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KaizenAgentic Intent Gap Analysis

Date: 2026-06-16 Scope: INTENT.md, wiki/, codebase (agents/, src/kaizen_agentic/, docs/, workplans) Author: kaizen-agentic session assessment


Executive Summary

Kaizen-agentic is in a two-layer state: the strategic/conceptual layer (INTENT.md, wiki/) is well-developed; the operational layer (agents, CLI, agency framework) is substantial but implements a deployment and memory product more than a measurable continuous-improvement engine.

The largest gap: the measurement → optimization → specification refinement loop described in INTENT is largely unbuilt. Addressed by KAIZEN-WP-0003 (registered 2026-06-16).


Alignment

INTENT asset Status
Mission and conceptual model wiki/ established
KaizenAgent definition template wiki/KaizenAgentTemplate.md — not enforced in agents
Meta-optimizer concept wiki/AgentKaizenOptimizer.md + agent-optimization.md — no data pipeline
Idempotent/measurable principles Documented; not in agent implementations
Codebase improvement guidance wiki/KaizenGuidance.md — vision only
Prompts/experiments/mantras wiki/KaizenPrompting.md — not operationalized
Product/pricing/brand wiki/ complete
Agency memory + Coach WP-0002 shipped
CLI deployment Functional (21 agents)

Critical Gaps

1. Kaizen loop not closed

INTENT requires evidence-based refinement with before/after deltas. Reality: OptimizationLoop exists but is unwired; no .kaizen/metrics/; WP-0001 telemetry unstarted.

2. Agent template not enforced

Agents use minimal YAML frontmatter; wiki/KaizenAgentTemplate.md (metrics, idempotency, testing, evolution) is reference only.

3. KaizenGuidance unbuilt

No guide catalog, manifests, codemods, or Parse→Measure pipeline.

4. Coach vs optimizer not integrated

Qualitative memory (Coach) and quantitative optimization (optimizer) are separate paths.

5. Agent implementation boundary undeclared

INTENT says repo should not own all concrete agent implementations; 21 agents live here as reference fleet — interim state needs explicit policy.


Design Principles Scorecard

Principle Status
Continuous Improvement Partial (memory; no automated refinement)
Measurable by Default Gap
Idempotent Operations Gap
Evidence over Intuition Gap
Separation of Concerns Partial
Composable Capabilities Gap
Human-Readable + Machine-Executable Gap (guidance)
Rollback-Ready Evolution Partial
Compounding Value Partial (memory only)

Remediation Sequence

  1. WP-0003 — metrics convention, CLI, optimizer wiring, Coach bridge (active)
  2. WP-0004 — ecosystem integration (agentic-resources, activity-core, artifact-store)
  3. Future — KaizenGuidance catalog, phase-memory upgrade, full template conformance

  • SCOPE.md — updated 2026-06-16
  • workplans/KAIZEN-WP-0003-measurement-loop.md
  • history/2026-06-16-ecosystem-assessment.md
  • wiki/EcosystemIntegration.md
  • docs/adr/ADR-004-project-metrics-convention.md