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

Eleven decomposed sub-functions, each with its own estate rating

Sub-functions

Engineering, decomposed

Nobody automates a function.

Autonomy ceiling range

70%→92%

The binding constraint here is Architecture & Design — capped at 70%.

Agents author the design options and the decision record.

Portfolio & Intake

Engineering Intake Orchestrator · human owner VP Engineering Operations

BBB

estate rating

Owns request work end to end inside Engineering.

autonomy now 67%ceiling 74%

Triage, estimation and dependency mapping are agentic.

Units / wk

4,462

Agents

8

Lines

3

Cost / unit

$15

was $42

1 Orchestrator2 AI GBS3 Task1 Strategy1 Challenger c2l
4 in time4 late2 late and material
10 live units
Architecture & Design

Architecture Orchestrator · human owner Chief Architect

BBB

estate rating

Owns design decision work end to end inside Engineering.

autonomy now 66%ceiling 70%

Agents author the design options and the decision record.

Units / wk

6,946

Agents

8

Lines

3

Cost / unit

$8.80

was $21

1 Orchestrator4 Task1 Policy1 Strategy1 Challenger
8 in time2 late0 late and material
10 live units
Build

Build Orchestrator · human owner Director, Platform Engineering

A

estate rating

Owns change work end to end inside Engineering.

autonomy now 76%ceiling 86%

Code generation and dependency maintenance are near-touchless.

Units / wk

15,527

Agents

8

Lines

3

Cost / unit

$15

was $40

1 Orchestrator6 Task1 Challenger
11 in time7 late1 late and material
19 live units
Code Review & Quality

Code Quality Orchestrator · human owner Director, Engineering Quality

BBB

estate rating

Owns pull request work end to end inside Engineering.

autonomy now 82%ceiling 88%

Analysis and comment generation are fully agentic and never get tired.

Units / wk

9,574

Agents

8

Lines

3

Cost / unit

$14

was $47

1 Orchestrator4 Task1 Observe1 Policy1 Challenger
11 in time8 late1 late and material
20 live units
Test & Assurance

Test Orchestrator · human owner Director, Quality Engineering

BBB

estate rating

Owns test run work end to end inside Engineering.

autonomy now 86%ceiling 92%

Test generation, selection and triage are the highest-autonomy work in Engineering.

Units / wk

16,000

Agents

8

Lines

3

Cost / unit

$4.20

was $13

1 Orchestrator2 AI GBS4 Task1 Challenger c2l
11 in time5 late1 late and material
17 live units
Release & Deployment

Release Orchestrator · human owner Director, Release Engineering

A

estate rating

Owns release work end to end inside Engineering.

autonomy now 81%ceiling 85%

Canary analysis and automatic revert are faster than any human and run unsupervised.

Units / wk

14,063

Agents

8

Lines

3

Cost / unit

$6.74

was $21

1 Orchestrator2 AI GBS3 Task1 Policy1 Challenger it
12 in time8 late0 late and material
20 live units
Site Reliability

Reliability Orchestrator · human owner Director, Site Reliability

A

estate rating

Owns incident work end to end inside Engineering.

autonomy now 82%ceiling 87%

Correlation and runbook execution run in seconds without a human.

Units / wk

16,109

Agents

9

Lines

3

Cost / unit

$6.59

was $24

1 Orchestrator2 AI GBS3 Task2 Policy1 Challenger ai-ops
9 in time6 late1 late and material
16 live units
Technical Debt

Technical Debt Orchestrator · human owner Director, Engineering Effectiveness

A

estate rating

Owns debt item work end to end inside Engineering.

autonomy now 71%ceiling 84%

Detection, migration and deprecation are mechanical and agentic.

Units / wk

12,503

Agents

8

Lines

3

Cost / unit

$17

was $43

1 Orchestrator1 Observe4 Task1 Strategy1 Challenger
9 in time6 late2 late and material
17 live units
Developer Experience

Developer Experience Orchestrator · human owner Director, Developer Platform

A

estate rating

Owns developer request work end to end inside Engineering.

autonomy now 85%ceiling 90%

Environment provisioning and toolchain setup are fully self-service and touchless.

Units / wk

13,955

Agents

8

Lines

3

Cost / unit

$13

was $36

1 Orchestrator2 AI GBS2 Task1 Observe1 Strategy1 Challenger ai-ops
14 in time3 late1 late and material
18 live units
Security Engineering

Security Engineering Orchestrator · human owner Director, Security Engineering

A

estate rating

Owns finding work end to end inside Engineering.

autonomy now 72%ceiling 82%

Scanning, credential revocation and low-risk patching are automatic because speed is the control.

Units / wk

7,570

Agents

8

Lines

3

Cost / unit

$13

was $47

1 Orchestrator2 AI GBS2 Task2 Policy1 Challenger it
10 in time8 late1 late and material
19 live units
Engineering Analytics

Engineering Analytics Orchestrator · human owner Director, Engineering Analytics

BBB

estate rating

Owns analysis work end to end inside Engineering.

autonomy now 63%ceiling 88%

Metric assembly and trend detection are fully agentic.

Units / wk

139

Agents

8

Lines

3

Cost / unit

$441

was $2K

1 Orchestrator2 AI GBS2 Task1 Observe1 Strategy1 Challenger data-analytics
6 in time0 late2 late and material
8 live units

How to read an estate rating

The rating is not a maturity badge.

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