LensReading which lens this session carries.

Function cockpit

Engineering

Agents build, test and document. Engineers own architecture and release.

Autonomy0% / 80%

Phase: Phase 3 — Functional orchestration

Run the intent-to-release graph as a governed system: decomposition, code generation, testing, documentation, vulnerability detection and deployment preparation are agent work; product intent, architecture and production release remain human.

Trust score

0

Touchless

0%

Human review

0%

Override rate

0%

Capacity released

25-40% engineering capacity in selected software-factory settings (case-specific)

Accountable human

Chief Technology Officer

CoS agent: Engineering Chief of Staff

The orchestrator and the desks reporting to it

Chief of staff org

One orchestrator, four desks, zero org-chart theater

The chief of staff agent holds the queue and the priorities. Underneath it sit four desks, each with a narrow mandate and an autonomy ceiling it cannot quietly raise on its own.

Accountable human

Chief Technology Officer

Signs for outcomes, holds the kill switches, answers to the board

Chief of staff agent

Engineering Chief of Staff

Maintains the intent-to-release graph, assigns specialist agents, prevents architectural drift, protects the change budget and prepares human release decisions with complete evidence.

A4Active486 tasks / 24h · 95% success

Origination desk

Finds the work before anyone files a ticket.

2

  • Requirements Agent

    A3

    Converts approved product intent into testable stories with acceptance criteria and traceability to the originating decision.

    Active88% conf · 11% override

  • Architecture Analyst

    A3

    Detects dependency, standards and pattern conflicts before code is written and maps blast radius for proposed changes.

    Active86% conf · 12% override

Execution desk

Does the work inside its autonomy ceiling.

4

  • Developer Agent

    A2

    Generates bounded code changes inside an approved scope with full diff provenance and linked tests.

    Active84% conf · 16% override

  • Test Agent

    A3

    Creates and executes unit, integration and regression suites, and reproduces reported defects with minimal cases.

    Active93% conf · 3% override

  • Security Agent

    A3

    Performs vulnerability, dependency and secret checks on every candidate change and grades exploitability.

    Active90% conf · 6% override

  • Migration Agent

    A2

    Translates and documents legacy components, produces equivalence tests and records behavioral differences.

    In review79% conf · 21% override

Realization desk

Closes the loop and books the outcome.

2

  • Release Agent

    A2

    Assembles deployment plans, evidence packs, rollback procedures and change records for the human release decision.

    Active89% conf · 8% override

  • Reliability Agent

    A3

    Monitors production signals, correlates incidents to changes and proposes approved remediation paths.

    Active87% conf · 7% override

Oversight desk

Watches the watchers and trips the brakes.

2

  • Documentation Agent

    A3

    Keeps design records, runbooks and operating material current with each merged change and flags stale content.

    Active91% conf · 5% override

  • Code Provenance Auditor

    A4

    Attributes every merged line to a human or agent author, tracks license posture and maintains the audit trail.

    Active96% conf · 1% override

How the hierarchy behaves under pressure

Conflict

Two desks want the same resource. The chief of staff arbitrates against the stated priority order and logs the trade-off.

Ceiling hit

An execution agent reaches its limit, stops, and packages the evidence for the named approver rather than guessing.

Drift

The oversight desk watches quality trend lines and can demote an agent a rung without waiting for a quarterly review.