| name | u0962-evolution-context-window-prioritizer |
| description | Build and operate the "Evolution Context Window Prioritizer" capability for Autonomous Learning and Evolution. Trigger when this exact capability is needed in mission execution. |
Evolution Context Window Prioritizer
Why This Skill Exists
We need this skill because agents stagnate without structured reflection and continuous improvement loops. This specific skill surfaces the most decision-relevant context under tight token budgets.
When To Use
Use this skill when the request explicitly needs "Evolution Context Window Prioritizer" outcomes in the Autonomous Learning and Evolution domain.
Step-by-Step Implementation Guide
- Define the scope and success metrics for
Evolution Context Window Prioritizer, including at least three measurable KPIs tied to capability stagnation and repeated blind spots.
- Design and version the input/output contract for outcomes, error taxonomies, and adaptation decisions, then add schema validation and failure-mode handling.
- Implement the core capability using importance scoring, and produce ranked context bundles with deterministic scoring.
- Integrate the skill into swarm orchestration: task routing, approval gates, retry strategy, and rollback controls.
- Add unit, integration, and simulation tests that explicitly cover capability stagnation and repeated blind spots, then run regression baselines.
- 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: planning-router using importance scoring to produce ranked context bundles.
- Orchestration integration: autonomous-learning-and-evolution:planning-router routing, approval gates, retries, and rollback controls.
- Validation evidence: unit, integration, simulation, regression-baseline suites and rollout telemetry.
Operational Runbook
Preflight
- Confirm the Evolution Context Window Prioritizer request scope, source evidence, and measurable success criteria before execution.
- Verify feature flag skill_0962_evolution-context-window-priorit, approval gates, and rollback owner before autonomous use.
Execution
- Execute importance scoring with deterministic scoring and reproducible trace capture.
- Produce ranked context bundles plus scorecard, assumptions, and unresolved-risk notes.
Recovery
- Fail closed when required signals, evidence, or approval gates are missing.
- Rollback to the last stable baseline when posture is critical or validation fails.
Handoff
- Publish ranked context bundles, validation evidence, and telemetry links to downstream owners.
- Queue follow-up tasks for unresolved risks, threshold tuning, or approval review.
Guardrails
- [quality] Require deterministic scoring and validation evidence before promotion.
- [reliability] Preserve retries, rollback controls, and failure-mode evidence for every run.
- [safety] Route critical posture or missing approval gates to human review before autonomous action.
