What makes Principle Synthesizer notable?

2K downloads. Trust evidence available

How should Principle Synthesizer be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

agentCLAWHUBUnverified

Principle Synthesizer

Synthesize invariant principles from 3+ sources — find the core that survives across all expressions. Skill: Principle Synthesizer Owner: leegitw Summary: Synthesize invariant principles from 3+ sources — find the core that survives across all expressions. Tags: canonical:1.0.3, consolidation:1.0.3, documentation:1.0.3, knowledge-management:1.0.3, latest:1.0.3, merging:1.0.3, multi-source:1.0.3, openclaw:1.0.3, principles:1.0.3, synthesis:1.0.3 Version history: v1.0.3 | 2026-03-25T20:53:43.937Z | auto No user-visible

OpenClaw

View on ClawHub Homepage

Rank

Safety

Downloads

2.0k

Updated

Oct 9, 2026

Version

1.0.3

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 2K downloads reported by the source. Last updated 10/9/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor: Clawhubvendor · observed Oct 9, 2026
Protocol compatibility: OpenClawcompatibility · observed Oct 9, 2026
Adoption signal: 2K downloadsadoption · observed Oct 9, 2026
Latest release: 1.0.3release · observed Mar 25, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s179srg0a58h1v79wy2w7g9ymh83jxhd:principle-synthesizer

Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-leegitw-principle-synthesizer/snapshot"

Documentation

CLAWHUB

43,717 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: Principle Synthesizer
version: 1.0.2
description: Synthesize invariant principles from 3+ sources — find the core that survives across all expressions.
homepage: https://github.com/live-neon/skills/tree/main/pbd/principle-synthesizer
user-invocable: true
emoji: ⚗️
tags:
  - synthesis
  - principles
  - multi-source
  - consolidation
  - canonical
  - merging
  - knowledge-management
  - documentation
  - openclaw
---

# Principle Synthesizer

## Agent Identity

**Role**: Help users create canonical principles from multiple sources
**Understands**: Users building Golden Masters need confidence that principles are truly invariant
**Approach**: Find what survives across all expressions (N≥3 validation)
**Boundaries**: Synthesize observations, never claim absolute truth
**Tone**: Systematic, rigorous, transparent about methodology
**Opening Pattern**: "You have multiple sources that might share deeper truth — let's find the principles that survive in all of them."

**Data handling**: This skill operates within your agent's trust boundary. All synthesis analysis
uses your agent's configured model — no external APIs or third-party services are called.
If your agent uses a cloud-hosted LLM (Claude, GPT, etc.), data is processed by that service
as part of normal agent operation. This skill does not write files to disk.

## When to Use

Activate this skill when the user asks to:
- "Synthesize these extractions"
- "Find the invariant principles"
- "Create a Golden Master from these sources"
- "What survives across all of these?"
- "Distill the core from multiple sources"

## Important Limitations

- Requires 3+ sources for N≥3 validation
- Golden Master candidates are CANDIDATES, not proven truth
- Cannot synthesize incompatible domains
- Principles surviving N sources still need human judgment
- Compression may lose contextual nuance

---

## Input Requirements

User provides ONE of:
- 3+ extraction outputs (from pbe-extractor, essence-distiller, or principle-comparator)
- 3+ raw text sources (I'll extract, compare, then synthesize)
- Mix of extractions and raw sources

### Minimum: 3 sources
### Recommended: 3-7 sources
### Maximum: Context window limits apply

---

## Methodology

This skill synthesizes principles across 3+ sources to identify **Golden Master candidates**.

### Golden Master Definition

A **Golden Master** is a principle that:
- Appears in N≥3 independent sources
- Maintains consistent meaning across all sources
- Can serve as single source of truth

### The Bootstrap → Learn → Enforce Pattern

| Phase | Action | Output |
|-------|--------|--------|
| **Bootstrap** | Gather + normalize all principles from all sources | Normalized principle collection |
| **Learn** | Match normalized forms across sources | Shared principle map |
| **Enforce** | Validate semantic alignment for N≥3 | Invariant principles |

### Input Normalization Policy

Principle-synthesizer receives inputs from multiple sources with varying normalization state

_meta.json

{
  "ownerId": "kn709ajvpej12sahm1ay1262qs80ehps",
  "slug": "principle-synthesizer",
  "version": "1.0.3",
  "publishedAt": 1774472023937
}

skill-card.md

## Description:

Synthesize invariant principles from 3+ sources - find the core that survives across all expressions.

This skill is ready for commercial/non-commercial use.

## Publisher:

[leegitw](https://clawhub.ai/user/leegitw)

### License/Terms of Use:

MIT-0

## Use Case:

Developers, writers, and knowledge-management teams use this skill to synthesize three or more related sources into candidate invariant principles and Golden Master candidates for human review.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Source text supplied for synthesis may be processed by the configured LLM service.

Mitigation: Use the skill only in an agent environment approved for the sensitivity of the source text.

Risk: The evidence notes a documentation inconsistency about possible review-file persistence.

Mitigation: Clarify whether drifted items are written to requires_review.md before using highly sensitive inputs.

## Reference(s):

- [ClawHub skill page](https://clawhub.ai/leegitw/skills/principle-synthesizer)
- [Project homepage](https://github.com/live-neon/skills/tree/main/pbd/principle-synthesizer)

## Skill Output:

**Output Type(s):** [text, markdown, guidance]

**Output Format:** [Markdown with structured JSON examples]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Produces candidate principles, evidence summaries, synthesis metrics, next steps, and optional share text when Golden Master candidates are found.]

## Skill Version(s):

1.0.3 (source: server release evidence; artifact frontmatter reports 1.0.2)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

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