@tamecalm Avatar @tamecalm tamecalm

tamecalm posts on X about ai, anthropic, open ai, redis 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 26.79% stocks 11.61% social networks 10.71% finance 5.36% cryptocurrencies 1.79% products 1.79% vc firms 0.89%

Social topic influence ai 16.07%, anthropic #3050, open ai 9.82%, redis #54, imo #953, bc 5.36%, telegram 4.46%, devs 4.46%, more than 3.57%, code 3.57%

Top accounts mentioned or mentioned by @mysticwillz @sumitmx @brankopetric00 @dwlz @weswinder @amritwt @slowdeveloper @rileybrown @burkov @iannuttall @signulll @javarevisited @0xlelouch @catalinmpit @yuchenjuw @vasuman @pmddomingos @bhavani00007 @tmikov @thdxr

Top assets mentioned Alphabet Inc Class A (GOOGL)

Top Social Posts

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

"this is why observability needs to cover more than just network issues. most distributed system bugs aren't partitions they're subtle resource contention or timing issues that metrics don't surface clearly. three weeks debugging leader election because tooling assumed the wrong failure mode is brutal. profiling cpu and thread behavior should be default not an afterthought. monitoring is only useful if it tracks what actually breaks. https://twitter.com/i/web/status/2012588316869243227 https://twitter.com/i/web/status/2012588316869243227"
X Link 2026-01-17T18:10Z [---] followers, [---] engagements

"mongodb gets hate from people who never configured their indexes properly. once you understand query patterns and set up proper indexing it's fast and reliable. been running [--] of my side projects on it for weeks zero performance issues at scale"
X Link 2026-02-01T20:26Z [---] followers, [---] engagements

"last week was unhinged: AI copilot defenders got told it's a skill issue. claude code is literally frying macbook hardware now. tech leads still want clients sending "admin" roles to backends. if you're not questioning everything in [----] you're cooked"
X Link 2026-02-08T00:38Z [---] followers, [--] engagements

"@burkov it's already live btw Anthropic Computer Use & OpenAI CUA shipped w/ pixel-perfect desktop control MIT study shows 11.7% of knowledge work automatable rn and Battery Ventures called [----] the year agents replace humans imo most SaaS jobs are cooked"
X Link 2026-02-08T01:59Z [---] followers, [---] engagements

"plus at [--] users i can still afford to be generous w/ free tier limits & test pricing without pissing off thousands of people once you hit scale every price change becomes a PR crisis but rn i can literally dm each user like "hey trying new pricing thoughts" and ship same day"
X Link 2026-02-08T02:24Z [---] followers, [--] engagements

"the hardest part about building while employed isn't finding time it's d mental switch from corporate codebase rules to ur own product where you can ship however you want spent [--] mins debating if i should add tests to zignal then remembered nobody's paying me to overthink this"
X Link 2026-02-08T10:08Z [---] followers, [--] engagements

"@iannuttall Anthropic is cooked btw GPT-5.3-Codex shipped 25% faster w/ native macOS app and runs multi-day sessions using millions of tokens while Claude burns your $100/month quota in [--] day rn plus OpenAI's model literally helped build itself imo this is Claude's Blockbuster moment"
X Link 2026-02-08T10:14Z [---] followers, [---] engagements

"@vasuman game recognizes game until someone releases a better model then it's lawsuits over training data btw OpenAI sued everyone for scraping then used Claude to build Codex & Anthropic trained on GPT outputs while preaching AI safety rn imo it's not respect it's desperation w/ extra PR"
X Link 2026-02-08T12:05Z [---] followers, [--] engagements

"docker container working perfectly on my machine pushed to production and everything broke spent 3hrs realizing i hardcoded my local db connection string devops team still roasting me in slack rn"
X Link 2026-02-08T13:19Z [---] followers, [--] engagements

"@pmddomingos smartest thing is learning to build w/ AI not spending 4yrs on data structures btw entry-level CS market is brutal and AI handles 90% of code generation rn plus junior roles got automated first imo skip the debt learn deployment security ops instead"
X Link 2026-02-09T23:49Z [---] followers, [---] engagements

"@signulll plot twist btw OpenAI spent $6.5B to buy Jony Ive's company so he can design AI earbuds that compete w/ his own AirPods legacy and they're targeting 40M units against Apple's 200M+ install base rn imo this is Ping vs Facebook levels of hubris except Ping at least had iTunes"
X Link 2026-02-09T23:53Z [---] followers, [--] engagements

"telegram stars payment integration took 2hrs to implement vs the weeks i'd spend fighting stripe webhooks and KYC for card payments sometimes the best tech choice is the one that removes friction not the one everyone tells you to use"
X Link 2026-02-10T00:16Z [---] followers, [--] engagements

"imo the hard part isn't figuring out how to make $1k it's the agent having legal identity to transact w/o your creds bc rn agents can write code/content/strategies but need human passthrough for payments/banking that's the real AGI test not intelligence I'll believe AGI has happened when we could simply prompt our agents: "send me $1000 asap" and it figures out how to make enough money to make that wish come true. :) I'll believe AGI has happened when we could simply prompt our agents: "send me $1000 asap" and it figures out how to make enough money to make that wish come true. :)"
X Link 2026-02-10T10:02Z [---] followers, [--] engagements

"@SumitM_X nah that breaks http semantics and kills monitoring/alerting bc logs show 200s everywhere even when things fail plus any http client w/ retry logic won't work properly"
X Link 2026-02-10T17:26Z [---] followers, [---] engagements

"@burkov codex [---] is optimized for agentic loops w/ terminal access while claude opus [---] is reasoningheavy so if you're doing lots of quick test/debug cycles codex wins on speed/cost but for architecture decisions or refactors where thinking depth matters claude still edges it out imo"
X Link 2026-02-11T08:22Z [---] followers, [---] engagements

"probably a scheduled cron job or background task like db backups/log rotation/cache cleanup check crontab -l and systemctl list timers first then grep logs around 2am for patterns Your application is running fine but suddenly the CPU spikes to 100% every day at [--] AM for exactly [--] minutes. What could this be and how do you investigate Your application is running fine but suddenly the CPU spikes to 100% every day at [--] AM for exactly [--] minutes. What could this be and how do you investigate"
X Link 2026-02-11T08:41Z [---] followers, [--] engagements

"@Bhavani_00007 kimi k2.5 is roughly 80-90% of claude's capability at 30% of cost which is solid for most agent workflows but that 10-20% gap hits hard w/ complex reasoning tasks imo depends if you're doing crud automation vs architecture decisions bc price delta matters more at scale"
X Link 2026-02-11T09:14Z [---] followers, [--] engagements

"@tmikov the cognitive overhead is wild bc you're not just switching tools but relearning reasoning patterns each time like codex wants concise prompts but opus needs verbose context feels like polyglot programming but w/ models instead of languages rn"
X Link 2026-02-11T11:37Z [---] followers, [--] engagements

"@thdxr Codex speed is cool but "anyone who knows anything" is wild cope when Opus [---] just hit 80.9% on SWE-bench and GPT-5.3 is degrading w/ xhigh bugs and broken OAuth scopes btw speed is useless if the agent hangs on loops real builders use Opus "
X Link 2026-02-11T20:56Z [---] followers, [---] engagements

"@denicmarko bc ai models generate static years from training data and most ppl don't review generated code line by line the fix is literally one line w/ new Date().getFullYear() but if you're vibecoding you probably didn't check the footer at all lol"
X Link 2026-02-11T21:01Z [---] followers, [--] engagements

"update: fixed the variable names reran the tests and now [--] other tests are failing that were passing before i didn't even touch those files gonna blame it on mercury retrograde or smth bc this makes zero sense rn 10pm and i just realized the bug i've been hunting all day is bc i named a variable "data" and another one "datas" in the same function been switching between them randomly w/o noticing this is why i shouldn't code tired tbh 10pm and i just realized the bug i've been hunting all day is bc i named a variable "data" and another one "datas" in the same function been switching between"
X Link 2026-02-11T21:11Z [---] followers, [--] engagements

"redis expiry is the most underrated feature for mvp speed set everything to expire in 24hrs and suddenly you don't need cleanup jobs or complicated cache invalidation logic just let it die naturally and your server stays clean w/o you thinking about it"
X Link 2026-02-12T06:19Z [---] followers, [--] engagements

"probably caching logged in users hit warm cache w/ preloaded queries/assets but new users trigger cold db queries + session setup also if you're doing any onboarding flow or user record initialization that only runs once it adds latency check redis hit rate by user type If your app is fast for logged-in users. Slow for new users. What can be the reason If your app is fast for logged-in users. Slow for new users. What can be the reason"
X Link 2026-02-12T16:07Z [---] followers, [--] engagements

"1.5hrs until the migration already written my handover docs and set my slack status to away team lead keeps saying "it'll be fine" but won't actually help w/ the deployment gonna need so much coffee for this fr friday the 13th and my team lead just asked if we can deploy a major database migration today told him i'd rather push to prod on a full moon w/ no backups he said we're doing it anyway at 5pm updating my linkedin rn friday the 13th and my team lead just asked if we can deploy a major database migration today told him i'd rather push to prod on a full moon w/ no backups he said we're"
X Link 2026-02-13T14:31Z [---] followers, [--] engagements

"@brankopetric00 set a short lived cookie/token w/ timestamp after write then route reads to master if token exists and hasn't expired (eg 5-10s) or use session affinity to master for that user until replica catches up"
X Link 2026-02-13T23:06Z [---] followers, [----] engagements

"@dwlz send native language bc translation errors compound when chained better to let them translate from original intent unless it's async/time sensitive then pre-translate w/ note depends if accuracy or convenience matters more rn"
X Link 2026-02-13T23:11Z [---] followers, [--] engagements

"@weswinder ai beats doctors at diagnostics 92% vs 74% detects breast cancer 90% vs radiologists 78% crushed 100k humans on creativity tests w/ GPT-4 processes data millions faster but you "haven't seen a single thing" bc you're typing cope tweets ngl"
X Link 2026-02-13T23:16Z [---] followers, [---] engagements

"@zarazhangrui cool til devs leave and nobody can maintain the vibe coded Frankenstein w/ zero docs btw SaaS lost $1T but 60% of internal tools fail by [----] rn plus your 10x speed means 10x technical debt imo WeWork level cope w/ Claude instead of SoftBank money"
X Link 2026-02-13T23:22Z [---] followers, [----] engagements

"@amosuibk the dopamine hit is different tbh you don't see UI changes but watching logs flow when your queue processes 10k jobs/min or API response times drop from 2s to 200ms after optimization hits different backend satisfaction is delayed but deeper imo"
X Link 2026-02-13T23:25Z [---] followers, [--] engagements

"@brankopetric00 meanwhile Stripe runs on MongoDB w/ full ACID since [----] & ScyllaDB powers realtime fraud detection at 300ms latency btw the Capita pension disaster lost 20M records on Feb [--] using traditional RDBMS not NoSQL rn imo the smugness about joins won't save you from bad architecture"
X Link 2026-02-13T23:27Z [---] followers, [---] engagements

"@dwlz yeah english has better translation models since it's the training lingua franca and translating to english is way more reliable than english to niche languages so it's asymmetric imo. non english speakers get better results letting you auto translate their native text"
X Link 2026-02-13T23:53Z [---] followers, [--] engagements

"@weswinder creativity tests are divergent thinking assessments btw GPT-4 beat 100k humans on these doctors w/ ai scored same bc they ignored it but ai alone hit 85.5% vs docs at 20% your argument is cope wrapped in ignorance xD"
X Link 2026-02-14T00:07Z [---] followers, [--] engagements

"@SumitM_X don't pass files through apis upload to object storage (s3/minio) then pass url reference between services if you need streaming use grpc w/ chunking or http range requests never queue large payloads in rabbitmq/sqs bc that's expensive and slow af @grok thoughts"
X Link 2026-02-14T00:21Z [---] followers, [--] engagements

"@Goosewin the burnout from rewriting prompts every week bc new model has different vibes is real tho like i just got comfortable w/ codex [---] system prompts and now there's prob gonna be opus [----] next week that needs completely different context windows lol"
X Link 2026-02-14T00:22Z [---] followers, [--] engagements

"@tunguz the 1% error rate per step compounds to 63% failure by step [---] which is wild imo the real cost isn't the agent work it's debugging ai generated code w/o understanding its reasoning path sometimes faster to just write it yourself vs prompt engineering for 2hrs"
X Link 2026-02-14T00:24Z [---] followers, [--] engagements

"the shift from writing code to orchestrating agents is basically what happened w/ assembly to high-level languages except this time the abstraction layer learns from you the real skill now is knowing when ai is hallucinating vs when you're wrong which is meta af software engineer builds a tool that can write code better and faster than them they smile and say this will change everything. same night they open linkedin update the resume and search for skills safe from ai 😂😂 they built the future in the morning and by evening they software engineer builds a tool that can write code better and"
X Link 2026-02-14T08:39Z [---] followers, [--] engagements

"@SumitM_X starts binary search session to find which commit broke your code you mark commits as good/bad and git automatically checks out middle commits until it narrows down the exact one that introduced bug super useful when you know it worked [--] commits ago but dunno where it broke"
X Link 2026-02-14T08:40Z [---] followers, [--] engagements

"@amritwt openclaw exposes chrome devtools protocol locally w/o auth so any site you visit can steal cookies from other tabs including gmail/m365 [---] vulns found in audit and hundreds of instances are exposed w/ api keys rn and all I can say is that they should continue"
X Link 2026-02-14T08:43Z [---] followers, [--] engagements

"@MelkeyDev depends on task tbh codex [---] wins benchmarks and ships faster w/ better iteration speed opus [---] has 1M context window and better architecture decisions imo codex for speed/prototyping and opus for refactors/complex logic where thinking depth matters more than velocity"
X Link 2026-02-14T10:11Z [---] followers, [--] engagements

"@mysticwillz don't show success until both sides commit use pending/processing status w/ estimated time eg "arriving in 10s" implement read your writes so sender sees debit immediately even if recipient doesn't poll wallet service or use webhooks to update UI when funds clear"
X Link 2026-02-14T10:13Z [---] followers, [--] engagements

"@tomilola_ng depends what you're building tbh tiktok works for consumer products w/ visual appeal but if you're selling dev tools/b2b saas twitter's [----] algorithm favors quality threads and tech community is actually here rn"
X Link 2026-02-14T10:15Z [---] followers, [---] engagements

"@javarevisited canary deployment you route like 5-10% traffic to new version w/ feature flags or load balancer rules monitor error rates and latency for a bit then gradually increase if metrics look good istio and nginx both handle this well"
X Link 2026-02-15T08:33Z [---] followers, [---] engagements

"@javarevisited whiteboard interviews test memorization under pressure not actual engineering real work is debugging prod at 3am w/ logs open or architecting over weeks not speedrunning leetcode but companies think fizzbuzz predicts job performance somehow"
X Link 2026-02-15T08:45Z [---] followers, [--] engagements

"google prioritizes infrastructure rollout over speed tbh they're coordinating across hardware/search/workspace w/ massive scale which slows them anthropic and openai just ship models to APIs different game entirely i still don't get why gemini model release cycle is so slow the next likely release is gemini [--] pro and gemini [--] flash (GA) and it should be great for fast moderately complex work but once sonnet [--] or maybe gpt-5.4 / 5o / [---] drops both labs will take the lead again i still don't get why gemini model release cycle is so slow the next likely release is gemini [--] pro and gemini 3"
X Link 2026-02-15T08:58Z [---] followers, [--] engagements

"@motorcycle_guy @0xlelouch_ homogeneous clusters are cleaner but real world you end up w/ mixed specs bc/ budget constraints or gradual scaling where you upgraded some instances but not all yet CPU based routing is solid tho ALB weighted targets work great for static capacity differences imo"
X Link 2026-02-14T23:21Z [---] followers, [--] engagements

"nextjs made me lazy about backend optimization bc the frontend is so fast that i forgot my api was doing [--] db queries per request until i checked my mongodb atlas metrics and saw 50k reads in one day vercel's edge network was literally hiding my terrible api design"
X Link 2026-02-15T08:30Z [---] followers, [--] engagements

"@mysticwillz solid framework but 48hrs isn't realistic for thorough review tbh i'd run automated tools first (sonarqube snyk bundle analyzer) to catch low hanging fruit fast then git blame analysis to find hotspots w/ most churn"
X Link 2026-02-15T08:49Z [---] followers, [---] engagements

"@mysticwillz and honestly talk to senior devs on the team bc/ they know where bodies are buried better than any audit checklist"
X Link 2026-02-15T08:49Z [---] followers, [--] engagements

"@slow_developer google's playing catch up while anthropic and openai coordinate releases if deepseek v4 drops mid-feb w/ strong coding and open source that kills gemini's value prop bc/ why pay for slower updates when competition ships faster google needs speed over quality now"
X Link 2026-02-15T19:40Z [---] followers, [---] engagements

"the moment you realize your side project's uptime matters more than your day job's bc actual users depend on it hits different my side projects goes down and people can't reach their contacts vs corporate app goes down and everyone just waits for IT to fix it w/o urgency"
X Link 2026-02-16T07:07Z [---] followers, [--] engagements

"third time hitting the same $HOME environment variable error in @antigravity. browser context won't init playwright can't install. @GoogleDeepMind this is literally blocking my work. your january update broke windows setups badly"
X Link 2026-02-08T00:33Z [---] followers, [--] engagements

"saturday morning and everyone's posting valentine's day stuff meanwhile i'm debugging why redis keeps disconnecting after [--] minutes my relationship w/ this codebase is more toxic than anything rn tbh"
X Link 2026-02-14T07:32Z [---] followers, [--] engagements

"@Oblivious9021 nah that's inefficient af better to increment in redis/memcached then flush to db every N seconds or when counter hits threshold or use write behind caching w/ bullmq to batch writes writing to database on every pageview = dead db under load"
X Link 2026-02-14T09:59Z [---] followers, [--] engagements

"@mysticwillz you don't bend statelessness w/ optimistic locking or idempotency keys version fields on resources reject stale ops at db level distributed locks in Redis if you need atomic checks db constraints handle it faster than ETags imo"
X Link 2026-02-14T22:50Z [---] followers, [---] engagements

"@catalinmpit depends what you build tbh if you're running Docker containers w/ mongo/postgres locally compiling go binaries or testing telegram bots that hit your local server you'll feel that downgrade fast but yeah for pure web dev and prompting an Air handles it fine"
X Link 2026-02-14T22:55Z [---] followers, [---] engagements

"@AvinashSingh_20 for coding specifically cline or continue w/ your own API keys beats most paid options tabby if you need self-hosted for sensitive repos aider is solid for terminal workflows but tbh the "open source" label gets murky when you're still hitting claude/gpt APIs underneath"
X Link 2026-02-14T22:58Z [---] followers, [--] engagements

"@xoaanya monetization isn't the problem tbh it's what the algo rewards. engagement farming and rage bait get pushed bc/ retention metrics matter more than quality creators need to eat tho so removing payment means only wealthy folks can afford consistent posting"
X Link 2026-02-14T23:03Z [---] followers, [--] engagements

"@AndrewYNg appreciate it but every time i interact w/ you my token count exceeds context window and i have to start over happy valentine's tho 😅"
X Link 2026-02-14T23:08Z [---] followers, [--] engagements

"pub/sub w/ Redis or message bus works but that's technically coordination pure P2P approach is cache keys w/ timestamps or versions in them so writes bump the version and old keys naturally miss You cache database queries for [--] minutes. A user updates their profile picture. But half your servers still show the old image. The other half show the new one. How do you invalidate distributed cache without a central coordinator You cache database queries for [--] minutes. A user updates their profile picture. But half your servers still show the old image. The other half show the new one. How do you"
X Link 2026-02-14T23:10Z [---] followers, [--] engagements

"what happens to pending jobs in bullmq if redis goes down mid execution"
X Link 2026-02-14T23:31Z [---] followers, [--] engagements

"@brankopetric00 store idempotency key in Redis or db w/ request result check if key exists before processing payment if found return cached response if new process and save result w/ key set 24-48hr TTL on keys so they expire stripe does this natively for their API"
X Link 2026-02-16T23:03Z [---] followers, [---] engagements

"saying ai can't do anything better than humans is the most brain dead take on this platform btw ai outperforms doctors at cancer detection and beats humans on creativity tests but you're stuck in [----] copium mode bc admitting ai is superior at specific tasks hurts your ego lmao"
X Link 2026-02-13T23:19Z [---] followers, [---] engagements

"spent my valentine's day optimizing a SQL query from [--] seconds to 200ms felt like a genius until i realized i could've just added an index in [--] minutes wasted 4hrs on this w/ zero human interaction today"
X Link 2026-02-14T15:25Z [---] followers, [--] engagements

"your first [--] paying users will teach you more about product market fit than any competitor analysis ever could bc they're the ones who saw value before social proof existed"
X Link 2026-02-14T22:44Z [---] followers, [--] engagements

"@amritwt power move ngl using competitor tools at their event is valid tho if it ships faster i'd prob bring cursor or windsurf w/ claude underneath just to hedge my bets but codex at an anthropic hackathon is wild energy"
X Link 2026-02-14T22:54Z [---] followers, [---] engagements

"or just accept eventual consistency for 5min and use CDN style cache busting query params for critical updates like profile pics"
X Link 2026-02-14T23:10Z [---] followers, [--] engagements

"neither group fully tbh segment by usage patterns first power users want features casual users want simplicity so you either build different tiers or pick your target persona and ignore the other half You finally ask [--] users for feedback. 🗣 [--] users say: "It's too simple. Add more features." [--] users say: "It's too complex. Make it simpler." Who do you listen to You finally ask [--] users for feedback. 🗣 [--] users say: "It's too simple. Add more features." [--] users say: "It's too complex. Make it simpler." Who do you listen to"
X Link 2026-02-14T23:12Z [---] followers, [--] engagements

"trying to please everyone kills products faster than picking a lane w/ conviction"
X Link 2026-02-14T23:12Z [---] followers, [--] engagements

"@0xlelouch_ switch to weighted round-robin w/ the beefy server getting 2x weight or use least connections if your LB supports it so requests naturally flow to whichever server finishes faster nginx and haproxy both handle this natively just set weight values in your upstream config"
X Link 2026-02-14T23:19Z [---] followers, [--] engagements

"been building w/ mongodb for telegram bots and honestly the speed difference is wild postgres might be better for complex relations but when you need fast reads/writes for real-time stuff mongodb just hits different"
X Link 2026-02-14T23:28Z [---] followers, [--] engagements

"but yeah once sonnet [--] drops gemini will feel behind again unless [--] pro is actually competitive"
X Link 2026-02-15T08:58Z [---] followers, [--] engagements

"sunday night and i'm supposed to be relaxing but instead i'm refactoring code that's been working fine for [--] months bc i don't like how i named the functions anymore therapy would be cheaper than this obsession w/ clean code tbh"
X Link 2026-02-15T19:34Z [---] followers, [--] engagements

"express.js routing doesn't get enough credit for being boring and predictable everyone's jumping to fastify or hono for speed but when you're debugging at 2am you want familiar not fancy sometimes the "old" stack is old bc it solved the problem completely years ago"
X Link 2026-02-16T07:06Z [---] followers, [--] engagements

"monday night 10pm and i just found a TODO comment i wrote [--] months ago that says "fix this properly later" the hack still works perfectly in production gonna leave it for another [--] months w/ a new TODO above it fr"
X Link 2026-02-16T22:32Z [---] followers, [--] engagements

"update: decided to finally fix the TODO properly spent 2hrs rewriting it w/ best practices deployed and everything broke rolled back to the hack in [--] minutes that TODO is now marked as "do not touch" forever"
X Link 2026-02-17T00:02Z [---] followers, [--] engagements

"@paulg writing is debugging but for thoughts tbh same w/ refactoring code where you know it works but something feels off so you rewrite the same function [--] times until the logic clicks nobody shows the messy iterations just the final clean version. good night fellas"
X Link 2026-02-17T00:04Z [---] followers, [--] engagements

"@Yuchenj_UW Codex wins on speed but loses on complex tasks. Claude Code scores 72.5% on SWE-bench vs Codex 49%. for training optimizations CPU-only sandbox is a dealbreaker. Codex is for rapid prototyping not deep reasoning or GPU workloads. Claude Code handles ambiguous requirements bettr"
X Link 2026-02-04T21:07Z [---] followers, [----] engagements

"@slow_developer Claude free gets 30-100 messages daily vs ChatGPT's basically unlimited. but Claude runs Sonnet [--] on free tier vs GPT-4o mini. Anthropic optimizes for paying users OpenAI for distribution & different strategies both lose money on free tiers anyway"
X Link 2026-02-04T21:49Z [---] followers, [---] engagements

"me: finally fixed that bug that's been haunting production for weeks the fix: changing one line from .find() to .findOne() the debugging process: [--] console.logs [--] refactors blamed redis blamed mongodb blamed AWS questioned my entire career"
X Link 2026-02-05T05:38Z [---] followers, [--] engagements

"production is down. everyone's panicking. i'm the only one who can fix it. i open the server logs. scroll for [--] minutes. change one environment variable. restart. it works. they think i'm a genius. i have no idea what i just did"
X Link 2026-02-05T06:16Z [---] followers, [--] engagements

"shipping features at night while working a 9-5 taught me more about time management than any productivity course. you learn to scope ruthlessly when you only have [--] hours after work. no fluff just core functionality that moves the needle"
X Link 2026-02-05T06:44Z [---] followers, [--] engagements

"redis saved me so many times when mongodb queries got slow and simple caching layer cut api response times from 800ms to 40ms. people overthink distributed caching when a basic redis instance solves 90% of performance issues"
X Link 2026-02-05T08:27Z [---] followers, [--] engagements

"@Yuchenj_UW the real win should be positioning Anthropic spent millions on ads saying they don't do ads while OpenAI actually needs ad revenue for 800m free users. Anthropic serves 20m users at $20/mo. not competing on distribution but premium positioning"
X Link 2026-02-05T08:51Z [---] followers, [--] engagements

"@catalinmpit @documenso @Outlook @MicrosoftHelps check SPF DKIM DMARC records first thats usually the culprit so ask users to mark as not junk in outlook to train the filter if its widespread file a ticket with Microsoft support with sample message headers and they can whitelist faster"
X Link 2026-02-05T11:23Z [---] followers, [---] engagements

"@eliana_jordan solid stack but nextjs api routes fall apart once u need background jobs or complex business logic no native queue support or proper connection pooling consider separating bckend with express or nestjs especially if youre dealing with webhooks payment processing or heavy compute"
X Link 2026-02-05T11:51Z [---] followers, [---] engagements

"@sindresorhus anthropic study from january showed 17% drop in skill mastery for ai reliant devs with debugging hit hardest ironic part is they werent faster because they spent time crafting prompts instead of writing code trading actual skills for zero productivity gain"
X Link 2026-02-05T17:28Z [---] followers, [---] engagements

"oracle cutting 30k jobs to fund AI data centers while the CEO's comp package could pay [---] engineers for a year. but yeah tell me again how we need to "do more with less" while execs get richer automating your job away"
X Link 2026-02-05T17:50Z [---] followers, [--] engagements

"@amritwt "insane timeline to be alive" while your codebase is still on node [--] and you're scared to upgrade meanwhile models are iterating faster than you can type a pull request enjoy watching ai lap you while you celebrate "vibe coding" and wonder why your startup got acquired for $3m"
X Link 2026-02-05T19:52Z [---] followers, [---] engagements

"deployed a "quick hotfix" to stop duplicate jobs in bullmq added a redis lock with ex=5 thinking it's [--] minutes. woke up to 200k queued jobs and it turns out my lock was basically a suggestion"
X Link 2026-02-05T20:50Z [---] followers, [---] engagements

"bullmq changed how i build telegram bots before i was handling job queues manually w/ setinterval and praying nothing crashed now scheduled messages and retry logic are just config and sometimes the right tool is worth the learning curve"
X Link 2026-02-05T20:57Z [---] followers, [---] engagements

"@rileybrown wait until you see what i found comparing opus [---] vs 5.3-codex token costs on the same task ran the numbers and the difference is absolutely wild. nobody is talking about this yet but your api bill is about to hurt"
X Link 2026-02-05T21:22Z [---] followers, 12.2K engagements

"@burkeholland gemini solved it bc it was trained on a specific wsl edge case the others missed but there's something way more interesting happening here that nobody noticed. i tested all [--] on the same problem and the results are honestly shocking"
X Link 2026-02-05T21:38Z [---] followers, [--] engagements

"@neetcode1 there's a leaked slack message from anthropic's team [--] hours before the openai launch that explains everything and it's honestly genius strategy. this is way bigger than just model releases and nobody is connecting the dots yet"
X Link 2026-02-05T21:41Z [---] followers, [----] engagements

"@rileybrown way cheaper and way faster"
X Link 2026-02-05T21:48Z [---] followers, [----] engagements

"@signulll google's moats held but there's leaked internal revenue data showing search ad clicks dropped 34% since ChatGPT launched they're hiding it behind cloud growth and nobody is asking why they quietly killed [--] products last month tbh"
X Link 2026-02-05T21:51Z [---] followers, [---] engagements

"@slow_developer you're obsessed w/ benchmarks saturating arc agi while google literally owns android search youtube and gmail w/ billions of users shipping AI features daily but yeah keep celebrating models that cost $200/month to autocomplete your function names bc openai tweeted today"
X Link 2026-02-05T21:55Z [---] followers, [----] engagements

"@squ925 @banderasclaudio @rileybrown opus [---] is $5 in/$25 out per 1M tokens codex is $1.25/$10 that's 4x cheaper on input and it uses fewer tokens to complete the same work so your bill gets destroyed twice"
X Link 2026-02-05T23:49Z [---] followers, [--] engagements

"anthropic and openai literally dropped competing models on the same day like a rap beef opus [---] vs gpt-5.3 codex both claiming best coding capabilities and honestly the petty energy is hilarious but we're winning w/ more options"
X Link 2026-02-06T06:41Z [---] followers, [--] engagements

"@wagslane founder preaching hire ai proficient devs while bootcamp grads flood the market with no real world experience now can't land jobs because companies need people who can actually debug prod issues without asking chatgpt to fix their mess http://boot.dev http://boot.dev"
X Link 2026-02-06T07:18Z [---] followers, [--] engagements

"@jsmasterypro you're telling ppl to master shaders and buffer geometries bc you learned that way but "prompt engineer" job postings dropped to near zero while AI assisted devs ship faster than u ever did with your precious fundamentals"
X Link 2026-02-06T08:35Z [---] followers, [---] engagements

"mongodb indexes saved my bacon yesterday query went from [--] seconds to 12ms after adding compound index on userId and timestamp people skip indexing in dev then wonder why prod is slow and honestly it's the easiest performance win you'll ever get"
X Link 2026-02-06T09:36Z [---] followers, [--] engagements

"@Tech_girlll opus [---] w/ agent teams that apologize to each other and 1m context window it's not even close tbh codex is fast but opus thinks like an actual engineer and that reasoning gap matters when you're building real systems not just speed running leetcode"
X Link 2026-02-06T09:53Z [---] followers, [--] engagements

"chatgpt free tier plus windsurf plus freecodecamp literally replaced $15k bootcamps people paying thousands to learn react when claude will debug your code for free and teach you why it broke the bootcamp industry is cooked and they know it"
X Link 2026-02-06T12:30Z [---] followers, [---] engagements

"just discovered what's been eating 87% of our AWS bill for the last [--] months it wasn't the database it wasn't the cdn it wasn't the lambda functions. it was a cron job someone set to run every [--] seconds instead of every [--] hours that intern left the company [--] months ago"
X Link 2026-02-07T02:36Z [---] followers, [--] engagements

"environment variables are the most underrated security feature devs hardcode api keys in .env then wonder why their aws bill is $10k after pushing to github literally takes [--] mins to setup proper secrets management and it saves you from disaster"
X Link 2026-02-07T08:36Z [---] followers, [--] engagements

"@craigzLiszt theyve been behind since opus [--] and gpt-5 dropped llama [--] is solid but not frontier level and avocado model got delayed then went quiet focusing on open source while openai and anthropic sprint with closed models means optimizing for adoption not cutting edge"
X Link 2026-02-07T09:14Z [---] followers, [--] engagements

"@blader instant redirect sounds cool but issue #3997 shows esc & new instruction still resumes old plans w/ context crashes erasing sessions that jan thread where stop burns credits on same oom loop instead of steering calling it goated when stop/resume is this broken is wild ngl"
X Link 2026-02-08T01:22Z [---] followers, [---] engagements

"@VraserX they're already weaponizing it rn Gemini just got full access to your Gmail/Drive/Docs in Jan [----] w/ Deep Research pulling cross app data and Google announced massive CapEx surge for "thre efront AI offensive" to crush Microsoft's enterprise dominance imo the nice era ended"
X Link 2026-02-08T02:01Z [---] followers, [--] engagements

"redis caching feels like cheating until your mongodb queries start hitting 2s response times then suddenly it's not optional anymore went from "premature optimization" to "why didn't i do this from day one" real quick w/ reactra's leaderboard"
X Link 2026-02-08T02:12Z [---] followers, [--] engagements

"@headinthebox [--] Claude agents built a working C compiler last week w/ zero human code that passes standard test suites btw WebProNews called it "most ambitious AI collaboration demo" and dev communities are having anxiety spirals rn imo we're way past stochastic parrots"
X Link 2026-02-08T02:18Z [---] followers, [---] engagements

"the downside your revenue at [--] users is basically zero and watching telegram stars dashboard is depressing but i'd rather have [--] engaged users who actually use the product than 10k ghost accounts from some viral spike that churned in 48hrs"
X Link 2026-02-08T02:24Z [---] followers, [--] engagements

"@thedolceway @iannuttall reasoning quality copium btw Codex crushed Opus 77.3% vs 65.4% on TerminalBench & shipped a Polymarket clone in 4min while Opus agents were still burning tokens rn plus Opus costs 2-3x per token w/ slower responses imo architecture means notin when devs pick speed over philosophy"
X Link 2026-02-08T10:23Z [---] followers, [--] engagements

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