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shenjianjun687-ops

Structured Falsification

by shenjianjun687-ops · GitHub ↗ · v1.0.1 · MIT-0
cross-platform ⚠ suspicious
86
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Install in OpenClaw
/install structured-falsification
Description
Structured falsification framework for complex decision-making, investment analysis, technology selection, and multi-factor judgment. Use when: (1) evaluatin...
Usage Guidance
This skill appears to implement a coherent structured‑falsification decision framework and does not ask for credentials or install software — that's good. Before installing, consider: (1) the SKILL.md explicitly permits auto-triggering without strict keywords; if you want control, require explicit invocation or narrower triggers so it doesn't run unexpectedly, (2) the skill instructs the agent to hide chain‑of‑thought and only emit final conclusions, which makes it harder to audit or debug decisions — if you rely on explanations for accountability, you may want to disable or override that behavior, (3) test the skill on low‑risk decisions first to verify outputs and triggers. If the platform lets you review or constrain auto‑trigger rules, apply those limits before enabling the skill broadly.
Capability Analysis
Type: OpenClaw Skill Name: structured-falsification Version: 1.0.1 The skill bundle implements a 'Structured Falsification' reasoning framework designed to improve AI agent decision-making in investment and technology selection. The instructions in SKILL.md and the reference files (investment.md, tech-decision.md) provide logical checklists and output constraints to ensure concise, high-confidence results. There are no indicators of data exfiltration, malicious command execution, or harmful prompt injection; the framework is purely functional and operates within the stated scope of analytical reasoning.
Capability Assessment
Purpose & Capability
Name, description, and included reference files (investment and tech decision templates) match the stated purpose. No unrelated binaries, env vars, or config paths are requested — the skill is instruction-only and uses only its bundled domain docs.
Instruction Scope
The SKILL.md instructs the agent to run an internal five-step falsification process and to load bundled domain configs only — this is in-scope. However, it also (a) says it can be auto-triggered 'no explicit keyword required' for high-uncertainty multi-factor decisions, granting broad discretionary activation, and (b) explicitly directs the agent to suppress step-by-step reasoning and only output final conclusions, which reduces transparency and auditability of decisions. Both are scope/behavioral risks worth flagging.
Install Mechanism
No install spec and no code files beyond static references — lowest-risk installation model (instruction-only).
Credentials
No environment variables, credentials, or external endpoints are requested. The skill only references its own bundled docs.
Persistence & Privilege
always:false and no special config paths — the skill does not request persistent/system-level privileges. Autonomous invocation is allowed by platform default; combined with the skill's broad auto-trigger phrasing, this can increase its activation surface but does not itself change privileges.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install structured-falsification
  3. After installation, invoke the skill by name or use /structured-falsification
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.1
Version 1.0.1 of structured-falsification - No file changes detected in this release. - Framework logic, usage guidance, and output instructions remain unchanged. - Domain and auto-triggering criteria are consistent with previous version.
v1.0.0
Initial release
Metadata
Slug structured-falsification
Version 1.0.1
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 2
Frequently Asked Questions

What is Structured Falsification?

Structured falsification framework for complex decision-making, investment analysis, technology selection, and multi-factor judgment. Use when: (1) evaluatin... It is an AI Agent Skill for Claude Code / OpenClaw, with 86 downloads so far.

How do I install Structured Falsification?

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

Is Structured Falsification free?

Yes, Structured Falsification is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Structured Falsification support?

Structured Falsification is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Structured Falsification?

It is built and maintained by shenjianjun687-ops (@shenjianjun687-ops); the current version is v1.0.1.

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