ATMEN Framework · Agentic Delivery

Agents made code cheap. Your bottleneck moved.

Intent, verification and integration now decide how fast — and how safely — you ship. The IVI method fixes those three, one measured step at a time.

Agile got us here. Agents changed the constraint.

For two decades, agile has helped teams make the most of one scarce resource: the hours it takes people to write code. Sprints, story points and velocity charts are all ways of planning around that constraint.

AI agents changed the equation. Writing code got cheap — but the constraint didn't disappear. It moved. Today, work stalls in three new places:

Before the agent starts: The intent is too vague to build from, so the output misses the point and comes back as rework.

After it finishes: Nobody can say with confidence that the output is correct, so it piles up in review.

On the way to production: Integration is too fragile to ship often, so finished work waits for a release window.

ATMEN keeps what made agile work — small slices, fast feedback, working software — and rebuilds the operating model around the new bottleneck.

IVI is its agentic delivery module: principles and metrics, not ceremonies.

The IVI method · Intent → Verification → Integration

Three stages. Each with an owner and a metric.

01 · Intent

Are we building the right thing — clearly enough for an agent?

Owner
Product Owner with domain experts
Practices
  • Example-driven acceptance criteria
  • Specs written as test cases
  • Small, agent-sized slices
Metric
Rework rate
How often agent output fails because the spec was unclear

02 · Verification

Is what the agent built actually correct?

Owner
Senior engineers as reviewers and test architects
Practices
  • Human-owned acceptance tests
  • Agent-written unit tests
  • Mutation and property-based testing
  • Review checklists
Metric
Escaped defects & review lead time
Defects that reach production, and how long changes wait for review

03 · Integration

Can we ship it safely and often?

Owner
Platform / DevOps team
Practices
  • Trunk-based development
  • CI/CD
  • Feature flags
  • Automated compliance gates
Metric
DORA metrics
Deployment frequency, change failure rate, time to recover

The roadmap

From diagnosis to governance in about six months.

  1. Diagnose

    Weeks 1–4
    • Baseline your DORA metrics
    • Map where agent output gets stuck
    • Measure the review load on your senior engineers

    More often than not, the constraint turns out to be review — not coding.

    Baseline with PulseCheck →
  2. Pilot

    Months 2–3
    • One team, one value stream
    • Spec-first stories and human-owned acceptance tests
    • A WIP-limited flow board
    • Estimation and velocity retired — for this team only

    Run as a measured experiment, with go/no-go criteria agreed before it starts.

  3. Scale

    Months 4–5
    • Roll out to 3–5 teams
    • Standardise the review checklist, agent guardrails and CI quality gates
    • Train Product Owners to write agent-ready intent

    The step most organisations underestimate: writing agent-ready intent is a new skill, and it has to be trained.

  4. Govern

    Month 6+
    • Approval rules for agent-generated changes
    • Traceability for audits
    • A quarterly metrics review

    In regulated DACH organisations, this is what auditors — and budget holders — ask about first.

The honest part

A measured experiment, not a leap of faith.

Agentic delivery is young, and long-term evidence is still thin — for everyone. So I don't sell a guaranteed transformation. The pilot runs as an experiment: before it starts, we agree the go/no-go criteria together — rework rate, escaped defects, review lead time and your DORA metrics. You scale only what the numbers support.

  • Go/no-go criteria agreed up front
  • One team before many
  • Scale only on evidence

Built on a track record, not a hype cycle.

IVI isn't a new framework to adopt. It's the discipline behind these results — dual-track discovery, test-first development, CI/CD and measurable compliance — re-aimed at a world where agents write the code.

5×

Release cycle reduction

ZEISS AG

−95%

Critical defects

Manufacturing enterprise

80%+

Process compliance within 3 months, up from under 30%

Healthcare enterprise

Where is your delivery stuck?

In 30 minutes we'll locate your bottleneck — intent, verification or integration — and decide together whether a Diagnose is worth it. No pitch, no pressure.