thanhsmind retweeted
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/tr… 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
thanhsmind retweeted
ANTHROPIC JUST DROPPED THE BEST 1-HOUR AI AGENT CRASH COURSE THAT YOU’LL FIND
It covers:
- building /skills, /loops, and graphs
- agent dreaming & orchestration
- reverse engineering with Claude agents
thanhsmind retweeted
Pi Durable is awesome! Asked Opus 5.5 to make a deep technical manual on it.
It's really good and the diagrams work really well to explain things 🤌
huggingface.co/buckets/cfahl…
People of Pi: We've shipped Pi 1.0 with Pi Durable. Go make them yours.
earendil.com/posts/pi-1-0/
thanhsmind retweeted
Pi 学习路上最好的文章，都在一个网站🔥
文章地址：earendil.com/posts/
1、Measuring the Sloppiness of Code
2、There are many agent harnesses, but this one is mine.
3、What is a Harness?
4、How Compaction Works in Pi
5、Pi, Minimal and Performant
6、The Session You Cannot Take With You
7、Prompt Caching In Agents
非常建议大家都去看一遍，你会对整个 Agent 的设计和原理都有一个很深的理解
thanhsmind retweeted
cursor projects are just too good with pstack. i now routinely have at least 10 projects running in parallel, tackling everything from perf work, to tech debt clean up, experiments with Bend2 and rust, fixing user feedback, building new dashboards, building games
i feel like a 1000x engineer
cursor.com/blog/projects
thanhsmind retweeted
this is free f*cking gold
a second brain article hit 8 million views, so the guy behind it put the entire setup in one place
the repo, the guide, the tools, the learning path. all of it, free
• the guide
> 10 sections, 65 pages, concept through troubleshooting
> 5 tracks on top, 44 pages, 15 of them build guides with code that runs
• the machine (.claude/)
> 18 agent skills, one per workflow
> 72 slash commands - /ingest-pdf, /ingest-youtube, /ingest-voice, /backfill
> 6 subagents - curator, linker, researcher, reviewer, ingestor, graph-analyst
> 4 of them read only, so nothing rewrites your vault behind your back
• the scripts (plain Python, zero dependencies)
> graph export, link checker, vault stats, chat converter, site builder
• the starter vault
> its own CLAUDE.md with page contracts and linking rules
> raw/ never edited after it lands, wiki/ is what the agent maintains
> log.md - one line per run, so the whole thing stays auditable
• 87 vetted resources
> 28 tools, 26 Obsidian plugins, 15 repos, 12 skills, papers and articles
five tracks to pick from:
> knowledge graphs
> Jev engineering
> agent harnesses
> loop engineering
> eval engineering
start with the second brain guide if you're new. go straight to the tracks if you already live in this stuff
a consultant charges four figures to build you a research system. this one sits in a public repo under MIT
↳ github.com/undefined-ui/seco…
thanhsmind retweeted
I cannot recommend this enough. It's amazing.
The course (Stanford CS336): cs336.stanford.edu/
The playlist (YouTube recordings): youtube.com/watch?v=JuoVZkPB…
thanhsmind retweeted
Someone turned Claude into a one person company.
42 skills, organised like a real org chart (links below):
Here is every department, and where to get each one.
Developers:
Superpowers → github.com/obra/superpowers
Context7 → github.com/upstash/context7
Skill Creator → github.com/anthropics/skills
MCP Builder → github.com/anthropics/skills
Webapp Testing → github.com/anthropics/skills
Claude-Mem → github.com/thedotmack/claude…
Designers:
UI UX Pro Max → github.com/nextlevelbuilder/…
Taste → github.com/Leonxlnx/taste-sk…
Frontend Design → github.com/Leonxlnx/taste-sk…
Transitions → github.com/Jakubantalik/tran…
Web Artifacts → github.com/anthropics/skills
Brand Guidelines → github.com/anthropics/skills
Marketing:
45 skills to run your marketing, from copywriting to SEO to lead magnets.
Access them all here → github.com/coreyhaines31/mar…
Social Media:
17 skills to run your social media, from post writing to Reels to thumbnails.
Access them all here → github.com/charlie947/social…
Finance:
8 skills to run your finances, from statements to reconciliation to audits.
Access them all here → claude.com/plugins/finance
Small Business:
31 skills to run your small business, from cash flow to payroll to invoicing.
Access them all here → claude.com/plugins/small-bus…
Legal:
9 skills to handle your legal work, from contract review to NDAs to compliance.
Access them all here → claude.com/plugins/legal
---
Every skill on the chart is real and installable from the links above.
Same departments. Same output. No payroll.
Save this.
thanhsmind retweeted
Top 10 Hermes skills ranked by Github stars thanks to reddit thread.
github.com/obra/superpowers - An agentic skills framework & software development methodology that works.
github.com/DietrichGebert/po… - Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote
github.com/Graphify-Labs/gra… - Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph
github.com/JuliusBrussee/cav… - Viral skill + proxy for coding agents that cuts 65% of tokens by talking like a caveman.
github.com/Egonex-AI/Underst… - Turn any code into an interactive knowledge graph you can explore, search, and ask questions about
github.com/mvanhorn/last30da… - AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polymarket, and the web - then synthesizes a grounded summary
github.com/ayghri/i-have-adh… - A skill to stop your coding agent from burying the answer. ADHD-friendly output.
github.com/sickn33/agentic-a… - AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,400+ agentic skills.
github.com/K-Dense-AI/scient… - 165 ready-to-use validated skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery
github.com/cathrynlavery/dia… - Editorial diagram design for Claude Code, Codex, and Pi. Self-contained HTML + SVG. No shadows. No Mermaid slop.
thanhsmind retweeted
here's how i shipped 2,500 PRs last month to production
this was originally supposed to be for Cursor Compile in London. i couldn't make it since i was livestreaming for Grok @Bot Galaxy so i'm making it available for free here on X! watch it on 2x speed, i talk slowly
thanhsmind retweeted
My first Omarchy plugin "OmaSnap" scratches an itch I had about screenshots.
Take a screenshot and it adds padding, a background, rounded corners and a shadow, lets you annotate, and hides anything in the picture that should not be public.
github.com/tahayvr/omasnap
