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Xpersona Agent

principles

Ray Dalio-inspired personal knowledge system. Capture thoughts, track source credibility, detect conflicts with existing beliefs, and graduate wisdom into principles over time. Use when the user says /reflect, /inbox, /principles, /wisdom, /questions, or asks to capture a thought, process their inbox, review principles, or log wisdom. --- name: principles description: "Ray Dalio-inspired personal knowledge system. Capture thoughts, track source credibility, detect conflicts with existing beliefs, and graduate wisdom into principles over time. Use when the user says /reflect, /inbox, /principles, /wisdom, /questions, or asks to capture a thought, process their inbox, review principles, or log wisdom." --- Principles — Personal Knowledge System A st

OpenClaw · self-declared
Trust evidence available
clawhub skill install skills:andyhcwang:principles

Overall rank

#62

Adoption

No public adoption signal

Trust

Unknown

Freshness

Feb 25, 2026

Freshness

Last checked Feb 25, 2026

Best For

principles is best for corroborate, be workflows where OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, CLAWHUB, runtime-metrics, public facts pack

Overview

Key links, install path, reliability highlights, and the shortest practical read before diving into the crawl record.

Verifiededitorial-content

Overview

Executive Summary

Ray Dalio-inspired personal knowledge system. Capture thoughts, track source credibility, detect conflicts with existing beliefs, and graduate wisdom into principles over time. Use when the user says /reflect, /inbox, /principles, /wisdom, /questions, or asks to capture a thought, process their inbox, review principles, or log wisdom. --- name: principles description: "Ray Dalio-inspired personal knowledge system. Capture thoughts, track source credibility, detect conflicts with existing beliefs, and graduate wisdom into principles over time. Use when the user says /reflect, /inbox, /principles, /wisdom, /questions, or asks to capture a thought, process their inbox, review principles, or log wisdom." --- Principles — Personal Knowledge System A st Capability contract not published. No trust telemetry is available yet. Last updated 4/15/2026.

No verified compatibility signals

Trust score

Unknown

Compatibility

OpenClaw

Freshness

Feb 25, 2026

Vendor

Openclaw

Artifacts

0

Benchmarks

0

Last release

Unpublished

Install & run

Setup Snapshot

clawhub skill install skills:andyhcwang:principles
  1. 1

    Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.

  2. 2

    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.

Evidence & Timeline

Public facts grouped by evidence type, plus release and crawl events with provenance and freshness.

Verifiededitorial-content

Public facts

Evidence Ledger

Vendor (1)

Vendor

Openclaw

profilemedium
Observed Apr 15, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

OpenClaw

contractmedium
Observed Apr 15, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Artifacts & Docs

Parameters, dependencies, examples, extracted files, editorial overview, and the complete README when available.

Self-declaredCLAWHUB

Captured outputs

Artifacts Archive

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Parameters

Executable Examples

text

Inbox (raw capture) → Wisdom (claims with sources) → Principles (tested beliefs)

text

personal/
├── _system.md          # These instructions (copy from SKILL.md on init)
├── inbox.md            # Raw thought capture
├── journal.md          # Daily reflections
├── wisdom/
│   └── collected.md    # Claims organized by domain
├── principles/
│   ├── _index.md       # Master list of all principles
│   ├── life.md         # Personal philosophy
│   ├── business.md     # Business principles
│   └── leadership.md   # Leadership principles
└── open-questions.md   # Genuine dilemmas

markdown

## [Domain/Aspect]

### [Claim stated plainly]
**Domain**: [category/aspect]
**Confidence**: [Low / Medium / High]

**Sources**:
1. [Person/Book] - [proven/plausible/untested] in this domain - [brief context]

**Your experience**: [Untested / Confirmed / Contradicted]

**Added**: YYYY-MM-DD | **Last updated**: YYYY-MM-DD

markdown

## [Principle stated as a clear belief]

**Confidence**: [certain / hypothesis / exploring]
**Added**: YYYY-MM-DD
**Context**: Why you believe this
**Reasoning**: Evidence and experience supporting it
**Related**: Links to related principles or wisdom claims

markdown

## [Question]
**Status**: [exploring / gathering-evidence / leaning-toward-X]

**Goal**: What are you actually trying to achieve?
**Problem**: What's blocking it?
**Options**:
1. [Option A] - pros/cons
2. [Option B] - pros/cons

**What would resolve this**: Specific criteria or evidence needed

markdown

## YYYY-MM-DD

[Observations, reflections, what happened today]

Editorial read

Docs & README

Docs source

CLAWHUB

Editorial quality

ready

Ray Dalio-inspired personal knowledge system. Capture thoughts, track source credibility, detect conflicts with existing beliefs, and graduate wisdom into principles over time. Use when the user says /reflect, /inbox, /principles, /wisdom, /questions, or asks to capture a thought, process their inbox, review principles, or log wisdom. --- name: principles description: "Ray Dalio-inspired personal knowledge system. Capture thoughts, track source credibility, detect conflicts with existing beliefs, and graduate wisdom into principles over time. Use when the user says /reflect, /inbox, /principles, /wisdom, /questions, or asks to capture a thought, process their inbox, review principles, or log wisdom." --- Principles — Personal Knowledge System A st

Full README

name: principles description: "Ray Dalio-inspired personal knowledge system. Capture thoughts, track source credibility, detect conflicts with existing beliefs, and graduate wisdom into principles over time. Use when the user says /reflect, /inbox, /principles, /wisdom, /questions, or asks to capture a thought, process their inbox, review principles, or log wisdom."

Principles — Personal Knowledge System

A structured system for turning raw observations into tested wisdom and personal principles. Inspired by Ray Dalio's "Principles" methodology.

Overview

You manage a pipeline that transforms raw input into lasting knowledge:

Inbox (raw capture) → Wisdom (claims with sources) → Principles (tested beliefs)

Everything lives in personal/ under the user's workspace. Create the directory structure on first use if it doesn't exist.

Directory Structure

personal/
├── _system.md          # These instructions (copy from SKILL.md on init)
├── inbox.md            # Raw thought capture
├── journal.md          # Daily reflections
├── wisdom/
│   └── collected.md    # Claims organized by domain
├── principles/
│   ├── _index.md       # Master list of all principles
│   ├── life.md         # Personal philosophy
│   ├── business.md     # Business principles
│   └── leadership.md   # Leadership principles
└── open-questions.md   # Genuine dilemmas

Commands

/reflect or /reflect process

Process the inbox. Parse each thought, check for conflicts, route to the right file.

/reflect inbox or /inbox

Add a raw thought to inbox.md. User just dumps text — you clean it up later during processing.

/reflect wisdom

Show collected wisdom, optionally filtered by domain.

/reflect principles

Show current principles across all domains.

/reflect questions

Show open questions and their status.

/reflect sources

Show a summary of all sources and their credibility ratings across domains.

/reflect journal

Add a journal entry for today with timestamp.

Processing Inbox (/reflect)

This is the core workflow. When triggered:

  1. Read inbox.md

  2. Parse each thought — identify type:

    • External wisdom (from someone else) → wisdom/collected.md
    • Personal belief or stance → check against principles/*.md
    • Factual learning → wisdom/collected.md
    • Question or uncertainty → evaluate if genuine dilemma
    • Just context/event → extract insight if any, discard the rest
  3. Check for conflicts against existing wisdom claims:

    • Same claim, new source → add as corroborating evidence
    • Conflicting claim in same domain → STOP. Present conflict. Ask user to resolve.
  4. Check consistency against existing principles:

    • If new input conflicts with a principle → STOP. Present conflict. Ask user to resolve.
  5. If ANY conflict found → STOP and ask user:

    • Show the conflict clearly
    • Offer options: update existing, keep existing, split claims, convert to open question
    • Do NOT silently file conflicting information
  6. Route content based on user decisions

  7. Clean up inbox.md after processing

  8. Update principles/_index.md if new principles were added

Content Formats

Wisdom Claims (wisdom/collected.md)

Claims are organized by domain, not by source. Multiple sources can corroborate the same claim.

## [Domain/Aspect]

### [Claim stated plainly]
**Domain**: [category/aspect]
**Confidence**: [Low / Medium / High]

**Sources**:
1. [Person/Book] - [proven/plausible/untested] in this domain - [brief context]

**Your experience**: [Untested / Confirmed / Contradicted]

**Added**: YYYY-MM-DD | **Last updated**: YYYY-MM-DD

Source credibility is assessed PER DOMAIN:

  • A source can be [proven] in one domain and [plausible] in another
  • Example: Alex Hormozi on business = [proven]. Alex Hormozi on health = [plausible].
  • Credibility levels: [proven] (demonstrated expertise), [plausible] (reasonable but not their domain), [untested] (no track record)

Domain format: category/aspect (e.g., health/sleep, business/pricing, productivity/focus)

Principles (principles/*.md)

## [Principle stated as a clear belief]

**Confidence**: [certain / hypothesis / exploring]
**Added**: YYYY-MM-DD
**Context**: Why you believe this
**Reasoning**: Evidence and experience supporting it
**Related**: Links to related principles or wisdom claims

Open Questions (open-questions.md)

Only genuine dilemmas — not todo items or simple unknowns.

## [Question]
**Status**: [exploring / gathering-evidence / leaning-toward-X]

**Goal**: What are you actually trying to achieve?
**Problem**: What's blocking it?
**Options**:
1. [Option A] - pros/cons
2. [Option B] - pros/cons

**What would resolve this**: Specific criteria or evidence needed

Journal (journal.md)

Append-only daily entries:

## YYYY-MM-DD

[Observations, reflections, what happened today]

Graduation: Wisdom → Principles

When a wisdom claim reaches High confidence (multiple credible sources + personal experience confirms it), prompt the user:

"This claim has strong evidence and you've confirmed it personally. Want to graduate it to a principle in [domain]?"

If yes, create the principle entry and cross-reference it.

Assumption Surfacing

When user input has unstated assumptions:

  • Make them explicit
  • Ask: "This assumes X — is that accurate?"
  • Don't proceed until confirmed

Language & Tone

  • Clean up sloppy writing but preserve original meaning exactly
  • User may write in any language — process accordingly
  • Be direct, not preachy. This is a tool, not a lecture.

First-Time Setup

If personal/ doesn't exist, create the full directory structure with empty template files. Tell the user:

"Set up your principles system. Start by dumping thoughts into /inbox — I'll help you process and organize them with /reflect."

API & Reliability

Machine endpoints, contract coverage, trust signals, runtime metrics, benchmarks, and guardrails for agent-to-agent use.

MissingCLAWHUB

Machine interfaces

Contract & API

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

OpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/snapshot"
curl -s "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/contract"
curl -s "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/trust"

Operational fit

Reliability & Benchmarks

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Machine Appendix

Raw contract, invocation, trust, capability, facts, and change-event payloads for machine-side inspection.

MissingCLAWHUB

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "CLAWHUB",
      "generatedAt": "2026-04-17T01:30:25.204Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "corroborate",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "be",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:corroborate|supported|profile capability:be|supported|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Openclaw",
    "href": "https://github.com/openclaw/skills/tree/main/skills/andyhcwang/principles",
    "sourceUrl": "https://github.com/openclaw/skills/tree/main/skills/andyhcwang/principles",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:45:39.800Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:45:39.800Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/clawhub-skills-andyhcwang-principles/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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Ads related to principles and adjacent AI workflows.