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Install in OpenClaw
/install principle-synthesizer
Description
Synthesize invariant principles from 3+ sources — find the core that survives across all expressions.
Usage Guidance
This is an instruction-only skill whose behavior is coherent with its description. Before installing or using it: (1) avoid submitting highly sensitive data if your agent uses a cloud LLM (the SKILL.md explicitly says processing uses the agent's configured model); (2) ensure you provide at least 3 independent sources as required; (3) review any Golden Master candidates manually — the skill produces candidates, not guaranteed truths; and (4) if you plan to feed outputs from other skills, confirm those skills' outputs are trustworthy. No install or credential risks were found in the skill itself.
Capability Analysis
Type: OpenClaw Skill
Name: principle-synthesizer
Version: 1.0.3
The 'Principle Synthesizer' skill bundle consists of metadata and markdown instructions (SKILL.md) designed to guide an AI agent in distilling invariant principles from multiple text sources. The logic focuses entirely on data processing, normalization, and classification (N≥3 validation) without any executable code, shell commands, or network requests. There are no indicators of prompt injection attacks, data exfiltration, or unauthorized system access; the skill explicitly states it operates within the agent's trust boundary and does not write to disk.
Capability Assessment
Purpose & Capability
Name/description (synthesizing invariant principles from multiple sources) match the SKILL.md: all functionality is text normalization, alignment, and summarization. The skill does not request unrelated binaries, credentials, or config paths and only references other complementary skills (pbe-extractor, essence-distiller, principle-comparator) as possible input sources, which is reasonable.
Instruction Scope
SKILL.md contains a clear methodology (gather → align → validate → classify → output) and explicit boundaries (N≥3, human judgment required). It does not instruct the agent to read unrelated system files, use env vars, or call third-party endpoints. Note: the SKILL.md states that processing uses the agent's configured model — so if the agent is configured to use a cloud-hosted LLM, user data will be processed by that external service (this is expected but worth awareness).
Install Mechanism
No install spec and no code files (instruction-only). Nothing is written to disk or downloaded by the skill itself, so install risk is minimal.
Credentials
The skill declares no required environment variables, credentials, or config paths. It does reference inputs from other skills but does not request access to unrelated secrets. This is proportionate to a text-synthesis task. Reminder: the agent's model credentials/config are outside the skill and determine where data is sent.
Persistence & Privilege
always is false and the skill is user-invocable; it does not request persistent system presence, nor does it modify other skills' configurations. Autonomous invocation is allowed by platform default but not elevated by this skill.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install principle-synthesizer - After installation, invoke the skill by name or use
/principle-synthesizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.3
No user-visible changes in this version.
- No file changes detected between versions 1.0.2 and 1.0.3.
v1.0.2
- Added explicit data handling section: clarifies that all synthesis is local to your agent, with no external API calls or disk writes by the skill.
- Updated tags to better reflect synthesis, merging, and knowledge-management focus.
- Revised homepage URL and minor metadata.
- No algorithmic or functional changes to synthesis logic.
v1.0.1
Migrated to public GitHub repo, updated homepage URLs
v1.0.0
Initial release of Principle Synthesizer: synthesize invariant principles from 3+ sources (Golden Master candidates).
- Identifies core principles that survive semantic alignment across 3 or more sources (N≥3* validation).
- Distinguishes between invariant, domain-specific, and noise principles with classification and evidence.
- Outputs structured synthesis results, metrics, and candidates for canonical documentation.
- Includes user-invocable prompts, error handling, and concise summary (share_text) when genuine Golden Master candidates are found.
- Designed for rigorous, transparent multi-source distillation and methodology creation.
Metadata
Frequently Asked Questions
What is Principle Synthesizer?
Synthesize invariant principles from 3+ sources — find the core that survives across all expressions. It is an AI Agent Skill for Claude Code / OpenClaw, with 1273 downloads so far.
How do I install Principle Synthesizer?
Run "/install principle-synthesizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Principle Synthesizer free?
Yes, Principle Synthesizer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Principle Synthesizer support?
Principle Synthesizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Principle Synthesizer?
It is built and maintained by Lee Brown (@leegitw); the current version is v1.0.3.
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