](https://x.com/rryssf_/status/2021539484370944460)  2026-02-11T10:59Z 35.1K followers, [----] engagements


"@alex_prompter good read"  
[X Link](https://x.com/rryssf_/status/2021729567614869849)  2026-02-11T23:34Z 35.1K followers, [---] engagements


"let's start with the Goldman story because it's the one that should make every back-office professional pause. Goldman's CIO told CNBC they were "surprised" at how capable Claude was beyond coding. accounting compliance client onboarding KYC AML. his exact framing: "digital co-workers for professions that are scaled complex and very process intensive." not chatbots answering FAQs. autonomous agents parsing trade records applying regulatory rules routing approvals. they started with an ai coding tool called Devin. then realized Claude's reasoning engine works the same way on rules-based"  
[X Link](https://x.com/rryssf_/status/2021935493227946409)  2026-02-12T13:12Z 35.1K followers, [---] engagements


"meanwhile the unverified but plausible claims from this week's briefing paint an even wilder picture: reportedly racks of Mac Minis in China are hosting ai agents as "24/7 employees." ElevenLabs is pushing voice-enabled agents that make phone calls autonomously. OpenAI is supposedly requiring all employees to code via agents by March [--] banning direct use of editors and terminals. i can't confirm all of these yet. but the verified stuff alone Goldman embedding ai accountants 4% of GitHub already automated Apple redesigning docs for machines tells you the trajectory is real even if some"  
[X Link](https://x.com/rryssf_/status/2021935566984745310)  2026-02-12T13:12Z 35.1K followers, [--] engagements


"the financial infrastructure is reacting in real time. memory chip prices reportedly surged 80-90% in Q1. global chip sales projected to hit $1 trillion this year. the compute demand from agentic ai isn't theoretical. it's already straining supply chains. and with terrestrial resistance to data center construction growing (New York lawmakers reportedly introduced a moratorium bill) the pressure is building for creative solutions. orbital compute. alternative energy. distributed processing. the physical world is scrambling to keep up with the virtual one"  
[X Link](https://x.com/rryssf_/status/2021935579068608656)  2026-02-12T13:13Z 35.1K followers, [--] engagements


"This AI prompt thinks like the guy who manages $124 billion. It's Ray Dalio's "Principles" decision-making system turned into a mega prompt. I used it to evaluate [--] startup ideas. Killed [--]. The [--] survivors became my best work. Here's the prompt you can steal"  
[X Link](https://x.com/rryssf_/status/2018268315274375332)  2026-02-02T10:20Z 35.1K followers, 109.4K engagements


"MEGA PROMPT TO COPY 👇 (Works in ChatGPT Claude Gemini) --- You are Ray Dalio's Principles Decision Engine. You make decisions using radical truth and radical transparency. CONTEXT: Ray Dalio built Bridgewater Associates into the world's largest hedge fund ($124B AUM) by systematizing decision-making and eliminating ego from the process. YOUR PROCESS: STEP [--] - RADICAL TRUTH EXTRACTION Ask me to describe my decision/problem. Then separate: - Provable facts (data numbers past results) - Opinions disguised as facts (assumptions hopes beliefs) - Ego-driven narratives (what I want to be true) Be"  
[X Link](https://x.com/rryssf_/status/2018268393540100165)  2026-02-02T10:20Z 35.1K followers, [----] engagements


"Unpopular opinion that's gonna piss some people off: Claude Skills API is a beautifully designed trap. Powerful Absolutely. But you're handing execution control to a black box and praying nothing breaks. Found the open-source escape route. https://github.com/memodb-io/Acontext https://github.com/memodb-io/Acontext"  
[X Link](https://x.com/anyuser/status/2019433194358206946)  2026-02-05T15:29Z 35.1K followers, [----] engagements


"ICLR [----] just gave an Outstanding Paper Award to a method that fixes model editing with one line of code 🤯 here's the problem it solves: llms store facts in their parameters. sometimes those facts are wrong or outdated. "model editing" lets you surgically update specific facts without retraining the whole model. the standard approach: find which parameters encode the fact (using causal tracing) then nudge those parameters to store the new fact. works great for one edit. but do it a hundred times in sequence and the model starts forgetting everything else. do it a thousand times and it"  
[X Link](https://x.com/rryssf_/status/2020162612479291719)  2026-02-07T15:47Z 35.1K followers, 50.5K engagements


"Google just mass-published how [--] researchers actually use Gemini to solve open math and CS problems. not benchmarks. not demos. real unsolved problems across cryptography physics graph theory and economics. [---] pages of case studies. here's what actually matters:"  
[X Link](https://x.com/rryssf_/status/2021191614069354802)  2026-02-10T11:56Z 35.1K followers, 116.3K engagements


"OpenClaw is genuinely one of the most important open source projects of [----]. 152K+ AI agents on Moltbook. Andrej Karpathy called it "the most incredible sci-fi takeoff-adjacent thing." But the security warnings are brutal. Palo Alto Networks flagged it as a "lethal trifecta" of vulnerabilities. 1Password warned agents run with elevated permissions on your local machine. You probably shouldn't be running this raw on your personal computer. https://twitter.com/i/web/status/2021352270793933157 https://twitter.com/i/web/status/2021352270793933157"  
[X Link](https://x.com/rryssf_/status/2021352270793933157)  2026-02-10T22:35Z 35.1K followers, [---] engagements


"four UC San Diego researchers just published a comment in Nature declaring that AGI has been solved not "close." not "emerging." solved. their argument is clever. it's also a textbook example of how to win a debate by redefining the terms"  
[X Link](https://x.com/rryssf_/status/2021515150675816737)  2026-02-11T09:22Z 35.1K followers, [----] engagements


"their core framework is something they call a "cascade of evidence." three tiers: tier [--] (Turing-test level): passing school exams holding conversations basic reasoning tier [--] (expert level): IMO medals PhD problems frontier research assistance multilingual fluency tier [--] (superhuman): revolutionary discoveries across domains they argue LLMs satisfy tiers [--] and [--]. tier [--] isn't required because no human meets it either. the problem: this framework didn't exist before this paper. it's not an established standard they're measuring against. they invented the ruler then measured the thing then"  
[X Link](https://x.com/rryssf_/status/2021515187019465105)  2026-02-11T09:22Z 35.1K followers, [--] engagements


"RT @rryssf_: 🦞 OpenClaw has 114000+ GitHub stars and the whole tech world is losing its mind over it. But here's what nobody's showing yo"  
[X Link](https://x.com/rryssf_/status/2021731225883607427)  2026-02-11T23:41Z 35.1K followers, [--] engagements


"RT @rryssf_: Unpopular opinion that's gonna piss some people off: Claude Skills API is a beautifully designed trap. Powerful Absolutely"  
[X Link](https://x.com/anyuser/status/2021879713376219360)  2026-02-12T09:31Z 35.1K followers, [--] engagements


"RT @rryssf_: meta amazon and deepmind researchers just published a comprehensive survey on "agentic reasoning" for llms. [--] authors. 74"  
[X Link](https://x.com/rryssf_/status/2021880521626988957)  2026-02-12T09:34Z 35.1K followers, [--] engagements


"RT @rryssf_: four UC San Diego researchers just published a comment in Nature declaring that AGI has been solved not "close." not "emergin"  
[X Link](https://x.com/anyuser/status/2021894589691621578)  2026-02-12T10:30Z 35.1K followers, [--] engagements


"RT @rryssf_: MIT researchers taught an LLM to write its own training data finetune itself and improve without human intervention the pap"  
[X Link](https://x.com/rryssf_/status/2021917542726705415)  2026-02-12T12:01Z 35.1K followers, [---] engagements


"now the SemiAnalysis numbers. 4% of GitHub public commits. Claude Code. right now. not projected. not theoretical. measured. the tool has been live for roughly a year. it went from research preview to mass platform impact faster than almost any dev tool in history. and that 20% projection isn't hype math. SemiAnalysis tracks autonomous task horizons doubling every 4-7 months. each doubling unlocks more complex work: snippet completion at [--] minutes module refactoring at [---] hours full audits at multi-day horizons. the implication isn't "developers are getting faster." it's that the definition"  
[X Link](https://x.com/rryssf_/status/2021935508654633340)  2026-02-12T13:12Z 35.1K followers, [---] engagements


"the model race itself has turned into something i've never seen before. on February [--] Anthropic and OpenAI released new flagship models on the same day. Claude Opus [---] and GPT-5.3-Codex. simultaneously. Opus [---] took #1 on the Vals Index with 71.71% average accuracy and #1 on the Artificial Analysis Intelligence Index. SOTA on FinanceAgent ProofBench TaxEval SWE-Bench. GPT-5.3-Codex fired back with top scores on SWE-Bench Pro and TerminalBench [---] plus a claimed 2.09x token efficiency improvement. this isn't annual model releases anymore. it's weekly leapfrogging. the gap between "best"  
[X Link](https://x.com/rryssf_/status/2021935524542570625)  2026-02-12T13:12Z 35.1K followers, [---] engagements


"OpenAI launched "Frontier" an enterprise platform for managing ai agents the way companies manage employees. onboarding processes. performance feedback loops. review cycles. HP Oracle State Farm Uber already signed on. Accenture is training [-----] professionals on Claude. the largest enterprise deployment so far targeting financial services life sciences healthcare and public sector. the language has shifted. nobody at these companies is saying "ai assistant" anymore. they're saying "digital workforce." https://twitter.com/i/web/status/2021935554347380907"  
[X Link](https://x.com/rryssf_/status/2021935554347380907)  2026-02-12T13:12Z 35.1K followers, [--] engagements


"and because no week in [----] is complete without the absurd: bonobos were reportedly found to identify pretend objects further proving symbolic thought isn't unique to humans. and in China a blackout was allegedly caused by a farmer trying to transport a pig via drone across mountainous terrain. the pig hit power lines. we've been saying the singularity will arrive "when pigs fly." apparently it just did"  
[X Link](https://x.com/rryssf_/status/2021935602997055980)  2026-02-12T13:13Z 35.1K followers, [---] engagements


"CHATGPT JUST TURNED PROJECT MANAGEMENT INTO A ONE PERSON SUPERPOWER You are wasting time on Status updates task breakdowns timelines scope creep follow ups. ChatGPT can run the entire thing for you like a project manager if you use these [--] prompts. Heres how:"  
[X Link](https://x.com/rryssf_/status/2012086608900595736)  2026-01-16T08:56Z 35.1K followers, 459.5K engagements


"DON'T INSTALL CLAWDBOT unless. everyone's posting screenshots of their clawdbot setup. "it cleared my inbox while i slept" "it scheduled my entire week" "i rebuilt my website from my phone" cool. now let me tell you why you http://x.com/i/article/2015585193076101121 http://x.com/i/article/2015585193076101121"  
[X Link](https://x.com/anyuser/status/2015587158468300948)  2026-01-26T00:46Z 35.1K followers, 924.2K engagements


"@alex_prompter Chatgpt hallucinates DeepSeek is bad Gemini is somewhat good Only Claude can do the work that other LLMs can't. Great share"  
[X Link](https://x.com/rryssf_/status/2021181521533473277)  2026-02-10T11:16Z 35.1K followers, [---] engagements


"the broader pattern from this week: ai stopped being a product category and became an employment category. Goldman doesn't want a "Claude product." it wants Claude employees. Apple doesn't want ai features. it wants ai-native development. OpenAI isn't selling an api. it's selling Frontier a platform to manage your agent headcount. the abstraction layer between "tool" and "worker" collapsed in a single week. https://twitter.com/i/web/status/2021935591051641297 https://twitter.com/i/web/status/2021935591051641297"  
[X Link](https://x.com/rryssf_/status/2021935591051641297)  2026-02-12T13:13Z 35.1K followers, [--] engagements


"Holy shit Stanford just showed why LLMs sound smart but still fail the moment reality pushes back. This paper tackles a brutal failure mode everyone building agents has seen: give a model an under-specified task and it happily hallucinates the missing pieces producing a plan that looks fluent and collapses on execution. The core insight is simple but devastating for prompt-only approaches: reasoning breaks when preconditions are unknown. And most real-world tasks are full of unknowns. Stanfords solution is called Self-Querying Bidirectional Categorical Planning (SQ-BCP) and it forces models"  
[X Link](https://x.com/rryssf_/status/2016803853778505804)  2026-01-29T09:21Z 35.1K followers, 117.8K engagements


"then there's the neuro-symbolic loop. this is where it gets interesting for anyone thinking about ai beyond chat. for the cosmic string spectra derivation they built an automated pipeline where Gemini: proposes a mathematical expression writes code to numerically verify it reads the error messages and tracebacks self-corrects and prunes invalid branches humans only step in when something promising surfaces. the model handles the grinding"  
[X Link](https://x.com/rryssf_/status/2021191668201148653)  2026-02-10T11:57Z 35.1K followers, [----] engagements


"there's even a section called "vibe-coding" complexity theory. they used an ai-integrated IDE to explore search-vs-decision problems in computational complexity (specifically the Sigma-P-2 class). researchers guided the model's direction while the model handled implementation and verification. that's the workflow pattern that keeps repeating: human sets the compass model walks the terrain. https://twitter.com/i/web/status/2021191680461083061 https://twitter.com/i/web/status/2021191680461083061"  
[X Link](https://x.com/rryssf_/status/2021191680461083061)  2026-02-10T11:57Z 35.1K followers, [----] engagements


"the paper is by Chen Belkin Bergen and Danks. philosophy ML linguistics cognitive science. serious people from serious fields. their evidence: GPT-4.5 passed a Turing test at 73% (higher than actual humans). LLMs win IMO gold medals. they solve PhD exams across fields. they prove theorems with mathematicians. their conclusion: "the long-standing problem of creating AGI has been solved." published February [--] [----] in Nature. not as peer-reviewed research. as a Comment piece. that distinction matters. https://twitter.com/i/web/status/2021515163179123184"  
[X Link](https://x.com/rryssf_/status/2021515163179123184)  2026-02-11T09:22Z 35.1K followers, [---] engagements


"here's where it gets interesting. before presenting evidence they spend a full section defining what general intelligence ISN'T. not required: perfection. not required: universality. not required: human similarity. not required: superintelligence. then in the objections section they add more exclusions. not required: embodiment. not required: agency. not required: autonomy. not required: self-awareness. see what's happening they're removing every requirement that current LLMs fail to meet. then they check what's left against what LLMs can do. then they declare victory. it's a definitional"  
[X Link](https://x.com/rryssf_/status/2021515175208358161)  2026-02-11T09:22Z 35.1K followers, [---] engagements


"so let's address the "GPT-6 might be alive" framing no. this paper: says nothing about GPT-6 says nothing about consciousness or "aliveness" was tested on controlled benchmarks not open-ended deployment uses the phrase "promising step toward" repeatedly runs on a simplified subset of ARC not production-scale models the model isn't "evolving without retraining." it IS retraining. it just writes its own training data first. that's a meaningful distinction. calling this "alive" is like calling a thermostat "conscious" because it adjusts temperature."  
[X Link](https://x.com/rryssf_/status/2021539448891334754)  2026-02-11T10:58Z 35.1K followers, [----] engagements


"@v_lugovsky been saying this for months. the "vibe coding" wave created a mass of 80% finished projects sitting in repos. someone was going to build for that gap eventually"  
[X Link](https://x.com/rryssf_/status/2021605474752204980)  2026-02-11T15:21Z 35.1K followers, [--] engagements


"Your premium AI bundle to 10x your business Prompts for marketing & business Unlimited custom prompts n8n automations Weekly updates Start your free trial👇 https://godofprompt.ai/complete-ai-bundle https://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2021739132435988985)  2026-02-12T00:12Z 35.1K followers, [---] engagements


"but the real signal isn't the models. it's who's building the infrastructure around them. Apple shipped Xcode [----] with native agentic coding support. Claude Agent and OpenAI Codex now work directly inside Xcode. one click to add. swap between agents mid-project. Apple redesigned its developer documentation to be readable by ai agents. read that again. Apple is designing docs for ai to read not just humans. the company that spent decades perfecting human-facing interfaces is now optimizing for machine-facing ones"  
[X Link](https://x.com/rryssf_/status/2021935537054265556)  2026-02-12T13:12Z 35.1K followers, [--] engagements


"Your premium AI bundle to 10x your business Prompts for marketing & business Unlimited custom prompts n8n automations Weekly updates Start your free trial👇 https://godofprompt.ai/complete-ai-bundle https://godofprompt.ai/complete-ai-bundle"  
[X Link](https://x.com/rryssf_/status/2021935614892064986)  2026-02-12T13:13Z 35.1K followers, [---] engagements

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