agent-wiki-compare-outcomes skillA
agent-wiki-compare-outcomes is agent-read markdown (skill) from agenttoolkit/altk-evolve: Compare successful and failed normalized agent trajectories to derive evidence-backed agent-wiki guidelines. Use when Codex has multiple runs for the same or similar task, evaluator outcomes, failed/successful variants, benchmark trajectories, or wants to learn rules from contrasts rather than from one trajectory alone..
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
# Agent Wiki — Compare Outcomes ## Overview Use this pass after summarize/extract/synthesize when there are multiple trajectories that can be judged as successful or failed. It can judge outcomes with an LLM from the normalized transcript, so it does not need to depend on benchmark-specific success/failure labels. It derives **contrastive guidelines**: rules that are supported by a failed path, a successful path, and concrete evidence from task wording, tool/API documentation, tool/API calls, transcript evidence, optional failure snippets, and optionally an LLM success/failure judgment. This pass exists to avoid hand-authored domain knowledge. Do not write a rule just because you know the benchmark or application. Write a rule only when the input trajectories contain the evidence. ## Workflow ### Step 1: Build an Evidence Pack Run the bundled script over normalized trajectory JSON files: ```bash uv run python explorations/agent-wiki/skills/agent-wiki-compare-outcomes/scripts/compare_outcomes.py \ --input <normalized-dir-or-json> \ --out-json <analysis.json> \ --out-md <analysis.md> \ --judge-outcomes always ``` …
Read the whole file at its exact version.
How to install
mdr add agenttoolkit/altk-evolve/agent-wiki-compare-outcomes@git:20260921.bc25f93mdr add agenttoolkit/altk-evolve/agent-wiki-compare-outcomes@sha256:93894472b8c65463Pin 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_qwsl46qczq32gbxa)
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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 (6616 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
agenttoolkit/altk-evolve · 116 stars · license Apache-2.0 · pushed 2026-09-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qwsl46qczq32gbxa GET https://markdownregistry.com/api/v1/resolve?ref=agenttoolkit/altk-evolve/agent-wiki-compare-outcomes GET https://markdownregistry.com/api/v1/blob/93894472b8c65463e8300b31a56e2374d1162550c777c4c4ccaf6766f668cad8
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.