TechTalk · AI Readiness Assessment

AI Readiness Assessment

Project: ai-readiness-assessment · 2026-06-03
AI Readiness — Habitat Maturity: Level 3 (Regulating)
Next Step / Gap: +1.2 to Level 4 (Orchestrating)
1Dictating
2Commanding
3Regulating← you are here
4Orchestrating→ target
5Supervising
Habitat Maturity (model)Level 3 Cognitive read (Sovereign Engineer)Level 3 — Habitat design Habitat/Workflow Gap +0.2 · Coherent

A strong, persistent habitat — synced context, a running reflection loop, policy-as-code CI, a published plugin — with the specifications layer (L3→L4) as the one missing rung.

This is the plugin assessed against its own repository — a dogfooding example of the report /ai-readiness-assess produces.

Habitat Maturity Profile

All fourteen dimensions of the Agentic Experience 5-Level Habitat Maturity Model, placed L1–L5.

Habitat Maturity Level: L3 (mean L2.8) — held back by L2 Agent input, Agent composition, Testing, and Observability.

Discipline Maturity

Context Engineering
4 / 5
Architectural Constraints
3 / 5
Guardrail Design
3 / 5

AI Readiness Score — five readiness dimensions

A view over the same evidence; the headline level is the 14-dimension Habitat Maturity.

Context
L4
Conventions
L4
Architectural guidance
L3
Guardrails
L3
Agent readiness
L2

Operational Axes (Part D)

The four discipline-aligned headline dimensions (a focused view; the gap uses all fourteen).

Composition
L2 — single + saved patterns
Testing
L2 — Asserting
Observability
L2 — Captured
Governance
L3 — Constitutional

Habitat/Workflow Gap

Habitat Maturity Level (model):  L3  (14-dim mean L2.79)
Cognitive read (Parts A–C):      L3
Habitat/Workflow Gap:            +0.21   (cognitive − 14-dim mean)
Interpretation:                  Coherent

Team and habitat are in step. The single dimension most worth lifting is Agent input (toward specs) — it is also the L3→L4 ceiling for the cognitive read.

Strengths & Gaps

Strengths

  1. The reflection→promotion loop runs end to end (verified Promoted lines into AGENTS.md / HARNESS.md).
  2. Policy-as-code governance: two required CI checks on a protected main + a changelog-driven release pipeline.
  3. Rich, synchronised context (HARNESS / AGENTS / ONBOARDING + Cursor/Copilot/Windsurf) and a 22-page docs site.

Gaps

  1. No specifications layer (no specs/, no spec-first ordering, no adversarial spec review) — the L3→L4 ceiling.
  2. Verification is shallow: structural assertions against committed samples; behavioural/semantic checks are manual.
  3. No agent composition or observability for development (single agent; CI logs only).

Prioritised Improvement Plan

Team develops = practice the team builds; Org provides = enablement the organisation supplies.

  1. Introduce a lightweight specs layer — a one-paragraph spec atop substantive PRs, graduating into a specs/ directory, with an adversarial “what could go wrong” review before implementation. Closes the L3→L4 ceiling.
  2. Deepen verification — golden-output diffs or an LLM-judge harness for the B/C tiers, moving Testing from Asserting to Verifying.
  3. Add a read-only critic step and basic observability — lifting Composition and Observability off L2.

Next steps

Your habitat is healthy at L3, and the L3→L4 jump is about making specifications first-class. TechTalk can support a specification-first engagement — a specs/ layer wired into your existing HARNESS and CI, an adversarial-review touchpoint at plan approval, and orchestration patterns so agents act on specs rather than ad-hoc instructions.

Your assessment shows where your repository is today. A review helps you understand why these findings matter, which improvements will have the biggest impact, and what should come next.

Not sure what these results mean?

Your assessment tells you where you are.
A review helps you understand why you received these scores and what to do next.

Review your results with Russ Miles

Creator of the AI Readiness Assessment | Author of The Sovereign Engineer

For one hour, you’ll review your report together, discuss the reasoning behind the findings, and identify the highest-leverage improvements for your organisation.

After 60 minutes you’ll leave knowing
  • which findings actually matter
  • where to invest first
  • what can wait
  • how to explain the results internally
Book your AI Readiness Review
Prefer exploring on your own first? Read the chapter matched to your assessment
→ Level 4 (specifications)

Reading Path

Prefer to go deeper on your own first? Here is your matched read.

Assessed at L3 — Habitat design. The next read in The Sovereign Engineer is the Level 4 (specifications) chapter — make intent first-class, separating “what” from “how”.

Read on Leanpub