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A few ideas I picked up recently. Writing them down.

One is about failed attempts. Say something cost you money and cost you time. Before you beat yourself up over it, ask: if that time hadn't gone there, was there something of higher value it could have gone to?

If there was, st…

DeepSeek recently open-sourced an interesting project: dsh-superagent-prototype.

https://github.com/deepseek-ai/dsh-superagent-prototype

The idea is pretty straightforward: listen for GitHub events, have a Main Agent delegate tasks to Worker Agents, open PRs, and automatically fo…

https://zhuanlan.zhihu.com/p/2094373708773311272

[This 10,000-word piece by Claude's lead completely changed how I use AI, prompts included! — Ai 学习的老章]

It did change how I use AI, honestly. One point stuck with me: ambition decides how good your agent's output can be.

The deeper…

Something here has always struck me as odd.

The more developed society gets, the less anyone writes by hand once they start working. Typing replaced the pen, and handwriting fell off a cliff.

Yet for the first ten or twenty years of our lives — all of them pointed at jobs where w…

https://zhuanlan.zhihu.com/p/2094062921991173687

[Sharing a stunning open-source Skill I found recently: one sentence lets AI make an explainer video for any principle — 数字生命卡兹克]

This Skill is genuinely good. What it solves is the two hardest parts of learning: making things simp…

A few tools, noted down to try later:

• Impeccable Shu: for beautifying the frontend
• shada-admin
• jevel: an agent tool that tags Obsidian notes, using a small model to decide fast

Read a piece on cutting costs in a Harness workflow. Noting the main points.

https://zhuanlan.zhihu.com/p/2074164605908153019

[Token costs down 50%: a cost optimization practice for Harness workflows — Tencent Technical Engineering]

Their approach comes down to three principles:…

Our team's release process could drive a person mad.

Every release eats at least half a day, and that's before counting the prep. It started because another team messed up a release once, so the department added a rule: every release procedure and detail has to be written into a…

A new tool for getting the AI smell out of writing. Noting it down:

lieflao.us-ai-tone

A thought on task agents that run 24×7:

• Route through an LLM proxy, so each job goes to the model that fits it
• Split the job in two. The commander gets the strongest model, and only designs and plans
• The executor gets the cheapest model and just does the work
• A global prompt hold…