convergence SKILL.md skillA
convergence from martianmobile/backtest2live is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add martianmobile/backtest2live/convergence@git:20261025.1577c21Pins git:20261025.1577c21 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- martianmobile/backtest2live
- Path
plugins/backtest2live/skills/convergence/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261025.1577c21, committed Oct 25, 2026
- First version recorded
- Sep 30, 2026
- Size
- 11,008 bytes
- Repository stars
- 3
- License
- MIT
Evaluate whether a variant backtest sweep has converged — read the results, measure top-K dispersion, IS/OOS rank stability, and parameter-plateau structure, then decide ship vs iterate vs kill. For quant researchers running parameter sweeps. Trigger with "check convergence", "are these variants converged?", "should I keep iterating?", "evaluate this sweep", "iteration check", "convergence report".
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Convergence — variant-sweep evaluation The first capability of the **backtest2live** plugin. Drop in a table of variant backtest results — get a convergence verdict and a recommendation: ship the winner, iterate further, or kill the line of research. This is the public, sanitized version of an internal pattern used to run multi-variant parameter sweeps in live crypto trading research at Martian Mobile. The convergence math is computed deterministically by the `backtest2live` Python package (`bt2live` CLI); the qualitative call on *which variants to try next* is left to the agent. > Sibling evaluators (robustness, walk-forward, regime breakdown) can live alongside this one as additional skills under the same plugin. ## How It Works ``` ┌─────────────────────────────────────────────────────────────────┐ │ STRATEGY EVALUATION · CONVERGENCE │ ├─────────────────────────────────────────────────────────────────┤ │ INPUT │ │ ✓ Variant results: CSV (Parquet/SQLite → export to CSV first) │ │ ✓ Each row = one variant (params + metrics) │ …
Read the whole file at its exact version.
How to install
mdr add martianmobile/backtest2live/convergence@sha256:6404cae3860aa9deThe line at the top of this page pins the label git:20261025.1577c21, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_o45hxtxdnvrkhyom)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Sep 30, 2026 and Oct 25, 2026, about one every 6 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261025.1577c21 latest | 2026-10-25 | 1577c21 | 11,008 B | A | view · diff |
| git:20261025.dd41a70 | 2026-10-25 | dd41a70 | 10,432 B | A | view · diff |
| git:20261002.b5de0e8 | 2026-10-02 | b5de0e8 | 10,027 B | A | view · diff |
| git:20260930.5616b65 | 2026-09-30 | 5616b65 | 10,118 B | A | view · diff |
| v0.1.0 | 2026-09-30 | f6b970b | 10,133 B | A | view |
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 (11008 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
martianmobile/backtest2live · 3 stars · license MIT · pushed 2026-10-25 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_o45hxtxdnvrkhyom GET https://markdownregistry.com/api/v1/resolve?ref=martianmobile/backtest2live/convergence GET https://markdownregistry.com/api/v1/blob/6404cae3860aa9de6eb464d3a6f8eecfebd04de823a30cb4e05744d764dea66e
Your AI assistant 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.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.