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tobisamaa

Unified Reasoning

by tobisamaa · GitHub ↗ · v2.0.0
darwinlinuxwin32 ⚠ suspicious
519
Downloads
0
Stars
3
Active Installs
1
Versions
Install in OpenClaw
/install unified-reasoning
Description
Unified Reasoning Engine with FoT optimization - Combines ToT, GoT, Self-Consistency, and Meta-Reasoning with parallel execution and caching for 2-5x speedup
Usage Guidance
This package appears incomplete: the wrapper (unified_wrapper.py) and SKILL.md expect a core implementation file (unified_reasoning.py) and a PowerShell script (reasoning-engine.ps1) that are not included. Before installing or enabling this skill: 1) Ask the publisher for the missing files or a complete distribution and verify their contents. 2) Do not run the skill in production or give it high trust until you can inspect unified_reasoning.py and any .ps1 scripts for network calls, credential access, or filesystem reads. 3) If you must test, run it in an isolated sandbox and monitor outbound connections. 4) If the publisher states the implementation is fetched at runtime, insist on the exact source URL and verify that URL is a trusted release host (e.g., official repo release) before allowing the skill to fetch and execute code. If the missing files are provided and they match the described behavior (no unexpected credential access, no remote endpoints), the assessment may change to benign.
Capability Analysis
Type: OpenClaw Skill Name: unified-reasoning Version: 2.0.0 The provided files (`_meta.json`, `SKILL.md`, `unified_wrapper.py`) show no evidence of malicious intent or suspicious behavior. The `SKILL.md` serves as documentation for a reasoning engine, containing descriptive text and usage examples in PowerShell, but no instructions for prompt injection against the agent or commands to execute outside the skill's stated purpose. The `unified_wrapper.py` is a standard Python wrapper that loads a local Python module (`unified_reasoning.py`) from the same directory, which is a common and benign practice for skill modularization. The core logic in `unified_reasoning.py` is not provided, but the wrapper itself does not exhibit any risky capabilities like arbitrary file access, network calls, or dynamic code execution from untrusted sources.
Capability Assessment
Purpose & Capability
The skill claims a comprehensive Unified Reasoning Engine (many strategies, FoT optimization) but the bundle does not include the promised implementation (SKILL.md and unified_wrapper.py expect an implementation file such as unified_reasoning.py and a reasoning-engine.ps1). Nothing in the package justifies the advanced capabilities described — the presence of only a wrapper without the core implementation is incoherent.
Instruction Scope
SKILL.md instructs running PowerShell commands and dot-sourcing skills/unified-reasoning/reasoning-engine.ps1 and shows integration snippets for an AGI controller, yet the referenced .ps1 and the core Python implementation are not included. The instructions do not ask for unrelated credentials or environment reads, but they depend on external files that are missing, so runtime behavior is unclear.
Install Mechanism
There is no install spec and no remote download/install steps — lowest-risk surface. The only code present is a small wrapper (unified_wrapper.py) which uses importlib to load a local file; it does not attempt network installs or extract archives.
Credentials
The skill declares no required environment variables, no credentials, and no config paths. SKILL.md and the wrapper do not reference secrets or unrelated env vars. Requested metadata (agi_component/priority) is unusual but not a credential request.
Persistence & Privilege
always is false (normal) and the skill is user-invocable; disable-model-invocation is default false (autonomous invocation allowed) which is platform-normal. The SKILL.md labels the component as an AGI component and 'critical' priority — this is a metadata oddity but does not, by itself, grant extra privileges.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install unified-reasoning
  3. After installation, invoke the skill by name or use /unified-reasoning
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v2.0.0
Unified Reasoning Engine v2.0 introduces major performance and capability enhancements: - Added Framework of Thoughts (FoT) optimization for 2–5x faster reasoning via parallel execution and intelligent caching. - Enhanced API with support for both auto and manual strategy selection, and new parameters for advanced configuration. - Expanded meta-reasoning for automatic adaptation to problem type, with a transparent decision tree. - Improved performance across all reasoning strategies, with detailed comparison metrics and return objects. - Added YAML-based configuration and deeper integration for AGI controllers.
Metadata
Slug unified-reasoning
Version 2.0.0
License
All-time Installs 3
Active Installs 3
Total Versions 1
Frequently Asked Questions

What is Unified Reasoning?

Unified Reasoning Engine with FoT optimization - Combines ToT, GoT, Self-Consistency, and Meta-Reasoning with parallel execution and caching for 2-5x speedup. It is an AI Agent Skill for Claude Code / OpenClaw, with 519 downloads so far.

How do I install Unified Reasoning?

Run "/install unified-reasoning" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Unified Reasoning free?

Yes, Unified Reasoning is completely free (open-source). You can download, install and use it at no cost.

Which platforms does Unified Reasoning support?

Unified Reasoning is cross-platform and runs anywhere OpenClaw / Claude Code is available (darwin, linux, win32).

Who created Unified Reasoning?

It is built and maintained by tobisamaa (@tobisamaa); the current version is v2.0.0.

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