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forge-evolution

Extract failure DNA from repeated agent failures to synthesize persona blueprints.

15|4|Updated Dec 24, 2025
Search Tags:#workflow#audit#synthesis#evolution#persona#autonomous#failure-analysis
One-click install
npx skills add https://github.com/tao3k/xiuxian-artisan-workshop --skill forge-evolution
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: forge-evolution
Source: https://github.com/tao3k/xiuxian-artisan-workshop/tree/main/packages/rust/crates/xiuxian-zhixing/resources/zhixing/skills/forge-evolution
Command: npx skills add https://github.com/tao3k/xiuxian-artisan-workshop --skill forge-evolution

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill automates the transformation of repeated agent failures into actionable persona upgrades, removing manual diagnosis and ad-hoc patching that lead to regressions and inconsistent behaviors.

Core Features & Use Cases

  • Failure DNA Extraction: Evidence-first root-cause analysis and clustering to identify non-negotiable faults.
  • Persona Synthesis: Generate persona YAML frontmatter and deployable Markdown blueprints that address measured capability gaps.
  • Safety & Regression Guarding: Adversarial audits and a final Forge-Guard gate that enforce structural integrity and prevent degeneration.
  • Workflow Integration: Orchestrates a synaptic flow (Grand Auditor → Soul-Forger → Manifestation → Index Refresh) suitable for CI-like agent evolution pipelines.
  • Use Case: Convert repeated task failures from an autonomous agent into a tested, versioned persona upgrade that is audit-ready and incrementally indexed.

Quick Start

Use the forge-evolution skill to analyze failure traces and produce a tested persona blueprint ready for audit and deployment.

Frequently Asked Questions about forge-evolution

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I extract root causes from repeated autonomous agent failures?▼

To extract root causes from autonomous agent failures, you can perform evidence-first failure DNA analysis and clustering. This identifies non-negotiable faults and measures capability gaps to synthesize improved persona blueprints.

What is the best way to upgrade agent personas from failure traces in a CI workflow?▼

Upgrading agent personas from failure traces in a CI workflow is best handled by synthesizing persona YAML frontmatter and deployable Markdown blueprints. This process includes adversarial audits and a Forge-Guard gate to prevent regressions.

Can I automate failure triage and persona deployment for autonomous agents?▼

Yes, you can automate failure triage and persona deployment by orchestrating a synaptic flow. This workflow integrates grand audits, soul-forging, manifestation, and index refresh nodes suitable for iterative capability upgrades.

How does failure DNA extraction prevent regression when evolving agent personas?▼

Failure DNA extraction prevents regression during persona evolution by applying adversarial audits and a final Forge-Guard gate. This enforces structural integrity and stops degeneration when generating deployable persona YAML blueprints.

Do I need wendao-compatible workflow nodes to use autonomous persona evolution?▼

Autonomous persona evolution refreshes indexes via wendao-compatible workflow nodes to integrate into CI-like pipelines. This ensures synthesized persona blueprints are properly audited, tested, and incrementally indexed after failure analysis.

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