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

Every workflow drawn as a line with its stations and live trains

Line map

Engineering as a running network

Every workflow is a line. Every stage is a station. Every live piece of work is a train on that line. Diamonds are control gates. Filled squares run inside AI GBS. Click any line to walk it station by station.

Enterprise network

Lines running

33

Stations

176

Control gates

37

stations a unit cannot pass without clearing a rule

Interchanges

2

handoffs to another function

Behind timetable

19 of 33

actual cycle time above design

Live signal across 174 units
109 clear42 evidenced23 held
auto-cleared in envelope cleared, evidence posted held for a person

Owns request work end to end inside Engineering. Runs 3 lines across 16 stations, drains the repeatable share into the C2L tower, and holds 4 human gates.

8 agents 67% agentic · ceiling 74%orchestrated by Engineering Intake Orchestratorhuman owner VP Engineering Operations
5 clear3 evidenced2 held
EN1AIntake-to-BacklogTransactional · 7 stations

Receive request

1 live

Triage

1 live

Estimate effort

1 live

Map dependencies

8 q

Score value

2 live

Prioritization forum

0 q

Commit to sprint

2 live

EN1BCapacity RebalanceAnalytical · 4 stations

Model demand

1 live

Model capacity

3 q

Draft recommendation

1 live

Leader review

5 q

EN1CInvestment PositionJudgment · 5 stations

Frame

39 q

Model options

44 q

Draft position

45 q

Challenge

12 q

Ratify

1 live

Owns design decision work end to end inside Engineering. Runs 3 lines across 17 stations, drains the repeatable share into no shared tower, and holds 3 human gates.

8 agents 66% agentic · ceiling 70%orchestrated by Architecture Orchestratorhuman owner Chief Architect
6 clear4 evidenced0 held
EN2ADesign DecisionJudgment · 7 stations

Frame problem

1 live

Model options

1 live

Assess non-functionals

18 q

Model run cost

23 q

Draft decision record

20 q

Challenge

24 q

Review board ratify

9 q

EN2BPattern Compliance SweepTransactional · 5 stations

Scan repositories

2 live

Flag deviation

2 live

Auto-file issue

2 live

Owner review

1 live

Close

17 q

EN2CArchitecture Strategy PositionJudgment · 5 stations

Frame

1 live

Model options

24 q

Draft position

31 q

Challenge

16 q

CTO ratify

5 q

Owns change work end to end inside Engineering. Runs 3 lines across 16 stations, drains the repeatable share into no shared tower, and holds 4 human gates.

8 agents 76% agentic · ceiling 86%orchestrated by Build Orchestratorhuman owner Director, Platform Engineering
12 clear4 evidenced3 held
EN3AFeature BuildTransactional · 6 stations

Refine specification

1 live

Generate code

26 q

Self-test

2 live

Open pull request

2 live

Human review

0 q

Merge

1 live

EN3BDependency UpdateTransactional · 6 stations

Detect update

22 q

Assess breaking change

2 live

Patch

1 q

Test

1 live

Auto-merge low risk

1 live

Escalate

2 live

EN3CDocumentation SyncTransactional · 4 stations

Detect drift

1 live

Regenerate

3 live

Owner review

2 live

Publish

1 live

Owns pull request work end to end inside Engineering. Runs 3 lines across 14 stations, drains the repeatable share into no shared tower, and holds 5 human gates.

8 agents 82% agentic · ceiling 88%orchestrated by Code Quality Orchestratorhuman owner Director, Engineering Quality
12 clear4 evidenced4 held
EN4APull Request ReviewTransactional · 6 stations

Static analysis

1 live

Generate review comments

1 live

Score risk

2 live

Auto-approve trivial

1 live

Human review

1 live

Merge

4 q

EN4BQuality Debt SweepTransactional · 4 stations

Scan

4 live

Rank by risk

38 q

File issues

1 live

Owner triage

7 q

EN4CConvention ChangeTransactional · 4 stations

Propose

2 live

Team review

4 live

Ratify

4 q

Enforce

3 live

Owns test run work end to end inside Engineering. Runs 3 lines across 15 stations, drains the repeatable share into the C2L tower, and holds 3 human gates.

8 agents 86% agentic · ceiling 92%orchestrated by Test Orchestratorhuman owner Director, Quality Engineering
8 clear8 evidenced1 held
EN5ARelease Test CycleTransactional · 6 stations

Select regression set

1 live

Generate new tests

23 q

Execute

1 live

Triage failures

1 live

Escalate blocker

2 q

Sign quality gate

1 live

EN5BFlaky Test RemediationTransactional · 5 stations

Detect flake

1 live

Diagnose

12 q

Quarantine

2 live

Fix

46 q

Restore

2 live

EN5CPerformance BaselineTransactional · 4 stations

Run load

1 live

Compare baseline

9 q

Flag regression

4 live

File issue

3 live

Owns release work end to end inside Engineering. Runs 3 lines across 15 stations, drains the repeatable share into the IT tower, and holds 3 human gates.

8 agents 81% agentic · ceiling 85%orchestrated by Release Orchestratorhuman owner Director, Release Engineering
16 clear3 evidenced1 held
EN6AProduction ReleaseTransactional · 7 stations

Assemble release

7 q

Score risk

14 q

Change board approve

1 live

Deploy canary

2 live

Analyze

40 q

Promote

3 live

Verify

32 q

EN6BEmergency RevertTransactional · 5 stations

Detect regression

2 live

Auto-revert

1 q

Notify

6 q

Root cause

12 q

Post-mortem

4 live

EN6CRelease ReadinessTransactional · 3 stations

Check gates

2 live

Assemble evidence

4 live

Release manager sign

2 live

Owns incident work end to end inside Engineering. Runs 3 lines across 17 stations, drains the repeatable share into the AI-OPS tower, and holds 3 human gates.

9 agents 82% agentic · ceiling 87%orchestrated by Reliability Orchestratorhuman owner Director, Site Reliability
10 clear5 evidenced1 held
EN7AIncident ResponseTransactional · 8 stations

Detect

1 live

Correlate alerts

3 live

Execute runbook

26 q

Escalate to human commander

2 q

Mitigate

1 live

Restore

30 q

Post-mortem

26 q

Actions tracked

2 live

EN7BError Budget EnforcementTransactional · 5 stations

Measure

2 live

Detect burn

32 q

Freeze releases

2 live

Notify

40 q

Restore

1 q

EN7CCapacity ResponseTransactional · 4 stations

Forecast

2 q

Scale in-policy

2 live

Escalate cost

2 live

Apply

1 live

Owns debt item work end to end inside Engineering. Runs 3 lines across 16 stations, drains the repeatable share into no shared tower, and holds 3 human gates.

8 agents 71% agentic · ceiling 84%orchestrated by Technical Debt Orchestratorhuman owner Director, Engineering Effectiveness
13 clear2 evidenced2 held
EN8ADebt RemediationTransactional · 6 stations

Detect

2 live

Score risk

1 live

Plan remediation

40 q

Owner accept

1 live

Execute

2 live

Verify

1 live

EN8BDeprecation CampaignTransactional · 5 stations

Identify usage

2 live

Notify owners

2 live

Migrate

2 q

Escalate holdout

1 live

Remove

3 live

EN8CDebt Doctrine PositionJudgment · 5 stations

Frame

9 q

Model cost of carry

19 q

Draft position

44 q

Challenge

1 live

Ratify

1 live

Owns developer request work end to end inside Engineering. Runs 3 lines across 16 stations, drains the repeatable share into the AI-OPS tower, and holds 2 human gates.

8 agents 85% agentic · ceiling 90%orchestrated by Developer Experience Orchestratorhuman owner Director, Developer Platform
13 clear3 evidenced2 held
EN9AEnvironment RequestTransactional · 5 stations

Request

1 live

Validate

1 live

Provision

1 live

Verify

2 live

Notify

2 live

EN9BFriction RemediationTransactional · 6 stations

Sense signal

1 live

Diagnose

1 live

Draft fix

1 live

Owner accept

3 q

Ship

23 q

Measure

4 live

EN9CDeveloper OnboardingTransactional · 5 stations

Trigger

1 live

Provision toolchain

1 live

Assign path

2 live

Verify readiness

26 q

Manager confirm

2 q

Owns finding work end to end inside Engineering. Runs 3 lines across 19 stations, drains the repeatable share into the IT tower, and holds 4 human gates.

8 agents 72% agentic · ceiling 82%orchestrated by Security Engineering Orchestratorhuman owner Director, Security Engineering
11 clear5 evidenced3 held
EN10AVulnerability RemediationTransactional · 7 stations

Scan

1 live

Score severity

2 live

Auto-patch low risk

2 live

Assign owner

1 live

Escalate critical

1 live

Verify

2 live

Close

2 q

EN10BSecret Exposure ResponseTransactional · 6 stations

Detect

1 live

Revoke credential

1 live

Notify

1 live

Rotate

1 live

Investigate

3 live

Close

1 live

EN10CThreat Model ReviewJudgment · 6 stations

Frame system

1 live

Model threats

36 q

Rank

26 q

Draft mitigations

1 live

Challenge

29 q

Security lead ratify

8 q

Owns analysis work end to end inside Engineering. Runs 3 lines across 15 stations, drains the repeatable share into the DATA-ANALYTICS tower, and holds 3 human gates.

8 agents 63% agentic · ceiling 88%orchestrated by Engineering Analytics Orchestratorhuman owner Director, Engineering Analytics
3 clear1 evidenced4 held
EN11AMonthly Engineering ReadAnalytical · 6 stations

Ingest

2 live

Model delivery metrics

5 q

Detect trend

1 live

Draft readout

11 q

CTO review

1 live

Publish

45 q

EN11BCost per Service ReadAnalytical · 4 stations

Attribute cloud spend

24 q

Rank

15 q

Draft recommendation

1 q

Owner review

2 live

EN11CMeasurement Doctrine PositionJudgment · 5 stations

Frame

15 q

Model options

7 q

Draft position

5 q

Challenge

1 live

Ratify

1 live