test-time-compute-optimizer SKILL.md skillA
test-time-compute-optimizer from roedyrustam/vibes-plug is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add roedyrustam/vibes-plug/test-time-compute-optimizer@v4.2.0Pins v4.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- roedyrustam/vibes-plug
- Path
skills/test-time-compute-optimizer/SKILL.md- Versions recorded
- 2
- Latest version
- v4.2.0, committed Oct 3, 2026
- First version recorded
- Oct 3, 2026
- Size
- 12,100 bytes
- Repository stars
- 122
- License
- MIT
Expert guide for scaling test-time compute, dynamic reasoning token allocation (Gemini 4 Pro, Claude 5.5, GPT Astra 6), Monte Carlo Tree Search (MCTS), and Process Reward Models / Panduan ahli penskalaan komputasi waktu uji (test-time compute), alokasi dinamis budget penalaran, MCTS, dan Process Reward Models.
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
# test-time-compute-optimizer — vibes-plug Skill [English](#english) | [Bahasa Indonesia](#bahasa-indonesia) --- <a name="english"></a> ## English ### Orchestration & Integration Connects and orchestrates with `brainstorming`, `zero-to-prod-orchestrator`, `ai-llm-integration-expert`, `frontier-ai-models-expert`, `llm-finops-router`, and `speculative-multi-draft-synthesizer` to dynamically balance reasoning depth, inference latency, and token expenditures across frontier models. ### Description Production guide for scaling test-time compute (inference-time reasoning) across frontier AI models including Google Gemini 4 Pro, Anthropic Claude 5.5 (Opus/Sonnet), and OpenAI GPT Astra 6 (`o6`). Provides concrete architectures for dynamic thinking budget allocation, tree-search exploration (MCTS, beam search), step-level Process Reward Model (PRM) verification, and self-consistency consensus loops. ### Trigger Conditions Activate this skill when: - Designing systems that tackle hard algorithmic, formal verification, or multi-step architectural problems. - Configuring model reasoning parameters (`thinkingBudget`, `budget_tokens`, `reasoning_effort`). …
Read the whole file at its exact version.
How to install
mdr add roedyrustam/vibes-plug/test-time-compute-optimizer@sha256:ca9c7a83a59b3cc1The line at the top of this page pins the label v4.2.0, 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_n2y7kohtjbtgu4gs)
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Versions
The registry has recorded 2 versions of this file, all committed on Oct 3, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v4.2.0 latest | 2026-10-03 | d8cca2a | 12,100 B | A | view · diff |
| v4.1.0 | 2026-10-03 | 47606ed | 12,100 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 (12100 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
roedyrustam/vibes-plug · 122 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_n2y7kohtjbtgu4gs GET https://markdownregistry.com/api/v1/resolve?ref=roedyrustam/vibes-plug/test-time-compute-optimizer GET https://markdownregistry.com/api/v1/blob/ca9c7a83a59b3cc10ba89bfe3a2af3b9e1a6fbb7c732d3e33c2a3348eaa0e561
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.
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