prepare-verifier-handoff SKILL.md skillA
prepare-verifier-handoff from understudylabs/orchestra-agent-tools is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add understudylabs/orchestra-agent-tools/prepare-verifier-handoff@git:20261027.533318ePins git:20261027.533318e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- understudylabs/orchestra-agent-tools
- Path
skills/prepare-verifier-handoff/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261027.533318e, committed Oct 27, 2026
- First version recorded
- Jun 9, 2026
- Size
- 10,571 bytes
- Repository stars
- 19
- License
- MIT
Use when a workload must learn multi-step behavior through hosted reinforcement-learning (RL) training that local optimization cannot deliver, and needs to become partner-ready. "My agent needs RL", "can we train this policy", "package my environment for a training partner", "is this workload ready for RL". Decides first, then authors the trainable environment, then packages it — never trains here.
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
# Prepare Verifier Handoff
The single skill for "my workload needs hosted / stateful RL — get it
partner-ready." Use it only when the developer's workload must **learn
multi-step behavior by training a policy** (stateful RL) and the local rungs
cannot satisfy that need. This is the narrow training-handoff path, not a
catch-all for tool-use or verifier work.
You can already run and evaluate verifier-style environments locally. This skill
covers the one thing the local rungs do not do: getting a workload ready for
**hosted RL policy training**. The staged flow is:
```text
1. DECIDE — confirm RL is actually the right rung (the gates below)
2. AUTHOR — invert the sim env into a reset/step MDP
→ references/stage-1-author-env.md
3. PACKAGE — wrap it as a Verifiers-compatible module + return-eval
→ references/stage-2-package-env.md
4. HAND OFF — packet + referral; the developer takes it to the partner
```
The decision comes **first**. Do not author or package an environment before
the gates confirm the need — an MDP wrapper built for a workload that a model
swap or prompt pass would have fixed is wasted work.
…Read the whole file at its exact version.
How to install
mdr add understudylabs/orchestra-agent-tools/prepare-verifier-handoff@sha256:1cd7d2f49ea129a5The line at the top of this page pins the label git:20261027.533318e, 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_c53ll2srbyyipis3)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jun 9, 2026 and Oct 27, 2026, about one every 35 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.533318e latest | 2026-10-27 | 533318e | 10,571 B | A | view · diff |
| git:20260720.1f29049 | 2026-07-20 | 1f29049 | 10,572 B | A | view · diff |
| git:20260719.1185398 | 2026-07-19 | 1185398 | 10,232 B | A | view · diff |
| git:20260715.7731d13 | 2026-07-15 | 7731d13 | 9,658 B | A | view · diff |
| git:20260609.050d8ac | 2026-06-09 | 050d8ac | 9,317 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 (10571 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
understudylabs/orchestra-agent-tools · 19 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_c53ll2srbyyipis3 GET https://markdownregistry.com/api/v1/resolve?ref=understudylabs/orchestra-agent-tools/prepare-verifier-handoff GET https://markdownregistry.com/api/v1/blob/1cd7d2f49ea129a5aa463bc2685df45f2bda73898cbe530ed839d8ffec6952c2
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.