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how do you trust your agents' work more? copy this post/link and give it to your @bot or agent! 1. codebase improvements: this is just good software engineering - better architecture, stronger types and invariants, clear boundaries. agents love to copy what exists and take the shortest path, so make the easy thing the right thing. categorically eliminate problems through code and you won't need to think about it again. 2. static analysis: lint rules, tests, CI, verification (eg TLA+). very token efficient ways to catch issues ahead of time. 3. prose: comments, rules, AGENTS.md, skills - anything that can't be enforced and requires agent judgment. use it minimally, but do use /create-verification-skill. 4. human review: the hardest to scale. at the rate agents land code, it's pretty much impossible to thoroughly review every PR, so spend that effort on the highest leverage point, designing an environment where agents do the right thing by default. this forms an inverse pyramid: you want most of your effort at the top, least at the bottom. codebase improvements are deterministic, making it more token efficient, and lets you sleep more soundly at night. install github.com/cursor/plugins… and create a new Project: 1. look through my slack/chat messages and code review comments where i've given feedback on PRs, code, architecture 2. use /recall on my past transcripts to learn how i steer agents 3. /poteto-mode use /correct and /architect on past commits to find the most common pitfalls agents fall into, then propose a plan to rearchitect the code i own so it's more agent friendly. answer open questions with prototyping rather than defer to me, and back the plan with real data. 4. before you begin, use /sharpen + /in-your-own-words and confirm this prompt with me
WHAT/
Day 11/ We've landed a series of changes and more compute to very significantly decrease the occurrence of the disruptive "Selected model is at capacity. Please try a different model". When it does happen, it should also eventually just continue by itself and not just block on
AI made Spotify engineers faster at shipping code. But it also exposed a new problem: keeping quality under control at that speed. Spotify shares what it learned the hard way, from production incidents and code churn to testing, mobile quality, and infrastructure pressure. The lesson for every engineering team building with AI: Generating code faster is easy. Shipping reliable software faster is the real challenge. A must-read for software engineers : engineering.atspotify.com/2026/9/ai-chan…
True. Most people aren’t using today’s AI to its full potential.
Hi, I'm Felix. I'm an eng lead working on Claude. I love watching people take flight and do things they never thought possible. We often describe that as "being more ambitious" when using AI, which is tricky advice to follow. I wrote a tutorial: felixrieseberg.com/how-to-be-more…
ปรับตัวนิดหน่อย 6.1 sol ก็เหลือๆละ
Agents on Rails is back with Stage 3! We put the best-performing models to the test with 7 new multi-step tasks, each spanning 3–8 tickets. From building Rails apps from scratch to navigating existing (and at times messy) legacy codebases, we wanted to see how well agents handle
ชอบประโยคนี้มากเลย "Don’t let your kids best days financially be while they are living with you" ถ้าวันนี้ได้หมดทุกอย่างที่ต้องการแล้ว จะเหลืออะไรไว้ภูมิใจตัวเองในอนาคต youtu.be/H3CYQWfAMNo?t=…
ไป Native อีก 1
iPad people, this one’s for you. Before, our iPad app was mostly a web view. Now, we’re rebuilding it natively! → Sidebar and inbox → Notion AI and search → A new editor (coming soon) And on iOS 27, you can ask Siri to find or create a page, start an AI chat, or record
เติม Context อีกนิดคือถ้าทำได้ level นั้นการเรียนรู้สกิลใหม่ๆไม่ใช่ปัญหาละอ่ะ
ถ้าทำตามนี้ได้จริง คนๆนั้นจะไม่กลัวโดนแทนที่ด้วย AI
>ใช้เวลา 4 ปีเรียนเขียน Java, Python, JavaScript, Go >ใช้เวลา 2 ปีดีบั๊ก memory leak กับ race condition >ชำนาญ data structure, system design, CI/CD > อ่าน Stack Overflow หัดถามจนไม่โดน mark not constructive > อ่าน document ทุกตัวอักษรนานรวมจนนับไม่ได้ > ใช้เวลา 3
Good morning.
Today at Google Cloud’s Gemini at Work event, we announced Gemini, a new single universal agent for work that has all of your business context and can be used for everything from knowledge work to answering questions, and content creation to coding, all from a single prompt box.
Apple says you need a Mac to build iPhone apps. Today I built one on Omarchy Linux, submitted it to the App Store, installed it on my iPhone over USB, and stopped it at a breakpoint in the debugger. No Mac anywhere. It's all open source: github.com/joshuaswarren/…
Is something new coming to Codex or have just capped limit for users @thsottiaux ? I can't use my reset to restore the quota to 100% before the banked reset expired.
unpopular opinions: pstack is just part of the normal software engineering process.
GPT-6.1 Sol is our most demanded model pretty much ever both across both the API and subscriptions. Within ChatGPT & Codex, we were under heavy load, but have brough more capacity online and the speed should get much better in the coming hours, reaching almost twice the speed compared to what we served yesterday.
Prathan @scomma
21K Followers 995 Following Technology Brother · 👨💻 https://t.co/WlQdWkx9Bq · 🚀 https://t.co/Sh2GdOszEn · 🪙 https://t.co/cBNZJA1gr3
mils 👩💻🌈 @mesodiar
661 Followers 689 Following ชื่อมิลส์ หรือมิว. Data Engineer 🐨 GDE in Cloud ☁️ Women Techmakers Ambassador BKK 👩💻เป็นคนขี้อายแต่ต้องพูดหน้าห้อง เลี้ยงหมา 2 ตัว
9TANA @9tana
26K Followers 4K Following
@srakrn @srakrn
3K Followers 1K Following They/them. TH + EN. Part-time data engineer at @adastracorp, full-time tinkerer. Co-founded @writinginthai. Views are solely personal, RTs ⇏ endorsements.
ミ🐧 𝓟𝓪𝓵�... @PalmGuin
8K Followers 2K Following ISTJ • #TriamUdom #WeMahidol • Tech Enthusiast • Zealot • WebDev • Linux Admin • Hotelier • Investor • Crypto • Movie Addict • Solo Traveler✈️
Art อาท แบ�... @bact
133K Followers 6K Following Arthit Suriyawongkul. Pushing #digitalrights #ict4d w @thainetizen @mekongict. PhDing #AIethics & accountability at @DREAL_ie @ADAPTCentre @TCDdublin.
Pawin Numthavaj @pawinpawin
28K Followers 699 Following Ear Nose Throat Surgeon & Clinical Epidemiology PhD Program Dir at Ramathibodi Hospital, Mahidol University, Thailand ~ #คุณหมอขา podcast https://t.co/n3Fm3d8IC1
Jungle Class 🌳🐾 @jungleclassnft
5K Followers 40 Following 6,996 Hand-drawn Generative Survivors NFT by @triPUCK Let your Jungle Instinct lead you 🐾 https://t.co/lTqwvuxgig #WEARESURVIVORS
น้องเอี... @DoZR
40K Followers 1K Following หวัดดีคับ ชื่อน้องดอสค้าบบบ ไม่หล่อ ไม่น่ารัก ไม่หื่น ไม่ขี้ลืม สุดท้ายที่เขียนมาทั้งหมด ไม่จริงคับ | #LivingPop #RenderThailand #OSK129 #YWC10
PUCK @triPUCK
12K Followers 7K Following Cartoonist https://t.co/xxSsX29py7 https://t.co/YKFpgte6TL https://t.co/wReU2iwFxO https://t.co/orUWvuVhxM
Perth Woratana 🇦�... @woraperth
23K Followers 1K Following 🦘 Data Analytics Engineer in Australia 🔥 แชร์เรื่อง Data, การสร้างธุรกิจเล็ก ๆ สร้างรายได้เสริม อย่างมีความสุข ⚡️ อยากช่วยคนนำความถนัดของตัวเองมาสร้างรายได้
blxckparadxx ⌘B @blxckparadxx
1K Followers 696 Following 💎✌JUNGLE CLASS l RURU l AKC l WOODIES l GHOSTS l COOL PETS l LOREM l LONELYPOP
GT 𝕏 @iamgotta
6K Followers 1K Following Ordinary guy, With extraordinary thing. | #YWC12 | Metrosexual | He/Him | INFP-T | Vers | Single | Retweets ≠ endorsements | No AI Pic.
icez @icez
15K Followers 1K Following Satit PSU 36 / linux sysadmin. network engineer. php dev. high scale server farm. scifi/fantasy novel addicted. mastodon: @[email protected] 凹凸
Jenpasit P. (Meze) @jenpasit
3K Followers 3K Following เมษ | CENTRAL-LEFT WING | news, current affairs, politics, tech, old-new media | #ยามเฝ้าจอ @YarmFaoJor Co-founder | 31 yrs (old) in Khu Khot (คูคต) | 🟠🟢
Aitor | Apps @aitorapps
341 Followers 254 Following Building mobile apps in public 📱 Breaking down apps that make real money: what works, why, and the numbers.
Morand @Morandoboy
11 Followers 64 Following
ᴘᴇɴɴʏᴡɪsᴇ... @kawaanurak
5 Followers 167 Following
Mono G8 @g8_mono
1 Followers 41 Following
૮₍´˶• ᴥ •... @uthecatt
4 Followers 58 Following
Pasut Piyapasut @ppiyapasut
39 Followers 1K Following
Tanapoom Suwan @SuwanTanap34374
0 Followers 42 Following
lilyofwee @lilyofwee
1 Followers 38 Following
*memory fault @memoryxfault
45 Followers 905 Following
airplane @kimtae_pp
27 Followers 331 Following
the world ⨀ (egg/ac... @CryptoWorld322
964 Followers 6K Following
peepi @biaamakk
24 Followers 93 Following
Bye2 @soonIlGetBetter
1 Followers 515 Following
Whimsy 🍵🐰 @Whimchy
14K Followers 1K Following ✨Trust the process✨Be Patient. Stay Disciplined. Matcha Lover🍵 It's always worth the risk to bet on yourself. https://t.co/HYiINw8RQA
Aran @0xaranz
4K Followers 8K Following @Hyperliquid_TH contributor | Good vibes only | VC | Share knowledge Education Content Non Financial Advice |
PeteTheProbabilist @PeteSpeedwagon
645 Followers 85 Following Product Owner, Value Investor, Ex-Data Scientist, Ex-Probabilist
ลงทุนDiary @longtundiary
19K Followers 140 Following My little investing diary (mainly video form) - NFA อย่าเชื่อผมเยอะ ผมเป็นใครก็ไม่รู้บน internet
Chatdanai @chatdanai
29 Followers 1K Following
greenandglogal @greenandglogal
30 Followers 309 Following
cattodata🐱📊 @cattodata
9K Followers 4K Following cattodata 🐱📊 ให้ความรู้ Data & AI 🇦🇺🇹🇭 | Data & AI Engineer in Sydney | Microsoft Certified Trainer MCT | สาระเอไอเข้าใจง่าย 📩 DM for Work & Collabs
pikapooh @pikapooh120716
5 Followers 747 Following
ETDA GDPR @EtdaGdpr
45 Followers 2K Following
Raphina 🛡️🌳�... @3k_happy
0 Followers 94 Following AKOTSK 🛡️🌳🌠 Maekarling stan| GOT | ADHD |oscar morgan fc
lord yasuo @fnk1995
22 Followers 2K Following
q1 @Aaasssfffffddh1
3 Followers 69 Following
ความส๊ว... @DrCandies
297 Followers 1K Following 🧡💙 #조승연 เป็น #MOODZ ของ #WOODZ เป็นมัมหมีน้องวิงวิง 🐥💚
Champ Wuttipitayamong... @tpagon
853K Followers 795 Following Works in media, marketing, writing and journalism, The MATTER founder, ex-Netflix / Amazon
Isriya Paireepairit @markpeak
76K Followers 3K Following Now with @PPLEThai Formerly @blognone @brandinsideasia
Prathan @scomma
21K Followers 995 Following Technology Brother · 👨💻 https://t.co/WlQdWkx9Bq · 🚀 https://t.co/Sh2GdOszEn · 🪙 https://t.co/cBNZJA1gr3
nuuneoi @nuuneoi
21K Followers 205 Following A full stack developer. Founder of @apetimism and @ZonicApp. Profile: https://t.co/m0VwDvGAC3
Tonno @TonsTweetings
121K Followers 800 Following Entrepreneur. Current project: growing a gym brand. Owns clubs and F&B in 🇹🇭🇮🇩. Talk: Fitness 🏋️♂️ | Politics | Music festivals 🤘🏼 | Real Estate.
mils 👩💻🌈 @mesodiar
661 Followers 689 Following ชื่อมิลส์ หรือมิว. Data Engineer 🐨 GDE in Cloud ☁️ Women Techmakers Ambassador BKK 👩💻เป็นคนขี้อายแต่ต้องพูดหน้าห้อง เลี้ยงหมา 2 ตัว
9TANA @9tana
26K Followers 4K Following
bongtao @bongtao
462K Followers 504 Following วันๆคิดแต่เรื่องกินกะเที่ยว 📩 For collabs, please contact in IG/LINE: chainut
@srakrn @srakrn
3K Followers 1K Following They/them. TH + EN. Part-time data engineer at @adastracorp, full-time tinkerer. Co-founded @writinginthai. Views are solely personal, RTs ⇏ endorsements.
ミ🐧 𝓟𝓪𝓵�... @PalmGuin
8K Followers 2K Following ISTJ • #TriamUdom #WeMahidol • Tech Enthusiast • Zealot • WebDev • Linux Admin • Hotelier • Investor • Crypto • Movie Addict • Solo Traveler✈️
Art อาท แบ�... @bact
133K Followers 6K Following Arthit Suriyawongkul. Pushing #digitalrights #ict4d w @thainetizen @mekongict. PhDing #AIethics & accountability at @DREAL_ie @ADAPTCentre @TCDdublin.
Pawin Numthavaj @pawinpawin
28K Followers 699 Following Ear Nose Throat Surgeon & Clinical Epidemiology PhD Program Dir at Ramathibodi Hospital, Mahidol University, Thailand ~ #คุณหมอขา podcast https://t.co/n3Fm3d8IC1
Jungle Class 🌳🐾 @jungleclassnft
5K Followers 40 Following 6,996 Hand-drawn Generative Survivors NFT by @triPUCK Let your Jungle Instinct lead you 🐾 https://t.co/lTqwvuxgig #WEARESURVIVORS
Felix Rieseberg @felixrieseberg
98K Followers 728 Following I build things @AnthropicAI, Co-Maintainer https://t.co/g4potti8nq
investment ไกล�... @IKlaibaan
27K Followers 607 Following Thai Expat in Europe. อยู่ไกลบ้าน แต่อยากลงทุน
╮( ´~`)╭ @offfffz
145 Followers 344 Following If you know me, you know me. If you don’t know me, you don’t know me.
Codex Updates @Codexresets_
11K Followers 11 Following unofficial - Just Codex Updates not affiliated with @openai
lauren @poteto
201K Followers 911 Following Grok @Bot at @SpaceXSI. Shipping with https://t.co/FhHxHHdUAz. React compiler core team, prev cursor, meta, netflix
Donald Trump Stock Tr... @DJTRadar
472K Followers 21 Following We track Donald Trump’s trades so you do not have to. Subscribe to our Substack for real-time alerts: https://t.co/ZTahmc0gIi
Ruby on Rails @rails
137K Followers 41 Following Ruby on Rails scales from PROMPT to IPO. Token-efficient code that's easy for agents to write and beautiful for humans to review.
Morgan @morganlinton
47K Followers 1K Following cto @boldmetrics, evals @vulcanbench, not an expert.
PeteTheProbabilist @PeteSpeedwagon
645 Followers 85 Following Product Owner, Value Investor, Ex-Data Scientist, Ex-Probabilist
Maxinomics @maxinomics
71K Followers 188 Following Follow the money ▫️https://t.co/SzK8imsCzU ▫️by @phlndrws & @morningbrew
Composio @composio
26K Followers 50 Following Your agent is smart. Its tools should be too. Check https://t.co/KuJTCSKgDi
cattodata🐱📊 @cattodata
9K Followers 4K Following cattodata 🐱📊 ให้ความรู้ Data & AI 🇦🇺🇹🇭 | Data & AI Engineer in Sydney | Microsoft Certified Trainer MCT | สาระเอไอเข้าใจง่าย 📩 DM for Work & Collabs
Sad AlbertX @SadAlbert10
2K Followers 1K Following I will be Sad Albert Until AGI. As mentioned by @thsottiaux I need more FOLLOWS. GPT 6 Astra and Opus-5.5 are baby AGI. My dream is to meet @sama one day.
Rajesh Thallam @rajesh_thallam
11K Followers 857 Following building @ensurecareai prev: senior staff swe @Google @awscloud interests: ai infra, inference, agents, llms, data science, ML opinions: my own
John Kim @PremiumGoblin
38K Followers 258 Following I do software stuff and make content https://t.co/q9bOKIkiD8 Senior Staff Software Engineer @ Meta
หมีเคน @PolarKen
19K Followers 850 Following หมีเคนน่ารัก คึกคักเวลาลงเล่น หมีเคนใจเยลๆ #TechJock #คุณหมอขา #สามโคกเรดิโอ
Matt Pocock @mattpocockuk
373K Followers 808 Following I teach devs for a living. Author of Total TypeScript and AI Hero. Ex-@vercel. Used to be a voice coach.
Jalal Ashrafi @jalalash
15K Followers 111 Following Senior Atlassian engineer. 20+ years in Java, Python and startups. Building agent products; exploring context, memory and provenance. Views mine.
Sanjay Ghemawat @Sanjay_Ghemawat
42K Followers 12 Following
Mark Zuckerberg @finkd
2.5M Followers 759 Following
Calvin Grunewald @CalvinGrunewald
8K Followers 354 Following Founder. Building Machine. Girl Dad. Ex bigtech VP. Building agentic platforms for the future of communication. https://t.co/FIkBWhIvj4
Blaida @kedytcom
4K Followers 548 Following 25+ iOS apps shipped solo. App growth for indie devs. 🔎 Tool I use → https://t.co/XIXUcIke1v 🚀 App Growth Community → https://t.co/Jrsp4X4B91
Joseph Kim @SeoulJosephK
758 Followers 271 Following -building BlitzShip: maximizing your odds of $10k+ MRR -building apps & running ads
Marc Andreessen 🇺�... @pmarca
6.7M Followers 34K Following You’re not talking to someone who woke up a loser. That loser attitude, that loser premise makes no sense to me.
🟢 BehavioralEdge �... @_MarketBehavior
595 Followers 59 Following Investing in social behaviour: predictive and disruption-resistant. Exploring the human code. $HIMS $DUOL $META $GOOG $AMZN
Alex Nguyen @alexcooldev
69K Followers 706 Following Indie Hacker building AI apps: 370K users 🤙 (https://t.co/BOZvk1HA2n) 40K users 🤌 (https://t.co/wHZuITsNqP) +3 stealth apps, partnered with @rork and @arcads_ai
James Clear @JamesClear
1.4M Followers 0 Following Author of the #1 NYT bestseller Atomic Habits (https://t.co/aWrO9DWkH5). I write about building good habits. Over 3 million people read my 3-2-1 newsletter.
Xiaoyin Qu @quxiaoyin
39K Followers 5K Following Founder of @agentsky_dev, angel investor. Previously, exited founder(Run The World, a16z backed), Stanford dropout, ex-Meta
Jeff Pu @sssjeffpu
40K Followers 75 Following Tech Enthusiast. 20 years tech equity research + industry.
Nancy Pelosi Stock Tr... @pelositracker
2.0M Followers 765 Following Highlighting Politicians' trades $2B invested alongside via @joinAutopilot Download Autopilot to trade like a politician
cat @_catwu
100K Followers 362 Following claude code + cowork @anthropicai, prev: @dagster, @scale_ai
Andrew D. Huberman, P... @hubermanlab
1.9M Followers 2K Following Professor of Neurobiology and Ophthalmology at Stanford Medicine • Host of Huberman Lab • Focused on science and health research and public education
GREG ISENBERG @gregisenberg
742K Followers 990 Following I drop startup ideas daily. Host @startupideaspod. CEO: @latecheckoutplz we build companies like @ideabrowser, @meetLCA, @boringmarketer etc
Rene Sellmann @ReneSellmann
15K Followers 579 Following Value buyer and growth holder. Global equity research for ambitious investors who love businesses. 5,000+ read the blog. Join us! (and receive 3 FREE gifts) ⬇️




















































