stanford-test-time-compute SKILL.md skillA
stanford-test-time-compute from mangowhoiscloud/geode is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mangowhoiscloud/geode/stanford-test-time-compute@git:20260825.9516eabPins git:20260825.9516eab in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mangowhoiscloud/geode
- Path
.agents/skills/stanford-test-time-compute/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260825.9516eab, committed Aug 25, 2026
- Size
- 4,026 bytes
- Repository stars
- 15
- License
- Apache-2.0
Ground GEODE design and evaluation work in Stanford CS329A Parts 2 and 5. Use for test-time compute, planning, multi-step reasoning, deep research, LATS, independent subplans, best-of-N, repair depth, measurement replication, verifier authority, and GEODE/Eco²/SIL/Crucible comparisons.
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
# Stanford Test-Time Compute Grounding Keep lecture evidence, project interpretation, measurement, and change authority separate while applying test-time compute concepts to GEODE. ## Workflow 1. Select the lecture reference by decision plane and read it completely: `references/lecture-analysis.md` for Part 2 test-time compute, or `references/lecture-05-planning-multistep.md` for Part 5 planning, multi-step reasoning, and deep research. Read both when the request crosses those boundaries. 2. Classify the request using the decision planes below. 3. Read only the matching project references from `references/project-application-index.md`. 4. Inspect current GEODE code and tests for every implementation claim. Historical presentation snapshots are context, never current code authority. 5. If exact timing, wording, or a slide is material, follow `references/source-manifest.md` and verify against the original source. 6. Report lecture evidence and GEODE application as separate claims. ## Decision planes | Plane | Question | Do not confuse with | |---|---|---| …
Read the whole file at its exact version.
How to install
mdr add mangowhoiscloud/geode/stanford-test-time-compute@sha256:346a96265599304aThe line at the top of this page pins the label git:20260825.9516eab, 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_qzdaqqv75nevzun3)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 25, 2026.
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 (4026 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
mangowhoiscloud/geode · 15 stars · license Apache-2.0 · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qzdaqqv75nevzun3 GET https://markdownregistry.com/api/v1/resolve?ref=mangowhoiscloud/geode/stanford-test-time-compute GET https://markdownregistry.com/api/v1/blob/346a96265599304a3c1d5eccae58e3ee70603fd26ffbc6bc485e59a0f7e579a4
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.