design-simulated-environment SKILL.md skillA

design-simulated-environment from understudylabs/orchestra-agent-tools is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add understudylabs/orchestra-agent-tools/design-simulated-environment@git:20261027.533318e

Pins 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/design-simulated-environment/SKILL.md
Versions recorded
5
Latest version
git:20261027.533318e, committed Oct 27, 2026
First version recorded
Jul 23, 2026
Size
17,651 bytes
Repository stars
19
License
MIT

Use to build a simulated, seeded environment (AutomationBench / verifiers style) so any model can run a captured agentic workload end-to-end and be scored on final state — "simulate this workload's tools", "build a validator for these traces", "let a small model attempt the whole task", "score recall/precision against gold", or any handoff from understand-workload toward whole-case model comparison.

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

# Design a simulated environment + validator

The coding agent writes this fresh for each workload — **every workload's tools,
state, and success criteria differ**, so this skill is the *recipe*, not a fixed
implementation. The goal: a deterministic, synthetic environment where **any
candidate model can run the whole agentic task** and be **scored on the final
state**, so you can compare frontier vs. local and hill-climb the local model.

## Default environment first

Before building a codebase-specific environment, every new local specialist model
should run in a tiny **default environment** so the user has an immediate,
repeatable baseline:

- **Task shape:** read a small synthetic inbox / ticket queue / project board,
  decide what matters, write one structured update, and avoid forbidden writes.
- **Tools:** `list_records`, `read_record`, `write_note`, `update_status`, and
  `finish`. All tools mutate in-memory JSON only.
- **Gold state:** the exact notes/statuses a correct run should produce, plus
  forbidden writes that must not occur.
- **Validator axes:** required-write recall, unnecessary-write precision, policy
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add understudylabs/orchestra-agent-tools/design-simulated-environment@sha256:fd669951d0f4928b

The 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_yidmjjjzykqjuf7o.svg)](https://markdownregistry.com/a/art_yidmjjjzykqjuf7o)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jul 23, 2026 and Oct 27, 2026, about one every 24 days.

versioncommittedcommitsizeaudit
git:20261027.533318e latest2026-10-27 533318e 17,651 BA view · diff
git:20261027.3c367b02026-10-27 3c367b0 17,645 BA view · diff
git:20260730.0b879da2026-07-30 0b879da 17,650 BA view · diff
git:20260730.642f2572026-07-30 642f257 16,166 BA view · diff
git:20260723.3f483e82026-07-23 3f483e8 17,635 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (17651 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

understudylabs/orchestra-agent-tools · 19 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yidmjjjzykqjuf7o
GET https://markdownregistry.com/api/v1/resolve?ref=understudylabs/orchestra-agent-tools/design-simulated-environment
GET https://markdownregistry.com/api/v1/blob/fd669951d0f4928be570ae9a3bbf8328ffebb4dc29364404d6ed6b4f96bab43a

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.

More from understudylabs/orchestra-agent-tools

AGENTS.md AGENTS.md file
understudylabs/orchestra-agent-tools · AGENTS.md
git:20261028.6ac516b · audit A · 19 stars
CLAUDE.md CLAUDE.md file
understudylabs/orchestra-agent-tools · CLAUDE.md
git:20261028.6771875 · audit A · 19 stars
AGENTS.md@apps/moraine-viewer AGENTS.md file
understudylabs/orchestra-agent-tools · apps/moraine-viewer/AGENTS.md
git:20260720.0c3a327 · audit A · 19 stars
CLAUDE.md@apps/moraine-viewer CLAUDE.md file
understudylabs/orchestra-agent-tools · apps/moraine-viewer/CLAUDE.md
git:20260720.0c3a327 · audit B · 19 stars
audit-verifier-reliability SKILL.md skill
understudylabs/orchestra-agent-tools · skills/audit-verifier-reliability/SKILL.md · Use when deciding whether a verifier reward is trustworthy for optimization.
git:20261020.17ad730 · audit A · 19 stars
calibrate-difficulty SKILL.md skill
understudylabs/orchestra-agent-tools · skills/calibrate-difficulty/SKILL.md · Measure per-band model headroom from a local, source-bound run artifact before investing in training.
git:20261020.17ad730 · audit A · 19 stars
capture-evidence SKILL.md skill
understudylabs/orchestra-agent-tools · skills/capture-evidence/SKILL.md · Use when a developer wants to build an eval from their real LLM app before changing anything — "measure how my app is…
git:20261027.533318e · audit A · 19 stars
check-routing-health SKILL.md skill
understudylabs/orchestra-agent-tools · skills/check-routing-health/SKILL.md · Use when a developer asks "is Orchestra causing my errors", "which workloads are routed", "is my routing config…
git:20261027.533318e · audit A · 19 stars
compare-model-sweep SKILL.md skill
understudylabs/orchestra-agent-tools · skills/compare-model-sweep/SKILL.md · Use when a developer wants to compare candidate models — any mix of local, gateway, or frontier — on the same eval and…
git:20261027.533318e · audit A · 19 stars
compare-trajectories SKILL.md skill
understudylabs/orchestra-agent-tools · skills/compare-trajectories/SKILL.md · Use when you need to know HOW two model runs differ behaviorally on the same tasks, not just THAT one scores higher —…
git:20260719.1185398 · audit A · 19 stars
curate-trajectories SKILL.md skill
understudylabs/orchestra-agent-tools · skills/curate-trajectories/SKILL.md · Use to turn loose per-task trajectory JSONs (a Lilac export or local rollout corpus) into a queryable…
git:20260609.050d8ac · audit A · 19 stars
deslop SKILL.md skill
understudylabs/orchestra-agent-tools · skills/deslop/SKILL.md · Use when a user asks to "deslop", "de-AI", "make it sound human", remove AI patterns or tropes, clean up AI writing…
git:20260812.510c636 · audit A · 19 stars

Every file in understudylabs/orchestra-agent-tools

Browse by kind, by grade A, or by owner.