project-cognitive-loop

Skill: Project Cognitive Loop (Orchestrator)

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Install skill "project-cognitive-loop" with this command: npx skills add nesnilnehc/ai-cortex/nesnilnehc-ai-cortex-project-cognitive-loop

Skill: Project Cognitive Loop (Orchestrator)

Purpose

Run a repeatable governance loop for projects by orchestrating specialized skills across planning, execution, alignment, and documentation readiness.

Core Objective

Primary Goal: Produce a cycle report that shows what governance checks were run, what was learned, what is blocked, and what to do next.

Success Criteria (ALL must be met):

  • ✅ Trigger classified: The initiating event is mapped to a governance scenario

  • ✅ Right skills routed: Atomic skills are selected and sequenced according to scenario

  • ✅ Decisions explained: Every executed or skipped step has rationale

  • ✅ Cross-skill handoffs explicit: Outputs and next owners are documented

  • ✅ Cycle report delivered: One aggregated report is produced and persisted

  • ✅ No scope bleed: The orchestrator does not perform atomic analysis itself

Acceptance Test: Can a team run the next iteration without asking which skill to use or in what order?

Scope Boundaries

This skill handles:

  • Scenario detection and orchestration

  • Cross-skill sequencing and handoff control

  • Aggregating outputs into a single governance view

  • Recommending next cycle actions

This skill does NOT handle:

  • Requirements analysis content itself (analyze-requirements )

  • Design content itself (brainstorm-design )

  • Alignment analysis itself (execution-alignment )

  • Documentation gap analysis itself (documentation-readiness )

  • Direct code repair execution (run-repair-loop )

Handoff point: After cycle report publication, hand off execution to the owning atomic skill or engineering team.

Use Cases

  • Task completed: verify alignment and docs sufficiency before next priority

  • Milestone closed: run full governance check

  • Release candidate: run design/alignment/docs readiness gate

  • Quarterly planning refresh: revisit requirements and architecture drift

Behavior

Orchestration Rule

This is a meta skill. It must route work to atomic skills and aggregate outputs. It must not replace them.

Phase 0: Trigger Classification

Classify trigger into one of:

  • task-complete

  • milestone-closed

  • release-candidate

  • scope-change

  • periodic-review

Phase 1: Scenario Routing

Use default routing matrix:

Trigger Sequence

task-complete execution-alignment -> documentation-readiness (if confidence < high)

milestone-closed execution-alignment (full) -> documentation-readiness -> run-repair-loop (if defects are active)

release-candidate brainstorm-design (if architecture conflict) -> execution-alignment (full) -> documentation-readiness

scope-change analyze-requirements -> brainstorm-design -> execution-alignment

periodic-review documentation-readiness -> execution-alignment

User override always takes precedence.

Phase 2: Execute and Collect

For each selected skill:

  • Record why it is selected

  • Run the skill's logic in-process (do not persist atomic skill outputs)

  • Capture key findings for aggregation

  • Record skipped skills and reason

  • Capture blockers and dependencies

Single artifact rule: This orchestrator produces exactly one output file. Do NOT write separate reports for documentation-readiness , execution-alignment , or other routed skills. All findings are aggregated into the cycle report.

Phase 3: Aggregate Governance Report

Report must include:

  • Trigger and scenario

  • Sequence executed vs skipped

  • Key findings by skill (inline summary; no cross-references to separate files)

  • Blockers and confidence level

  • Recommended Next Tasks — explicit, prioritized, actionable tasks (owner, scope, and rationale)

Phase 4: Persist

Write exactly one file to:

  • Default: docs/calibration/YYYY-MM-DD-cognitive-loop.md

  • Or user-defined path

Input & Output

Input

  • Trigger event + context

  • Optional target scope and mode overrides

  • Optional urgency or release window

Output

Project Cognitive Loop Report

Date: YYYY-MM-DD Trigger: task-complete | milestone-closed | release-candidate | scope-change | periodic-review Scenario: ...

Routed Sequence

  1. Skill: ... Why: ... Status: executed | skipped

Aggregated Findings

  • From analyze-requirements:
  • From brainstorm-design:
  • From execution-alignment:
  • From documentation-readiness:

Blockers and Confidence

  • Blocker:
  • Confidence: high | medium | low

Recommended Next Tasks

  1. [Task] — rationale; owner; scope
  2. [Task] — rationale; owner; scope
  3. [Task] — rationale; owner; scope

Next tasks must be explicit and actionable: what to do, why, who owns it, and in what order.

Restrictions

Hard Boundaries

  • Do NOT perform atomic analysis directly in this skill

  • Do NOT persist outputs of routed atomic skills; aggregate only; single artifact output

  • Do NOT hide skipped steps; always disclose skip reason

  • Do NOT route more than necessary for the trigger (avoid orchestration inflation)

  • Do NOT present recommendations without tying them to collected outputs

  • Do produce explicit Recommended Next Tasks (prioritized, actionable, with owner and rationale)

Skill Boundaries (Avoid Overlap)

Do NOT do these (other skills handle them):

  • Requirement diagnosis -> analyze-requirements

  • Design alternatives and approval -> brainstorm-design

  • Drift typing and recalibration -> execution-alignment

  • Documentation gap scoring -> documentation-readiness

  • Automated fix loops -> run-repair-loop

When to stop and hand off:

  • Cycle report complete -> hand off actions to selected atomic skills

  • Missing context prevents routing -> request minimal trigger clarification

Self-Check

Core Success Criteria (ALL must be met)

  • Trigger mapped to scenario

  • Skill sequence chosen with rationale

  • Executed/skipped steps clearly listed

  • Aggregated findings captured

  • Cycle report persisted

  • No atomic analysis performed directly

Process Quality Checks

  • Routing remains minimal for trigger type

  • User overrides honored

  • Handovers contain explicit owners and next actions

  • Report supports immediate next iteration

Acceptance Test

Can another operator continue the cycle using this report alone?

If NO: refine sequence rationale and action clarity.

If YES: loop cycle output is complete.

Examples

Example 1: Task Complete with Weak Confidence

  • Trigger: task-complete

  • Route: execution-alignment -> documentation-readiness

  • Outcome: alignment partially valid; missing architecture evidence; docs fill plan created

Example 2: Scope Change Mid-Iteration

  • Trigger: scope-change

  • Route: analyze-requirements -> brainstorm-design -> execution-alignment

  • Outcome: requirements updated, design adjusted, priorities recalibrated

Example 3: Release Candidate Gate

  • Trigger: release-candidate

  • Route: execution-alignment (full) -> documentation-readiness

  • Outcome: release blocked by missing roadmap-to-backlog traceability; next actions assigned

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