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Show HN: A Technique for Self-Improving Agents

1•dataviz1000•1h ago
Problem:

Creating an agent to turn any website into a typed JSON API is a game of whack-a-mole as any patch in the agent's instructions for one website will break break another

Solution:

An orchestrator agent creates sub-agent clones with its instructions (.claude) that run in isolated git worktrees without access to the parent's context each creating a typed JSON API for a different website.

After each completes, the orchestrator analyses the performance of each. The orchestrator will update its own instructions by reverting if there is a regression or changing trying accomplish the goal or optimizing using less tool calls and tokens. After the orchestrator updates its instructions, it creates sub-agent clones with its instructions (.claude) that run in isolated git worktrees .........

Because the same instruction set runs against several different websites, it tests that it satisfies that goal for each without breaking the other.

https://github.com/adam-s/intercept

Yes, it requires a lot of input from the user each iteration which runs about 20 minutes. For example, the agent will update its instructions with very site specific examples. I have to get it to generalize the problem and to update its own instructions to only generalize and never use site specific solutions in the instructions. Nonetheless, later iterations become more and more unsupervised. I strongly believe this is the technique to writing better more stable agents

Jevons paradox is happening in real time

https://twitter.com/levie/status/2036832183131033977
1•bilsbie•4m ago•0 comments

Llama.cpp's Agents.md

https://github.com/ggml-org/llama.cpp/blob/master/AGENTS.md
1•Wowfunhappy•7m ago•0 comments

Age requirements for managing an Apple Account in the UK

https://support.apple.com/en-gb/126788
1•comprev•8m ago•0 comments

I Created Rosie's mRNA Vaccine Protocol

https://twitter.com/paul_conyngham/status/2036940410363535823
1•paulscon•9m ago•1 comments

I built a tiny CLI that writes my commit messages from Git diff

https://github.com/saccofrancesco/gitsloth
1•s4ccofr4ncesco•9m ago•0 comments

The Future of Trash [pdf]

https://dsny.cityofnewyork.us/wp-content/uploads/reports/future-of-trash-april-2023.pdf
1•ChadNauseam•9m ago•0 comments

GPU's Are Being Wasted

https://getlilac.com/blog/gpu-scarcity-paradox
2•luew•12m ago•1 comments

PiClaw v1.6.6 – The Karate Kid

https://github.com/rcarmo/piclaw/releases/tag/v1.6.6
2•rcarmo•12m ago•0 comments

New Jira Hard Limits

https://community.atlassian.com/forums/Enterprise-articles/Growing-our-investment-in-a-faster-cle...
1•rfmc•13m ago•0 comments

Zephyr Zero JavaScript Framework

https://github.com/daltlc/zephyr-framework
1•daltonlcarr•13m ago•0 comments

Promote your products like a pro

https://instant-ugc.com/?red=abdelk
1•Locas•13m ago•0 comments

No Classification Without Representation

https://materialize.com/blog/no-classification-without-representation/
2•pranshum•14m ago•0 comments

Helix – Self-healing SDK for AI agent payments (open source)

https://helix-cnj.pages.dev/
1•adrianhihi•16m ago•0 comments

Attributed Claude activity over the last 90 days on GitHub

https://www.claudescode.dev/?window=90d
5•nojito•19m ago•0 comments

How do you handle security and access control in MCP and RAG pipelines?

1•Jatiioo•19m ago•0 comments

I Did Not Predict What Is Going on in Private Equity and Credit

https://www.aqr.com/Insights/Perspectives/I-Did-Not-Predict-What-is-Going-on-in-Privates
2•toomuchtodo•19m ago•0 comments

Sony and Honda Hit the Brakes on a $102,900 EV

https://www.wsj.com/business/autos/sony-honda-put-brakes-on-electric-vehicle-jv-4a244d24
2•bookofjoe•20m ago•2 comments

Deploy agents like code. Open source, MIT tool

https://docs.actionllama.org
1•b_asselstine•21m ago•0 comments

Technology: The (nearly) perfect USB cable tester does exist

https://blog.literarily-starved.com/2026/02/technology-the-nearly-perfect-usb-cable-tester-does-e...
2•birdculture•22m ago•0 comments

Stedi's $70M Series B to Build the Only AI-Enabled Clearinghouse

https://www.healthcareittoday.com/2025/09/09/announcing-stedis-70-million-series-b-to-build-the-o...
1•doppp•23m ago•0 comments

Qualified Health raises $125M to scale enterprise AI at health systems

https://www.fiercehealthcare.com/ai-and-machine-learning/qualified-health-locks-125m-fresh-fundin...
1•doppp•24m ago•0 comments

The Price of Truth

https://harmoniousdiscourse.substack.com/p/the-price-of-truth
1•larve•24m ago•0 comments

Woman who never stopped updating her lost dog's chip reunites with him after 11y

https://www.cbc.ca/radio/asithappens/11-year-dog-reunion-9.7140780
5•gnabgib•26m ago•0 comments

Show HN: A plain-text cognitive architecture for Claude Code

https://lab.puga.com.br/cog/
4•marciopuga•28m ago•1 comments

Laws Suppressing Boycotts of Israel Violate Civil Liberties

https://www.aclu.org/news/free-speech/laws-suppressing-boycotts-israel-dont-prevent-discriminatio...
7•KoftaBob•29m ago•0 comments

Draw-things-CLI: local media generation from command-line on your Mac

https://releases.drawthings.ai/p/draw-things-cli-local-media-generation
3•liuliu•30m ago•0 comments

DocumentAI – Feed your files, get a structured document (MVP)

https://documentai.aboneda.com/
1•aboneda•31m ago•0 comments

Tamp – Compression Proxy: 52% Fewer Tokens for Claude Code, Gemini, etc.

https://github.com/sliday/tamp
2•kulesh•32m ago•0 comments

AI-powered pull request evaluation for open source maintainers

https://pr-triage-web.vercel.app
2•Holohydra•37m ago•0 comments

The Vibetracer

https://github.com/omeedcs/vibetracer
2•mambamental26•38m ago•1 comments