tobihagemann/turbo · codex/skills/self-improve/SKILL.md

self-improve skillA

self-improve is agent-read markdown (skill) from tobihagemann/turbo: Extract lessons from the current session, or sweep the project's past sessions when asked, and route them to the appropriate knowledge layer (project AGENTS.md, auto memory, existing skills, or new skills). Use when the user asks to "self-improve", "distill this session", "distill past sessions", "sweep past sessions", "extract lessons from all sessions", "save learnings", "update AGENTS.md with what we learned", "capture session insights", "remember this for next time", "extract lessons", "upda.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add tobihagemann/turbo/self-improve@git:20260906.17c9fd0
Exact content
mdr add tobihagemann/turbo/self-improve@sha256:ecef541f270b1e36

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_jtsu7iueew34mwuo.svg)](https://markdownregistry.com/a/art_jtsu7iueew34mwuo)

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Versions

versioncommittedcommitsizeaudit
git:20260906.17c9fd0 latest2026-09-06 17c9fd0 22,420 BA view · diff
git:20260902.1c68e252026-09-02 1c68e25 21,821 BA view · diff
git:20260830.7de1c4d2026-08-30 7de1c4d 20,341 BA view · diff
git:20260821.03604c62026-08-21 03604c6 17,507 BA view · diff
git:20260808.1a3d4b02026-08-08 1a3d4b0 17,210 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (22420 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

tobihagemann/turbo · 403 stars · license MIT · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_jtsu7iueew34mwuo
GET https://markdownregistry.com/api/v1/resolve?ref=tobihagemann/turbo/self-improve
GET https://markdownregistry.com/api/v1/blob/ecef541f270b1e36c1445198368c9ef2fb2c3c2cb752cf8fb883d3b6aa7ca77f

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.