๐ Building AI & Python automation in public
๐ ๏ธ AI โข Python โข Web Automation โข Prompt Engineering
๐ Learning every day.
๐ Tutorial, experiments, etc
AI doesn't just need better models.
It needs better ways to measure progress.
If the benchmark is wrong, every comparison built on top of it becomes less meaningful.
Better evals benefit the entire ecosystem.
We audited SWE-Bench Pro, one of the most widely used AI coding benchmarks, and found it no longer reliably measures frontier coding capability.
We find 30% of SWE-Bench Pro tasks to be broken, and are retracting our previous recommendation that the research community use it as a leading coding eval.
https://t.co/wDdSEjBe4F
Every major AI release creates a short window of opportunity.
While most people wait for reviews, builders are already experimenting.
The next few days won't be about who has GPT-5.6.
They'll be about who ships something useful with it.
3/8
Play-to-Earn: bener bisa dapet NFT/kripto. Tapi 93%+ game blockchain gagal di tahun pertama. Ekonomi token sering gak sustainable. โ ๏ธ
๐ https://t.co/xxCMOuT1G8
7/7
Intinya, skill di Web3/DeFi itu emang beneran ada nilainya dan bisa menghasilkan.
Tapi prosesnya itu maraton, bukan kompetisi sprint yang viral semalam langsung kaya. Stay curious, stay safe, and do your own research! ๐ง โจ
1/7 Beneran bisa dapet 25 juta dalam 2 minggu cuma modal HP sejuta + skill Web3? Pas kemarin nanya ke AI, jawabannya menarik banget.
Karena agak panjang dan padat, aku coba bikin thread-nya di bawah ya! ๐งต๐
6/7 Poin pentingnya: kalau mau coba masuk ke dunia ginian, pakai uang dingin yang kamu siap kalau hilang 100%.
Fokus belajar mekanismenya dulu (misal cara kerja LP di platform kayak Meteora, dll), dan buang jauh-jauh mentalitas pengen kaya instan.
๐ Qwen Code v0.14.0 โ v0.14.2 are now available
Channels๏ผControl Qwen Code remotely from Telegram, DingTalk, or WeChat โ send a message from your phone, get results on your server
Cron Jobs ๏ผSchedule recurring AI tasks โ auto-run tests every 30 min, pull & build every morning, monitor logs on a timer
Qwen3.6-Plus ๏ผNew flagship model with 1M token context, 1,000 free daily requests
Sub-agent Model Selection๏ผAssign different models to sub-agents โ use a powerful model for the main task, a fast one for subtasks, save tokens without sacrificing quality
/plan๏ผEnter planning mode before execution โ AI maps out all files and steps first, you confirm, then it executes
Follow-up Suggestions๏ผAI suggests 2-3 next steps after completing a task โ "Add unit tests?" "Check similar files?" โ click to continue
Adaptive Output Tokens ๏ผDefault 8K output, auto-escalates to 64K when truncated โ no more manually tuning max_tokens
Ctrl+O Verbosity Toggle ๏ผSwitch between verbose and compact output mid-conversation โ debug mode when you need it, clean mode when you don't
๐ Full changelog: https://t.co/zPMyCVIskN