u0964-evolution-contradiction-detector

name	u0964-evolution-contradiction-detector
description	Build and operate the "Evolution Contradiction Detector" capability for Autonomous Learning and Evolution. Trigger when this exact capability is needed in mission execution.

Evolution Contradiction Detector

Why This Skill Exists

We need this skill because agents stagnate without structured reflection and continuous improvement loops. This specific skill catches internal and external claim conflicts early.

When To Use

Use this skill when the request explicitly needs "Evolution Contradiction Detector" outcomes in the Autonomous Learning and Evolution domain.

Step-by-Step Implementation Guide

1. Define the scope and success metrics for Evolution Contradiction Detector, including at least three measurable KPIs tied to capability stagnation and repeated blind spots.
2. Design and version the input/output contract for outcomes, error taxonomies, and adaptation decisions, then add schema validation and failure-mode handling.
3. Implement the core capability using cross-claim consistency checks, and produce contradiction alerts with deterministic scoring.
4. Integrate the skill into swarm orchestration: task routing, approval gates, retry strategy, and rollback controls.
5. Add unit, integration, and simulation tests that explicitly cover capability stagnation and repeated blind spots, then run regression baselines.
6. Deploy behind a feature flag, monitor telemetry/alerts for two release cycles, and iterate thresholds based on observed outcomes.

Required Deliverables

• Capability contract: input schema, deterministic scoring, output schema, and failure modes.
• Runtime profile: detection-guard using cross-claim consistency checks to produce contradiction alerts.
• Orchestration integration: autonomous-learning-and-evolution:detection-guard routing, approval gates, retries, and rollback controls.
• Validation evidence: unit, integration, simulation, regression-baseline suites and rollout telemetry.