kadath skillA
kadath is agent-read markdown (skill) from akillness/jeo-skills: Run KADATH (Kernel for Agentic Darwinian Adaptation, Tooling, and Heredity), a Docker-based evolutionary kernel that turns a goal into a locked, Architect-authored benchmark, then evolves a population of smolagents-based coding agents across epochs: each agent runs in an isolated container, gets graded against frozen evidence, and the population is culled, mutated, and reproduced generation over generation until it converges on the best-performing agent framework for that goal. Use when the user.
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
# KADATH — evolutionary agent kernel KADATH takes a goal and spends model tokens evolving agents that get progressively better at achieving it. A population of `smolagents`-based `CodeAgent` organisms competes each epoch, gets independently graded against a locked, Architect-authored benchmark, and is then culled, reflected on, mutated, and reproduced — generation over generation — under a kernel that owns the run, containers, evidence freezing, grading formulas, and Git-backed genome lineage. The organisms are read-only while an epoch runs and can only change during the post-grade mutation phase, so improvement happens through repeated competition and selection rather than one prompt or one agent. ## When to use this skill - Standing up a new KADATH run: proposing a goal, letting the Architect draft a benchmark, and approving it (`kadath init`/`kadath start`/`kadath approve`) - Launching, pausing, resuming, or continuing an evolutionary run, or watching its live dashboard - Exporting a finished run's winning agent population, or continuing evolution from one specific historical genome …
Read the whole file at its exact version.
How to install
mdr add akillness/jeo-skills/kadath@v1.0mdr add akillness/jeo-skills/kadath@sha256:2f1374fd859d16ddPin 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.
[](https://markdownregistry.com/a/art_s6f2yksbpilmtqtm)
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Versions
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (10342 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
akillness/jeo-skills · 47 stars · license none · pushed 2026-09-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_s6f2yksbpilmtqtm GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/kadath GET https://markdownregistry.com/api/v1/blob/2f1374fd859d16dd1b98c96f515d3c42727620bf5dea7b34ff9862b8516817c9
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.