Home / rasputinkaiser / self-improvement-plugin · skills/sips-selfloop/SKILL.md · GitHub

sips-selfloop skillA

sips-selfloop is agent-read markdown (skill) from rasputinkaiser/self-improvement-plugin: Start, inspect, or continue a persistent SIPS self-improvement loop. Use when the user asks for /selfloop, wants the agent to iteratively improve itself, or wants a goal dedicated only to SIPS and agent capability..

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.

What the file says

# SIPS Selfloop

Start or control the persistent loop with `python3 scripts/goal_state.py
selfloop-set "<focus>"` from the SIPS plugin root, following
`commands/selfloop.md`. Use the `homebase_selfloop` MCP tool instead when the
live server exposes it.

For each active cycle, establish a measured baseline, select one evidence-backed
self-improvement target, checkpoint, make the smallest useful change, verify the
gain against the baseline, and record the outcome. Restrict work to SIPS or the
agent's reasoning, tools, memory, verification, context efficiency, autonomy,
and self-correction. Do not substitute unrelated product work or cosmetic churn.

After a proven gain, run `python3 scripts/goal_state.py selfloop-record improved
"<proof-bearing summary>"` (or `homebase_selfloop` with action `record` when
exposed), then record any durable lesson through
SIPS Memory Fabric. Continue immediately while the goal is active. Two
independent plateau cycles may complete the current objective. A real external
block pauses the loop; an explicit stop clears it.

## Cost-bounded planning and review

For a planning or research-heavy cycle, use one drafting pass, one independent
…

Read the whole file at its exact version.

How to install

Latest version
mdr add rasputinkaiser/self-improvement-plugin/sips-selfloop@git:20260720.dcc8fa1
Exact content
mdr add rasputinkaiser/self-improvement-plugin/sips-selfloop@sha256:31aa2fee72284a2a

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_jfi5ambolca4jusj.svg)](https://markdownregistry.com/a/art_jfi5ambolca4jusj)

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Versions

versioncommittedcommitsizeaudit
git:20260720.dcc8fa1 latest2026-07-20 dcc8fa1 2,104 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 (2104 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

rasputinkaiser/self-improvement-plugin · 8 stars · license MIT · pushed 2026-09-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_jfi5ambolca4jusj
GET https://markdownregistry.com/api/v1/resolve?ref=rasputinkaiser/self-improvement-plugin/sips-selfloop
GET https://markdownregistry.com/api/v1/blob/31aa2fee72284a2a51b03971c80ccf6c71f33815ceafb3138819fd47623071e8

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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