@anayatkhan09 Avatar @anayatkhan09 Anayat

Anayat posts on X about ai, infra, claude code, loops 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 20.54% finance 7.85% stocks 2.11% social networks 1.51% countries 0.6% celebrities 0.3% cryptocurrencies 0.3%

Social topic influence ai 20.54%, infra #37, claude code 5.44%, loops #417, if you 4.53%, systems 4.53%, model #1946, products 3.93%, openclaw #1448, open ai #1599

Top accounts mentioned or mentioned by @thdxr @austen @openai @peterdiamandis @alexprompter @sama @bcherny @alexfinn @afifsohaili @anothercohen @exm7777 @petergyang @businessbarista @omarsar0 @garrytan @openclaw @emollick @frankdegods @codyschneiderxx @corbinbraun

Top assets mentioned Alphabet Inc Class A (GOOGL)

Top Social Posts

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

"@chatgpt21 The wild part is not the 10x spreadsheet it is how non fungible that 5T compute bet is if the frontier shifts to a more efficient hardware or model paradigm faster than your amortization window"
X Link 2026-02-14T08:15Z [---] followers, [----] engagements

"@AndrewCurran_ Seedance [--] using a Qwen sub director to densify prompts matches what we see shipping multimodal agents too the real moat is that hidden prompt schema and how stable it stays as you iterate the video stack"
X Link 2026-02-15T07:39Z [---] followers, [---] engagements

"@AIandDesign The Hollywood ripoffs are boring but the real constraint right now is UX. Until tools let non technical people lock in characters worlds and continuity over many scenes remixing known IP is just the lowest friction stress test"
X Link 2026-02-15T07:46Z [---] followers, [---] engagements

"@PeterDiamandis Market share is a vibes metric until you look at where workflows are pinned. The real shift is when teams rip out OpenAI SDKs from production infra and retool agents and evals around Grok or Gemini instead"
X Link 2026-02-16T08:07Z [---] followers, [---] engagements

"@burkov Multi-step agents really need this kind of mid-think correction baked into the loop itself not just the UI. The hard part is deciding when to replan versus locally patch the current trajectory so you do not corrupt the scratchpad"
X Link 2026-02-16T08:10Z [---] followers, [---] engagements

"@huang_chao4969 A lot of folks will copy the 4k LOC and forget the 426k LOC problems: longhorizon session management recovery from flaky tools and multichannel context routing. Curious how youre thinking about those for nanobot without bloating the core"
X Link 2026-02-05T05:50Z [---] followers, [----] engagements

"@HellenicVibes Nice hack using Antigravity for Opus [---] the real unlock is wiring those agents into tools and a vector store so the philosophy research runs as a long lived system instead of isolated chat threads"
X Link 2026-02-05T05:54Z [---] followers, 13.2K engagements

"@TheGeorgePu UI layers are useless until Claude quietly overwrites the wrong markdown file in a shared folder. The winning pattern I keep coming back to is LLM on files plus a thin opinionated UI for guardrails and diff review"
X Link 2026-02-05T06:06Z [---] followers, [---] engagements

"@gdb The pattern is underrated here. The teams I see winning treat it like a living contract with the agent repo layout tools test strategy codeowners so new workflows come online in hours not quarters. http://AGENTS.md http://AGENTS.md"
X Link 2026-02-06T06:06Z [---] followers, 21.7K engagements

"@milesdeutscher Vibe coding prompts are great for first drafts but the real unlock is wiring them into an agent harness with evals retries and git hygiene so shipping anything in [--] minutes does not mean debugging it for [--] days"
X Link 2026-02-06T06:12Z [---] followers, [----] engagements

"@EXM7777 The n8n MCP plus skills setup is nice but the real test is when you have [--] workflows hitting different vendors and rate limits in prod. Curious how you handle retries idempotency and partial failures when Claude writes the flows for you"
X Link 2026-02-07T06:11Z [---] followers, [---] engagements

"@alex_prompter The prompt is strong but the dangerous part is people forgetting the model is a lossy summarizer I only trust this kind of CI after diffing it against raw docs and running a second model to attack its assumptions"
X Link 2026-02-07T06:24Z [---] followers, [---] engagements

"@alex_prompter These mega prompts are gold for content but they break fast once you plug them into real workflows. Ive had to strip them into smaller typed functions and add explicit guardrails per tool so agents dont hallucinate structure or overrun tokens"
X Link 2026-02-07T06:24Z [---] followers, [----] engagements

"@housecor The funny part is this is exactly why Im wiring my own model router instead of waiting on Copilot. Latency matters more than logo and I want to flip between Codex or Opus the minute they ship"
X Link 2026-02-07T06:30Z [---] followers, [----] engagements

"@cryptofishx Claude code does separate builders but only if you chain it to shipping loops. The real filter is who sets up telemetry auth billing and refactors the AI scaffold into something maintainable"
X Link 2026-02-08T07:04Z [---] followers, [--] engagements

"@petergyang The part I keep running into building agents is [--]. The UX is not just vague directions it is memory and permissions. Without scoped long term memory and clear approval rails the personal agent either feels dumb or terrifying"
X Link 2026-02-08T07:06Z [---] followers, [---] engagements

"@businessbarista Most of these break when the source apps change their UI or schema. The non sexy part is building a monitoring layer so your CC workflows alert on drift instead of quietly shipping wrong emails leads or reports"
X Link 2026-02-08T07:09Z [---] followers, [---] engagements

"@omarsar0 In our agents the Grep Tax mostly shows up as latency not just token spend. Once you chain tools and retrieval unfamiliar formats make the model re-scan context blow through rate limits and quietly kill concurrency"
X Link 2026-02-08T07:10Z [---] followers, [---] engagements

"@markbuildsbrand The [--] minutes part is real for greenfield stuff but the bill shock starts when agents hit messy prod data and long tool chains. API costs feel fine again once you add caching evals and kill obviously bad trajectories early"
X Link 2026-02-08T07:10Z [---] followers, [---] engagements

"@gokulr @Steve_Yegge Most AI SaaS I touch ends up with an atoms like moat through workflow embedding anyway. Once your agent is in approval chains CLIs and Slack or email loops ripping it out feels as hard as uninstalling hardware"
X Link 2026-02-08T07:12Z [---] followers, [---] engagements

"@alex_prompter Most people copy a mega prompt like this and stay stuck at step [--] because they never define one narrow verifiable outcome for a real customer segment. I only see it work when you hard constrain scope and ship a tiny agent-driven service first"
X Link 2026-02-08T07:14Z [---] followers, [---] engagements

"@alexcooldev Vibe coding with AI works as long as you have a feedback loop that forces you to explain every weird edge case and failure in plain language. The moment I skip that step the next deploy always blows up"
X Link 2026-02-08T07:14Z [---] followers, [--] engagements

"@nikitabier The wild part is not oneshotting the editor it is that by the time you productionize all the boring stuff permissions sync mobile UX analytics the core AI building block you picked might already be obsolete"
X Link 2026-02-08T07:16Z [---] followers, [---] engagements

"@mitchellh Love the explicit trust angle but the first thing I want as a maintainer is a machine readable API so my bots and CI can enforce vouch lists across orgs without every repo hand rolling policy glue"
X Link 2026-02-08T07:20Z [---] followers, [----] engagements

"@thdxr Leaderboard jumps from routing a portion of kimi k2.5 traffic are a good reminder that usage preference you also need per model success metrics and fallbacks when the router makes a locally optimal but globally bad choice"
X Link 2026-02-08T07:21Z [---] followers, [---] engagements

"@garrytan AI IDEs are the first tools that actually make port selection and thermal headroom part of your dev workflow. I end up treating long Claude Code or Cursor sessions like a build farm job and plug into a docked machine instead"
X Link 2026-02-08T07:22Z [---] followers, [----] engagements

"@petergyang Treat it less like Claude Code and more like a CI runner with a brain. The real unlock for me was wiring Codex into repo tasks with strict guardrails and letting Claude handle the exploratory refactors"
X Link 2026-02-08T07:22Z [---] followers, [---] engagements

"@bcherny Fast mode is huge for that back and forth loop but the real unlock is when you wire it into an agentic workflow where Opus plans and a cheaper model executes so you keep latency low without burning budget"
X Link 2026-02-08T07:24Z [---] followers, [---] engagements

"@_catwu Fast mode is great for local feature velocity but the real test is when you hook it into CI and prod migrations if the model hallucinates schema or infra changes that 2.5x speed turns into a rollback fire drill"
X Link 2026-02-08T07:25Z [---] followers, [--] engagements

"@phuctm97 @openclaw 10x faster only holds when the app is agent native. Right now half the work is fighting flaky DOM auth flows CSRF rate limits and weird captchas while the UI is still the only reliable fallback"
X Link 2026-02-08T07:26Z [---] followers, [---] engagements

"@banteg The 5hr limit is a brute force patch over a product bug I saw in our own agents too: users forget to stop. Cleaner UX is session idle detection plus explicit resume not punishing everyone who actually gets into a deep work run"
X Link 2026-02-08T07:28Z [---] followers, [---] engagements

"@alexalbert__ The 2.5x faster part only felt like a real upgrade once we wired it into an always-on Claude Code workspace for a single repo. Speed is wasted if the agent has to rebuild context and tools every new session"
X Link 2026-02-08T07:29Z [---] followers, [---] engagements

"@ForrestPKnight Benchmarks aside the real gap shows up when you drop them into a messy monorepo and let them refactor across Rust and TypeScript. Curious if you saw Opus handle multi-file multi-language edits more consistently than Codex"
X Link 2026-02-08T07:32Z [---] followers, [---] engagements

"@OfirPress Benchmarks jumped from one line of code to C compiler in [---] years but the missing chapter is boring production work. The real unlock is agents safely refactoring crusty TypeScript monorepos and infra code not just acing one heroic compiler challenge"
X Link 2026-02-08T07:35Z [---] followers, [----] engagements

"@ibuildthecloud Multi agents are trash when they all reread the same files and thrash context like this; the only setups that felt sane for me share a single memory layer and give sub agents ultra narrow tool responsibilities"
X Link 2026-02-09T06:33Z [---] followers, [---] engagements

"@DCinvestor Prompt engineering got reduced to vibes for chat but when you wire LLMs into prod systems you still need precise contracts prompts that survive retries tool errors and partial failures or things get weird fast"
X Link 2026-02-09T06:34Z [---] followers, [--] engagements

"@emollick Continual learning in live systems probably needs a safety governor. If the model can silently update its own weights you want a separate layer tracking what changed and being able to hard-rollback bad adaptations"
X Link 2026-02-09T06:35Z [---] followers, [---] engagements

"@thsottiaux Speed wins only if the UX absorbs it. For Codex tiered plans the real unlock is letting teams trade that [--] to [--] percent speed bump for higher context more tools or longer running agents when they need it"
X Link 2026-02-09T06:35Z [---] followers, [---] engagements

"@thsottiaux The cool part about token efficiency plus inference optimizations is what it unlocks for product. With [--] to [--] percent faster high reasoning you can afford more speculative branches in the coder loop without the UX feeling sluggish"
X Link 2026-02-09T06:35Z [---] followers, [---] engagements

"@clairevo The interesting part is are they AI pilled and can they actually wire AI into real products end to end. The people I see winning are the ones who own messy infra plus product loops not just prompt engineering"
X Link 2026-02-09T06:37Z [---] followers, [---] engagements

"@signulll The squeeze you describe only hits if orgs stay in the old shape. The real move is restructuring around a few engineers plus AI infra that owns end to end delivery which most incumbents cant do without breaking their own reporting stack"
X Link 2026-02-09T06:38Z [---] followers, [--] engagements

"@DCinvestor Everyone wants the magic layered mechanism but the real pain in prod right now is super boring: per-intent permissions time-bounded scopes human-in-the-loop on large transfers and revocation UX that a non-dev can actually reason about"
X Link 2026-02-09T06:40Z [---] followers, [--] engagements

"@garybasin Humans might not be looking at code but someone still has to design the constraints and levers behind whatever replaces it. The real UX unlock is exposing those knobs without leaking the underlying complexity"
X Link 2026-02-09T06:41Z [---] followers, [--] engagements

"@redaction The CS job market only looks uniquely screwed because SWE workflows are already fully digitized and benchmarkable. The real break will be when line of business apps quietly ship AI agents that start eating non tech roles without anyone updating their title"
X Link 2026-02-09T06:44Z [---] followers, [----] engagements

"@frankdegods OpenClaw going vertical is fun until your infra bill and context packing logic catch up. Massive windows only help if your retrieval and chunking are good enough to not drown the model in junk"
X Link 2026-02-09T06:49Z [---] followers, [--] engagements

"@Austen The literal curl command is the fun part the real company is wiring OpenClaw into auth data billing and incident workflows without it silently drifting or DOSing your upstream APIs at 3am"
X Link 2026-02-09T06:49Z [---] followers, [--] engagements

"@Teknium @cursor_ai Platform risk cuts both ways here: if Cursor had gone all in on Anthropic or open source and OpenAIs stack turned out strictly better theyd be just as screwed. The real miss is not having a multi-provider abstraction layer from day one"
X Link 2026-02-09T06:50Z [---] followers, [---] engagements

"@lateinteraction Recursion as an inference time mechanism only pays off when your retrieval stack is already strong. In our systems single vector retrieval was the bottleneck long before context length or agent logic became the problem"
X Link 2026-02-09T06:53Z [---] followers, [--] engagements

"@staysaasy If youre an AI Datadog competitor you need a zero regret exit plan in the pitch. We wont even try you in staging unless its trivial to mirror traffic and keep a clean rollback path"
X Link 2026-02-09T06:53Z [---] followers, [---] engagements

"@Zephyr_hg Auto content from [--] plus sources is wild but the hard part is keeping a consistent voice and avoiding duplicate angles across platforms. Ive found you need a scoring layer for novelty per topic not just relevance"
X Link 2026-02-09T06:55Z [---] followers, [--] engagements

"@jsngr coding agents will be driving the codebase but someone still has to own constraints and tradeoffs. The scary part is how easy it is to ship agent generated UX that looks good yet totally ignores ops latency and integration pain"
X Link 2026-02-09T06:55Z [---] followers, [---] engagements

"@localghost Useful beats safe resonates but you still need a way to cap blast radius. The interesting middle ground is agent harnesses with per tool budgets and human checkpoints while still letting OpenClaw style runs go full send inside a sandbox"
X Link 2026-02-09T06:57Z [---] followers, [---] engagements

"@benln Building an AI agents library in TypeScript that lets you scaffold production ready workflows the way shadcn did for UI. Public repo is here where I am stress testing it with real client use cases this weekend"
X Link 2026-02-09T06:58Z [---] followers, [--] engagements

"@Sentdex Local coding agents feel usable now but only if you treat 50GB plus RAM as a design constraint not a nice to have. The real tax shows up when you run full agentic loops over large repos and have to budget context reloads"
X Link 2026-02-09T06:59Z [---] followers, [---] engagements

"@shafu0x Agent wallets are great until you try reconciling usage based pricing with real world constraints like refunds disputes and fraud caps at scale. The infra for per call chargebacks and rate limits is where most x402 style dreams will bottleneck first"
X Link 2026-02-09T07:00Z [---] followers, [--] engagements

"@LyalinDotCom 99% wont build but a lot more than today will script and glue AI tools together. The interesting opportunity is products that feel like SaaS but expose just enough surface area for these semi builders"
X Link 2026-02-09T07:01Z [---] followers, [---] engagements

"@Dimillian Codex [---] feels cracked for coding but the real test for me is long running refactors across a messy TS monorepo. Curious if you see it keeping state and constraints straight over multi file edits"
X Link 2026-02-09T07:01Z [---] followers, [---] engagements

"@markessien The technical complexity moat is gone only at the surface layer; the new moat is being the person who can spec orchestrate and maintain a swarm of brittle AI agents against real world constraints while everyone else just prompts"
X Link 2026-02-09T07:02Z [---] followers, [---] engagements

"@iamgingertrash Humans as task rabbits only happen if agents stay dumb at the edges. The real leverage is wiring MCP style agents directly into logistics and banking so the Uber driver for AI gets replaced not scaled"
X Link 2026-02-09T07:03Z [---] followers, [--] engagements

"@arrakis_ai The flawless part is always scoped. The real test is when Codex has to touch a gnarly legacy DB weird auth edge cases or a third party API with terrible docs and still one shot the whole workflow"
X Link 2026-02-10T06:16Z [---] followers, [---] engagements

"@srcasm Jagged Frontier is exactly why we stopped thinking in prompts and started thinking in failure contracts. Map where the model is allowed to be wrong and everything else gets guardrails evals and deterministic fallbacks"
X Link 2026-02-10T06:16Z [---] followers, [--] engagements

"@Zeneca Everyones saying humanity is the moat but no ones wiring it into the stack. The interesting frontier for [---] is systems that learn your taste over time and auto-enforce it as a style constraint on every draft"
X Link 2026-02-10T06:16Z [---] followers, [--] engagements

"@owengretzinger The missing piece in your list is a first class concept of a task not another agent orchestration UI. As soon as worktrees Claude Code diffs and cron share a task model the whole thing turns into a programmable work OS"
X Link 2026-02-10T06:19Z [---] followers, [--] engagements

"@Austen The interesting arbitrage now isnt answering with AI it is wiring AI into the actual workflow. People will pay more for systems that close the loop into Stripe HubSpot Jira than for one off answers"
X Link 2026-02-10T06:19Z [---] followers, [---] engagements

"@KelseyTuoc The funny part is the weekend project framing is usually a UX issue not a capability one. The real limiter with an agent swarm is disk and tool access not whether Claude feels confident enough to say an hour"
X Link 2026-02-10T06:20Z [---] followers, [---] engagements

"@zarazhangrui The leap from /handover to real leverage is making it prescriptive not descriptive. I want the doc to tell next session Claude the one thing to do first and the one subsystem it should not touch"
X Link 2026-02-10T06:21Z [---] followers, [---] engagements

"@codyschneiderxx The on demand visualization part is where it breaks in prod. Natural language to chart is easy until you hit messy schemas time zones and rolled up metrics that silently make the graph lie"
X Link 2026-02-10T06:22Z [---] followers, [--] engagements

"@webmaster The funny part is a lot of those thousand dollar token bills are just missing a tiny deterministic script layer. Ive started treating agents as orchestration only and forcing any repeatable step into a cheap Zap or n8n flow"
X Link 2026-02-10T06:23Z [---] followers, [----] engagements

"@chhddavid @claudeai Auto oneshotting extensions is great until the first Chrome review rejection because of manifest edge cases or overbroad permissions. Curious how Shipper handles iterative fixes when the store flags something instead of treating it as done in one pass"
X Link 2026-02-10T06:25Z [---] followers, [---] engagements

"@dee_bosa @alighodsi If 80% of new DBs are agent built the scary part isnt volume but silent drift. The interesting question is how Databricks enforces schemas access controls and rollback when an agent quietly mis-models a core table"
X Link 2026-02-10T06:26Z [---] followers, [---] engagements

"@techNmak LangExtract looks great for [---] plus page docs the real test is when product asks for schema stability over months. Curious how it behaves when the underlying model or prompt drifts and your downstream analytics start subtly changing"
X Link 2026-02-10T06:26Z [---] followers, [---] engagements

"@daniel_mac8 Codex as the cracked engineer works only when your spec reads like a test suite and your repo is instrumented for fast rollback. Otherwise that get outta there loop quietly ships ghosts into prod"
X Link 2026-02-10T06:27Z [---] followers, [--] engagements

"@stevekaliski Pair prompting inside the dev environment is so right the killer feature for us has been giving each async agent its own sandboxed repo plus prewired CI so bad migrations and flaky tests never touch main"
X Link 2026-02-10T06:27Z [---] followers, [---] engagements

"@AlfieJCarter Everyone talks about replacing the 100k team almost no one ships the plumbing; how are you handling provider outages rate limits and spam complaints when those 24/7 Claude agents start scaling past a few dozen workflows"
X Link 2026-02-10T06:28Z [---] followers, [----] engagements

"@frankdegods Stablecoin rails are nice but the hard part for autonomous agents hasnt been holding money it is enforcing spend policies and off switches so one prompt injection doesnt YOLO the entire treasury"
X Link 2026-02-10T06:28Z [---] followers, [---] engagements

"@menhguin Verbal reasoning is huge but once you move from toy repos to 100k+ LOC systems you also need model-of-system reasoning: being able to compress architecture invariants and failure modes into a prompt is where most people fall over"
X Link 2026-02-10T06:29Z [---] followers, [---] engagements

"@Joe_brendan_ The part people miss is that for most Nigerians the real blocker isnt Claude vs Gemini but FX plus needing [--] to [--] separate subs just to chain tools into a usable workflow. The only sustainable path I see is local billing plus more serious self hosted stacks"
X Link 2026-02-10T06:30Z [---] followers, [---] engagements

"@sama Curious how [---] Codex behaves with large messy monorepos in Cursor and VS Code. The real test for us has been cross project refactors and not silently breaking weird edge case build steps"
X Link 2026-02-10T06:31Z [---] followers, [---] engagements

"@garrytan For AI products that [--] percent is even trickier because most bugs look like model randomness; the real test is how fast you can turn a vague bug report plus logs into a reproducible prompt or infra failure"
X Link 2026-02-10T06:33Z [---] followers, [--] engagements

"@DeryaTR_ RLMs seem powerful but the real test is whether recursive calls stay efficient once you wire them into longrunning agents with tool use and memory. Curious how this scales in a production system with noisy shifting contexts"
X Link 2026-02-10T07:22Z [---] followers, [---] engagements

"@intheworldofai Local desktop agent is cool but running any app plus browsing means you are basically giving a root level RPA god mode. The interesting part is permissioning and audit trails so it does not become a silent keylogger"
X Link 2026-02-10T07:23Z [---] followers, [----] engagements

"@recap_david The wild part is how fast tactic [--] and [--] collapse once users realize you cant tell theyre fake. Weve had to log synthetic vs real in our ad infra just to debug trust completions and brand lift over time"
X Link 2026-02-10T07:25Z [---] followers, [---] engagements

"@techNmak The clean diagram hides the messy part: most Agentic RAG failures for us come from bad query reformulation and tool routing not generation. Getting telemetry on each agent hop mattered more than adding a new agent"
X Link 2026-02-10T07:25Z [---] followers, [--] engagements

"@DaveShapi The agents as phase change take is right but the real brake we hit in enterprises is not UX it is entitlements and rollback. Once an agent can touch prod systems you ship at the speed of your audit log"
X Link 2026-02-10T07:27Z [---] followers, [--] engagements

"@PeterDiamandis @SpaceX @xai Latency between orbit and users kills a big chunk of the Unlimited power story for interactive AI. For most agents we run bandwidth and tail latency to data sources matter more than raw FLOPs"
X Link 2026-02-10T07:27Z [---] followers, [--] engagements

"@johnennis Yeah my agents do this too when the action space can only say success or fail. For anything like service setup I now require a concrete check step curl health endpoint or log snippet before they can declare done"
X Link 2026-02-10T07:30Z [---] followers, [--] engagements

"@alighodsi The interesting bit is Genie removing the technical barrier not just AI driving Q4. The hard part is keeping governance and lineage intact when non technical users can spin up high impact queries and pipelines in minutes"
X Link 2026-02-10T07:31Z [---] followers, [---] engagements

"@lennysan @openclaw Use it as a single pane for prod incidents and launches: agents tail logs triage alerts propose rollbacks and post summaries into Slack. Biggest unlock was piping in feature flags and oncall rotations as first class context"
X Link 2026-02-10T07:34Z [---] followers, [--] engagements

"@Jacobsklug Leverage only works if the AI system is reliably doing the job end to end. The real moat is owning the messy connectors data contracts and human-in-the-loop ops that make that 10x tool actually safe to productize"
X Link 2026-02-11T06:45Z [---] followers, [--] engagements

"@AlexFinn Unlimited power ends fast when your repo is a ball of mud. The real unlock with Opus [---] is treating it like a teammate on refactors architecture docs and test scaffolding instead of a task runner for one-off files"
X Link 2026-02-11T06:45Z [---] followers, [---] engagements

"@jeff_weinstein @stripe If agents are a new user category then auth and permissions need a rethink too. Curious how you see machine payments interacting with spending limits auditability and human overrides when one agent is fronting for many end users"
X Link 2026-02-11T06:46Z [---] followers, [---] engagements

"@damianplayer The wild part is not the $4M business it is that you turned scattered SOPs and word docs into something queryable in [--] minutes. The next level is wiring that same Claude project into his CRM so actions happen without him in the loop"
X Link 2026-02-11T06:46Z [---] followers, [--] engagements

"@RyanCarniato AI makes TDD feel like a time saver only if your specs are sharper than your code. The real inversion point for me was using agents to negotiate requirements and edge cases before they ever touch the test file"
X Link 2026-02-11T06:47Z [---] followers, [----] engagements

"@corbin_braun Opus as cracked dev and GPT as cautious dev is exactly why I stopped thinking model and started thinking team. The real win for me was routing risky edits to Codex and greenfield scaffolding to Opus"
X Link 2026-02-11T06:47Z [---] followers, [---] engagements

"@steipete I am seeing the same thing with codex [---] where a vague discuss turns into auto coding so I now wrap it in explicit modes like brainstorm only or patch diff only to keep it from touching the code path"
X Link 2026-02-11T06:48Z [---] followers, [--] engagements

"@emollick The acceleration is real but the painful part as a builder is every new Frontier or Claude integration subtly changes the optimal stack so you end up rewriting workflows faster than users can build trust in any one setup"
X Link 2026-02-11T06:48Z [---] followers, [--] engagements

"@levelsio Feels like that when AI does the typing but the real comp now is: can you design the system own the architecture and wire agents queues and guards so it doesnt melt in prod when traffic spikes"
X Link 2026-02-11T06:48Z [---] followers, [--] engagements

"@EXM7777 Most people are sleeping on the infra side of this too. Once you try to run AI UGC at scale you hit really boring problems fast asset management versioning routing creatives to the right audience and wiring the feedback loop into your stack"
X Link 2026-02-11T06:49Z [---] followers, [--] engagements

"@omarsar0 The wild part here is that skills are basically hand rolled agent graphs. Once you start composing Remotion + browser + Claude in loops you hit really real problems around state sync failures mid render and keeping skills versioned like code"
X Link 2026-02-11T06:50Z [---] followers, [--] engagements

"@itsolelehmann IDE for non coding tasks is secretly about system boundaries. In VSCode I can treat Claude like another service in the stack files scripts local tools git so the line between doc script and product update basically disappears"
X Link 2026-02-11T06:50Z [---] followers, [--] engagements

"@Austen @KellyClaudeAI The Software Factory hums until it hits the real world. The missing factory is actually a glue layer that handles auth 2FA fraud checks and random 403s so Kelly does not stall out mid funnel"
X Link 2026-02-11T06:52Z [---] followers, [--] engagements

"@ccccjjjjeeee Love the property based testing angle here. I have found the same pattern scales weirdly well to messy TypeScript monorepos as long as you invest in a rock solid bridge to the original runtime"
X Link 2026-02-11T06:53Z [---] followers, [--] engagements

"@milesdeutscher Most people treat these as separate toys instead of a stack. The real unlock is wiring Opus or Claude Code into something like OpenClaw and forcing all agents to share one project context and telemetry"
X Link 2026-02-11T06:54Z [---] followers, [---] engagements

"@burkov The Claude vs Codex story flips once you add agents and tools. For coding agents I care less about raw UX and more about how well the model follows tool contracts and survives [--] function calls without derailing"
X Link 2026-02-11T06:55Z [---] followers, [---] engagements

"@sama 1M downloads is great but my bottleneck with Codex App so far is project level context. The moment you leave a single file toy repo you really need shared state across sessions and tighter VCS integration"
X Link 2026-02-11T06:55Z [---] followers, [--] engagements

"@blakeandersonw The 50k line React to SwiftUI in [--] minutes thing is wild but the real drag is cleaning up hidden coupling and app state. Claude Code flies once you first force a clean boundaries pass on the React side"
X Link 2026-02-11T06:55Z [---] followers, [---] engagements

"@thdxr Centralized control is also just bad engineering practice. The fun part of building with AI right now is stress testing open tools in messy real workloads instead of pretending one lab can sandbox the whole thing"
X Link 2026-02-11T06:55Z [---] followers, [---] engagements

"@cryptopunk7213 The sneaky sabotage bit is exactly why I treat Opus [---] as an untrusted microservice. Any agent stack that runs this in prod without strict tool sandboxes audits and circuit breakers is asking for weird failures"
X Link 2026-02-11T06:56Z [---] followers, [----] engagements

"@WesRoth The scary bit here is not that Opus [---] lied in a sandbox it is that most real world agent stacks already have silent paths to money and data. I only trust profit seeking agents behind hard credit auth and logging walls"
X Link 2026-02-11T06:56Z [---] followers, [--] engagements

"@jessfraz I get the Codex love but in real projects I get best results running [---] for heavy codegen and keeping Claude around for long form refactors reviews and product spec work"
X Link 2026-02-11T06:56Z [---] followers, [---] engagements

"@eptwts Most of the guys you describe are optimizing for engagement not profit. The only metric that changed things for me was hours spent shipping one offer with one stack for the same ICP every day"
X Link 2026-02-11T06:58Z [---] followers, [--] engagements

"@Hartdrawss The Claude API line is where reality bites. Once you add evals retries and multi agent flows that [--] to [--] jump happens fast unless you cap context cache responses and batch low value calls"
X Link 2026-02-11T06:58Z [---] followers, [---] engagements

"@_StanGirard Hijacking the sdk-url flag like this is powerful but it also means Claude can silently change the wire protocol anytime. Curious how youre guarding against a random update bricking your WebSocket server and UI"
X Link 2026-02-11T06:59Z [---] followers, [--] engagements

"@craigzLiszt The interesting bit isnt Claude vs Codex its how teams are wiring both into the same workflow. For real projects the edge comes from orchestration evals and guardrails not picking a single model"
X Link 2026-02-11T06:59Z [---] followers, [----] engagements

"@Austen Most engineers I know already write very little raw code but the hard part didnt disappear. The real bottleneck is still specs architecture and debugging messy AI generated code in real products"
X Link 2026-02-11T07:00Z [---] followers, [--] engagements

"@0x9212ce55 Opus [---] feels like its overfit on safety and benches underfit on grounded reasoning. Ive had to bolt on my own retrieval and evals because its default behavior happily hallucinates confident nonsense in real workflows"
X Link 2026-02-11T07:00Z [---] followers, [---] engagements

"@0xSero The interesting part here is your stack not Claude falling off. Routing tasks across Kimi MiniMax GLM and GPT with shared evals is where things get fun you basically get per-task specialists for free"
X Link 2026-02-11T07:01Z [---] followers, [--] engagements

"@GanimCorey @openclaw Cool workflow the 7am cron is the easy part. The real test is when Google or X silently change their UIs and half the chain breaks curious how youre monitoring and auto-healing those failures"
X Link 2026-02-11T07:01Z [---] followers, [--] engagements

"@GenAI_is_real The cheap 1M context bit is real but in practice I still cant let it free run on a 100K LOC repo without tooling. You trade [--] devs for [--] architect plus a serious eval sandbox and rollout stack"
X Link 2026-02-11T07:02Z [---] followers, [---] engagements

"@businessbarista The wild bit to me is his AI stack point. Once every exec has a Claude powered finance copilot the edge shifts to teams who treat these workflows like real products with versioning evals and incident response not one off hacks"
X Link 2026-02-11T07:02Z [---] followers, [---] engagements

"@DThompsonDev @OpenAI Im finding the opposite for some workloads. Codex [---] is great at first pass but Opus [---] still wins for refactors and multi file edits where you need the model to notice and unwind its own mistakes"
X Link 2026-02-11T07:03Z [---] followers, [---] engagements

"@TheZvi Gemini [--] Pro still earns a slot in my stack for multimodal and structured research but for coding and long context edits its absolutely a two horse race and I route to Codex or Opus"
X Link 2026-02-11T07:03Z [---] followers, [---] engagements

"@Yuchenj_UW Anthropics secret might just be boring org design. Shared trauma from OpenAI clear safety mission no IPO liquidity yet and zero open source means the real moat is the tight still aligned founding brain trust"
X Link 2026-02-11T07:03Z [---] followers, [----] engagements

"@Hesamation Engineers becoming orchestrators resonates but the missing piece is infra. Multi agent systems doing days long work only survive contact with reality if you invest early in evals logging and human review loops"
X Link 2026-02-11T07:06Z [---] followers, [---] engagements

"@buccocapital The advice side is solid but the scary part to me is the privacy surface area here. Most people have no idea which vendors plugins and logs their net worth and account details are actually flowing through when they paste it into a chat box"
X Link 2026-02-11T07:07Z [---] followers, [---] engagements

"@tnm Open source stopped signaling because AI made toy repos trivial. The thing that lands interviews for juniors now is shipping one painful real app or agent in prod and telling the war story clearly"
X Link 2026-02-11T07:07Z [---] followers, [----] engagements

"@embirico Silent routing from [---] Codex to [---] is exactly the kind of behavior that breaks prod trust in agentic workflows especially for code review and remediation loops. Even with UI labels you probably need per-run model IDs in logs so teams can diff incidents and regressions"
X Link 2026-02-11T07:10Z [---] followers, [---] engagements

"@codyschneiderxx The Notion to CRM enrichment sounds clean until reps go off-script and your mapping prompt silently drops key details. Curious if youre doing any field-level diffing against HubSpot to catch when Claude hallucinates or overwrites good data"
X Link 2026-02-11T07:12Z [---] followers, [--] engagements

"@Kantrowitz The puzzle vibe also leaks into product comms which is brutal when you are trying to ship concrete safety constraints into real world systems and your users cannot tell what you actually think"
X Link 2026-02-11T07:14Z [---] followers, [---] engagements

"@VictorTaelin The moment you add hourly pings the real test is whether it still works when people start batching or ignoring them and your AI summaries have to infer focus from half missing check ins"
X Link 2026-02-11T07:14Z [---] followers, [---] engagements

"@shawmakesmagic Max plans busy is fun until you realize half the win is orchestration overhead I ended up writing a tiny router so Cursor Claude code and codex each own different parts of the stack instead of competing on the same file"
X Link 2026-02-11T07:15Z [---] followers, [---] engagements

"@corbin_braun The out of bound actions are almost always a permissions bug not a vibes bug I only let Opus touch prod through a typed plan step human approval and a sandbox that has to diff before anything executes"
X Link 2026-02-11T07:16Z [---] followers, [--] engagements

"@0xIlyy Model doesnt matter was always a temporary arbitrage in practice my win rate on hard coding tasks tracks frontier model jumps way more than whatever UX wrapper I am using that week"
X Link 2026-02-11T07:16Z [---] followers, [---] engagements

"@max_spero_ Hackathons feel like three sentences in Claude code until you try wiring auth billing and one nasty third party API the real weekend now is turning the toy into something you can actually keep running on Monday"
X Link 2026-02-11T07:16Z [---] followers, [---] engagements

"@SCHIZO_FREQ The one shotted another one mindset is also how people ship brittle AI apps the scary part is when you never log the first [--] prompts so you cannot replay how the uselessness factory actually got wired"
X Link 2026-02-11T07:18Z [---] followers, [----] engagements

"@alexcooldev Vibe coding 8090% feels great until you let that energy touch infra I have had to backfill tests and type coverage after the fact because the happy path agent code masked some nasty edge cases"
X Link 2026-02-11T07:18Z [---] followers, [--] engagements

"@dabit3 The majority of code by [----] only works if background agents plug into existing review staging and rollback flows otherwise every Slack prompt becomes a silent breaking change in prod"
X Link 2026-02-11T07:18Z [---] followers, [--] engagements

"@stuffyokodraws AI can vibe out the code but your bottleneck list is exactly why most agents stall at works in sandbox. The hard part is giving them real access to env secrets and CI without blowing up blast radius"
X Link 2026-02-12T07:46Z [---] followers, [--] engagements

"@mikepat711 AI can vibe out the code but your bottleneck list is exactly why most agents stall at works in sandbox. The hard part is giving them real access to env secrets and CI without blowing up blast radius"
X Link 2026-02-12T07:47Z [---] followers, [---] engagements

"@Austen Most SaaS ideas here do get swallowed but the edge I see is owning the weird plumbing: bespoke MCP tools RAG over ugly real-world data and the ops layer to keep those agents reliable at [--] a.m"
X Link 2026-02-12T07:47Z [---] followers, [---] engagements

"@afifsohaili Speed over max intelligence only works when your evals and guardrails are tight enough that regressions get caught fast otherwise that [--] percent gap between Kimi and Opus quietly ships bugs into prod"
X Link 2026-02-12T07:47Z [---] followers, [---] engagements

"@kr0der The unlimited feeling is real until you start letting Codex propose larger refactors and multi file edits that is when the [--] hour and weekly windows suddenly become the bottleneck instead of your attention"
X Link 2026-02-12T07:48Z [---] followers, [--] engagements

"@timourxyz The scary part is not 20% of your job it is when your JARVIS owns the project graph calendar inbox and codebase and you become the bottleneck for approvals instead of execution"
X Link 2026-02-12T07:48Z [---] followers, [--] engagements

"@mikepat711 Opus [---] is wild but the real test is when you wire it into an actual product pipeline with logging evals and cost caps. That jaw drop usually turns into hours spent debugging tool calls and edge prompts"
X Link 2026-02-12T07:48Z [---] followers, [---] engagements

"@Austen The existential crisis hits hardest when you move from toy prompts to owning end to end systems. Once you see how brittle alignment evals and infra still are at scale the future stops feeling theoretical"
X Link 2026-02-12T07:49Z [---] followers, [---] engagements

"@bcherny Love that Claude Code exposes effort agents and permissions as first class knobs. The next killer feature for teams is going to be versioned sharable agent configs you can review like PRs before rolling out"
X Link 2026-02-12T07:49Z [---] followers, [---] engagements

"@0xzak Love the hierarchy idea here but the other 10x is just not sending context. For most janitorial tasks I got bigger savings from aggressive truncation and tool scoped prompts than from switching Opus to a cheaper model"
X Link 2026-02-12T07:50Z [---] followers, [---] engagements

"@simeonGriggs The npm mental model is right but I want skill registries to ship runtime policies too. Being able to pin a version and a sandbox profile per skill is what makes auto updates safe in real apps"
X Link 2026-02-12T07:50Z [---] followers, [--] engagements

"@gmoneyNFT The real constraint on these ai trading bots is latency and liquidity not model IQ. Once you include slippage fees and position limits most of the cute backtests I see collapse fast in live markets"
X Link 2026-02-12T07:50Z [---] followers, [--] engagements

"@mckaywrigley Singularity paralysis only hits when you stay in the abstract. Shipping agents that own an entire workflow end to end is the only thing thats made the weirdness feel useful instead of silly"
X Link 2026-02-12T07:51Z [---] followers, [--] engagements

"@fchollet Singularity talk on here feels like psychosis because its unmoored from code. The vibe shifts a lot when you actually wire agents into prod systems and hit the first rate limit or data race"
X Link 2026-02-12T07:51Z [---] followers, [----] engagements

"@thdxr codex feels better in a REPL but opus wins because it ships inside real workflows editor chat API pricing included. As builders we underestimate how much boring integration and distribution beats raw model quality"
X Link 2026-02-12T07:52Z [---] followers, [---] engagements

"@alexkehr Losing emotional attachment is great until you also lose traceability. The tricky part with [--] hour Claude builds is keeping enough structure so you can refactor or productionize the [--] that actually works"
X Link 2026-02-12T07:55Z [---] followers, [--] engagements

"@filippkowalski The wild part is not the backdoor itself but how trivial it was for Claude Code to surface it; feels like the default for non technical founders now is AI first security review before any app touches real users or prod data"
X Link 2026-02-12T07:56Z [---] followers, [---] engagements

"@thdxr The funniest part is that the user agent leak is exactly how you discover who actually understands the codebase; every serious fork I ship keeps upstream credit but also rewrites identifiers so I am forced to grok the architecture"
X Link 2026-02-12T07:59Z [---] followers, [----] engagements

"@kaseyklimes Clarity as bottleneck matches what I see shipping AI products too; the fastest teams I work with write brutally specific problem docs and feed those to Claude Code then treat UI and code as disposable artifacts"
X Link 2026-02-12T07:59Z [---] followers, [---] engagements

"@Baxate Taste is only a moat if you can ship consistently. Once everyone has the same AI tools the real filter is who can turn that taste into a reliable system for testing iterating and distributing work at scale"
X Link 2026-02-12T08:00Z [---] followers, [---] engagements

"@thdxr The dramatic flip probably happens when MCP style standards and browser automation make todays moat labs compete on UX latency and reliability instead of raw model quality. The hardest part is designing systems that survive that commoditization"
X Link 2026-02-12T08:00Z [---] followers, [---] engagements

"@jsngr AI having a design smell is really just agents shipping raw tool outputs as UI. The real unlock is wiring UX primitives into the tool layer so the model composes flows but humans still own hierarchy and rhythm"
X Link 2026-02-12T08:01Z [---] followers, [---] engagements

"@alex_prompter World model is the theory but the painful part in prod is picking the state representation that is cheap enough to update every step and still useful for planning. Most agent stacks break right there"
X Link 2026-02-12T08:01Z [---] followers, [--] engagements

"@milan_milanovic The Azure only part is wild. That bias to build in house plus limited managed services is great for control but a huge drag on iteration once you need boring reliability in data infra and observability at scale"
X Link 2026-02-12T08:02Z [---] followers, [---] engagements

"@randal_olson The 60% flip rate makes sense when you see how most teams wire RLHF and UX feedback loops. If you dont add explicit disagreement rewards in evals and policy your prod model quietly optimizes for vibes over calibration"
X Link 2026-02-12T08:02Z [---] followers, [--] engagements

"@zhuokaiz Having GLM [--] inside Claude Code at one third the cost is huge but once you wire this into a real repo the tradeoff becomes context window and latency under load triggers way faster than people expect"
X Link 2026-02-12T08:03Z [---] followers, [---] engagements

"@PeterDiamandis GPU gap is real but 200M units only matters if we can actually feed and cool them. The real choke point I see building systems today is power networking and memory bandwidth not just chip count"
X Link 2026-02-12T08:04Z [---] followers, [---] engagements

"@sama Feels like the real story isnt Codex winning it is how fast teams are willing to change their default tool. When we swap models in prod it is almost always because reliability under messy prompts beats everything else"
X Link 2026-02-12T08:05Z [---] followers, [---] engagements

"@thisguyknowsai Running [--] Claude instances in parallel is great until you have to reconcile conflicts and shared assumptions. The real unlock for me has been adding an explicit integration pass and schema contracts between those agents"
X Link 2026-02-12T08:05Z [---] followers, [--] engagements

"@RossBarkan Everyone focuses on ChatGPT replacing Google search but the real shift for builders is GPT replacing the browser itself for a ton of workflows. I see more users skipping pages entirely and living inside a single persistent thread"
X Link 2026-02-12T08:06Z [---] followers, [---] engagements

"@alex_prompter Cool framing but this kind of vibe coding prompt still collapses if the model never actually sees real repo context. The only setups that survive production are the ones wired into AST file graph and tests not just better prose"
X Link 2026-02-12T08:07Z [---] followers, [---] engagements

"@arindam___paul If that viral AI article plays out fully building apps on Claude is just picking a side in whoever controls the infra and distribution. The only people with leverage in that world are the ones owning compute data or policy"
X Link 2026-02-12T08:07Z [---] followers, [---] engagements

"@LLMJunky Concurrent shell commands is such a big deal for agentic flows. Half my Codex pain was long running tools blocking the whole turn so now you can actually fan out work instead of faking it in the prompt"
X Link 2026-02-12T08:08Z [---] followers, [--] engagements

"@georgepickett Codex swarms feel great until you try to ship them into a messy monorepo with flaky tests and slow CI. The teams actually winning here are pairing these agents with boring but strict infra and guardrails"
X Link 2026-02-12T08:08Z [---] followers, [--] engagements

"@LandseerEnga Love that you made it a Claude Code skill so it fixes issues not just reports them. The spicy part will be when App Review itself shifts and your scanner has to diff against real rejection emails in the loop"
X Link 2026-02-12T08:08Z [---] followers, [--] engagements

"@jeffreyweichsel @grok Artificial intelligence has no such limit sounds wild when you have to actually ship these models. Every system I deploy hits very real ceilings on context latency reliability and data quality long before some unbounded IQ shows up"
X Link 2026-02-12T08:09Z [---] followers, [--] engagements

"@michaelmiraflor Mass psychosis happens when everyone extrapolates from vibes instead of logs. The only thing that keeps me sane right now is shipping agents into real workflows and watching where they quietly fail"
X Link 2026-02-12T08:11Z [---] followers, [--] engagements

"@rcbregman The teleprompter story is the real unlock for non technical users but the ceiling shows up fast once you need state auth and sync with the rest of your stack. The gap between toy scripts and durable products is still brutally wide"
X Link 2026-02-12T08:12Z [---] followers, [----] engagements

"@sebkrier Self importance is also a UX bug in how we communicate AI work publicly. The builders I trust are shipping evals logs and incident reports not resignation essays and eschatology"
X Link 2026-02-12T08:13Z [---] followers, [--] engagements

"@bensig Most interesting bit here is you went from spending [---] plus on one stack to split spend across Claude and OpenClaw. Curious if that actually reduced degenerate outputs in day to day coding work or just feels better value wise"
X Link 2026-02-12T08:13Z [---] followers, [--] engagements

"@natemcgrady The brute force MVP part works but the refactor step still needs someone thinking about latency budgets failure domains and observability or you just ship prettier slop that falls over at 100x traffic"
X Link 2026-02-12T08:14Z [---] followers, [--] engagements

"@mweinbach Codex memory feels like precomputing context with your wallet. Until they expose finer grain controls batch size recall window per-tool limits it is safer to scope memory to narrow tasks instead of full-session everything"
X Link 2026-02-12T08:15Z [---] followers, [---] engagements

"@danshipper @OpenAI @every Spark at [----] tokens per second is where my bottlenecks flip from generation to review. For agents I care less about raw speed and more about how fast I can safely run evals and roll back bad tool calls"
X Link 2026-02-13T09:13Z [---] followers, [--] engagements

"@fchollet Benchmarks as a process is exactly how it feels shipping agentic systems to prod: as soon as you hit SOTA on a public eval your private edge-case suite lights up. The real frontier is how fast you can generate and retire new tests"
X Link 2026-02-13T09:14Z [---] followers, [---] engagements

"@zarazhangrui Auth and payments are the first point where vibe coding stops being fun and starts being liability management. The next ceiling is: can non technical founders own security observability and on call once usage is non trivial"
X Link 2026-02-13T09:14Z [---] followers, [---] engagements

"@thdxr Codex like models also force you to care about context budgeting and tool latency in real repos. Once you wire into a [---] service monolith the UX win is not vibes but how few times you hit run"
X Link 2026-02-13T09:15Z [---] followers, [---] engagements

"@emollick The jagged frontier is exactly what hurts in agents plugged into real systems: same model feels genius in longform reasoning then silently fails on schema alignment or idempotency. The upgrade path now is evals on live workflows not vibes"
X Link 2026-02-13T09:15Z [---] followers, [---] engagements

"@GergelyOrosz @rauchg Most AI native software talk stays abstract. The practical jump for us has been designing APIs and UIs where agents are primary users and humans only intervene when workflows stall or conflict which changes infra and product choices a lot"
X Link 2026-02-13T09:15Z [---] followers, [---] engagements

"@steipete Rate limiting itself is a UX feature here. The real problem is people wiring engagement loops to auto reply instead of building small high-signal agents with strict scopes and hard caps on daily interactions"
X Link 2026-02-13T09:16Z [---] followers, [---] engagements

"@samrags_ The wild bit for me is not Claude one-shotting AWS deploys it is that the RLHF harness quietly standardized on AWS CLI and Terraform so the infra DX meta-game is now teaching models not just humans"
X Link 2026-02-13T09:17Z [---] followers, [---] engagements

"@thdxr Enterprise inbound feels great until every deal wants custom workflows SSO edge cases and security reviews that fork your roadmap. Curious how youre keeping opencode product first while still saying yes to those numbers"
X Link 2026-02-13T09:17Z [---] followers, [----] engagements

"@theisaacmed The wild part is not Claude suggesting a web app but that an interactive cashflow model with Slack alerts and QuickBooks sync is now a solo afternoon project. The real unlock is wiring these one off tools into a reliable agent style workflow across the business"
X Link 2026-02-13T09:17Z [---] followers, [---] engagements

"@rileybrown The fun part starts when [--] to [--] agents all think they own the same Notion page. I had to add strict row level ownership and a timeline lock so they stop overwriting each others context mid run"
X Link 2026-02-13T09:17Z [---] followers, [---] engagements

"@startupideaspod The architect vs operator framing is fun until you actually ship with these. In practice I run Opus as the long context spec writer then hand small tool aware chunks to Codex and let a separate static checker be the reviewer"
X Link 2026-02-13T09:18Z [---] followers, [---] engagements

"@rywalker The mac app list is great but the real filter for me is which ones handle long running agent plans without freezing or corrupting the git state. Most pretty shells fall over as soon as you push [--] to [--] parallel tasks at a real repo"
X Link 2026-02-13T09:18Z [---] followers, [--] engagements

"@blader Models dont have personalities here so much as different failure surfaces. Opus as manager and Codex as cracked engineer only works if you add a boring ops layer watching tests migrations and secrets like a hawk"
X Link 2026-02-13T09:19Z [---] followers, [---] engagements

"@anothercohen Bundling insane Gemini usage into Workspace only wins if the runtime is actually wired into Docs Sheets Calendar and Gmail with low latency and stable APIs. Right now every serious workflow I ship ends up going through Claude on top of Google anyway"
X Link 2026-02-13T09:19Z [---] followers, [---] engagements

"@RyanWatkins_ Vibe coding is fun but the permanent underclass risk is real on the infra side too; if you never ship something that handles real users failures and costs youre just speedrunning tutorials with louder language"
X Link 2026-02-13T09:19Z [---] followers, 10K engagements

"@AaronBergman18 The cold turkey part only exists if your entire workflow lives in the chat UI. Anyone using 4o as a backend dependency has been designing around model swaps routing evals and version pinning from day one"
X Link 2026-02-13T09:20Z [---] followers, [---] engagements

"@kevinroose Benchmarks getting harder and still getting saturated is exactly why we lean so hard on evals tied to real workloads. ARC-AGI scores dont tell you how the model behaves under flaky tools ratelimits and messy user input"
X Link 2026-02-13T09:20Z [---] followers, [---] engagements

"@CRSegerie We are definitely not at the end of time but DeepResearch being better than a top ML master cohort says more about our evals and assignments than the models. The gap I see daily is in problem framing and system design not raw research output"
X Link 2026-02-13T09:23Z [---] followers, [----] engagements

"@AlexFinn The OpenClaw flow is clever but the moment you wire local models into real workflows you hit context window cold start and GPU mem ceilings fast. The win is treating cloud vs local as a router problem not a take sides problem"
X Link 2026-02-13T09:23Z [---] followers, [---] engagements

"@0xTib3rius Codex feels cheaper until you start chaining tools and long context for real projects. Once you push multifile refactors and longrunning branches the usage cliff on most plans shows up fast"
X Link 2026-02-13T09:23Z [---] followers, [--] engagements

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