desktop-control-trajectory-generation SKILL.md skillC
desktop-control-trajectory-generation from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add anonymousnomad/aide-sovereign-workbench/desktop-control-trajectory-generation@git:20260908.e9ac98dPins git:20260908.e9ac98d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- C, 14 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/desktop-control-trajectory-generation/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260908.e9ac98d, committed Sep 8, 2026
- First version recorded
- Aug 26, 2026
- Size
- 6,828 bytes
- Repository stars
- 53
- License
- Apache-2.0
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
# Skill: desktop-control-trajectory-generation # Desktop-Control Training Corpus Generation (Phase C of the Desktop-Agent Program) ## Problem It Solves UI-TARS's hardest-won lesson applies to us: procedural action-only data produces surface mimicry without internalized logic. This skill defines how we generate, verify, gate, and version training trajectories for the desktop-control model — every row carrying explicit reasoning, every row execution-verified (R3). ## Research Foundations | Source | Fact | Rule here | |---|---|---| | UI-TARS 2 data flywheel | CT→SFT→RL stages; verifier V(s) routes rollouts: V=1 → SFT pool, V=0 → lower-stage pool | Same routing: PASS → sft pool, FAIL → reflection/DPO pool, never discarded silently | | UI-TARS 1 | Reflection tuning on failure-recovery traces beats clean-only data | ~15% of rows must be recovery traces: mistake → observed consequence → corrected action | | UI-TARS DPO | Preference pairs from same-task correct vs incorrect actions beat generic pairs | DPO pairs are SAME snapshot + different action + verified outcome delta | …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/desktop-control-trajectory-generation@sha256:db901b9c07e3ecccThe line at the top of this page pins the label git:20260908.e9ac98d, 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_eqtxuzvp6o7rbrmd)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Aug 26, 2026 and Sep 8, 2026, about one every 14 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260908.e9ac98d latest | 2026-09-08 | e9ac98d | 6,828 B | C | view · diff |
| git:20260826.8da8b03 | 2026-08-26 | 8da8b03 | 5,750 B | C | view |
Audit of the latest version
- fail: Frontmatter block present
- fail: Frontmatter declares a name
- fail: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6828 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
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
anonymousnomad/aide-sovereign-workbench · 53 stars · license Apache-2.0 · pushed 2026-10-26 · branch covert-production
API
GET https://markdownregistry.com/api/v1/artifacts/art_eqtxuzvp6o7rbrmd GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/desktop-control-trajectory-generation GET https://markdownregistry.com/api/v1/blob/db901b9c07e3eccc69c71bd7bbd6479eb7869d380a5767d7b951479258ba14d7
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.