kunchenguid

Backpass — Development skill for Claude Code

Development community

You don't write AGENTS.md.

How to install Backpass

This entry records only its repository, not the path inside it, so there is no exact command to give. Open kunchenguid/backpass and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Backpass does

You don't write AGENTS.md. You train it with gradient descent.

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README

backpass

Gradient descent for your agent memory.

Your `AGENTS.md` is a set of weights. Every agent session is a forward pass. The transcript that session leaves on disk is the loss signal - and today nothing reads it. The loop only closes when a human happens to remember a failure and edits the file by hand.

`backpass` closes it. It finds the agent sessions that actually ran in your repo, reads what happened in them, and proposes evidence-backed edits to your memory surface - the memory file and project skills - under a token budget, gated by you.

Local-first - Reads the transcript stores of seven agent harnesses directly from disk, locally or over SSH to your own machines. No API, no upload; transcripts never leave your machines except into an agent you alre