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

How a unit moves: the conductor, the five desks, the agents, and the people

Flow of work

How work actually moves through Engineering

Work enters on the left. Engineering Chief of Staff routes it to one of five desks. A named agent does the work. It leaves as cleared, as evidence posted, or as a hold for a person. Every packet you see below is weighted by the real distribution of 174 live units.

See it as a line map

Live units

174

Moving now

86

in flight at a station

Held for a person

23

66 past SLA

Agents on the floor

89

11 sub-functions

Control gates

37

rules a unit cannot pass

Interchanges

2

handoffs out of the function

Flow of work

Engineering Chief of Staff and the desks reporting to it

Each packet is a unit of work. Desk weighting and the outcome mix are taken from the 174 units live in this function.

WORK ENTERS5 named triggers · 174 units liveEngineering Chief of StaffConductor · arbitrates the queue, sets the route, owns the clock86 in flight · 23 held · 66 past SLAStrategyTakes a position16 agents · 27 stations645 in flight · 0 gatesPolicyWrites the envelope7 agents · 37 stations153 in flight · 37 gatesObserveWatches and warns15 agents · 0 stations0 in flight · 0 gatesWorkflowDoes the work37 agents · 37 stations805 in flight · 0 gatesAI GBSProcesses at scale14 agents · 75 stations1499 in flight · 0 gatesRelease & Deployment ChaA2Site Reliability ChallenA2Portfolio & Intake ChallA2Error BudgetA2Secret DetectionA2Release PolicyA2Engineering Intake OrcheA3Architecture OrchestratoA2Release OrchestratorA3DocumentationA4SpecificationA4Test DataA4Test GenerationA4Onboarding AutomationA4Vulnerability ScanningA3+ 13 more on this desk+ 4 more on this desk+ 12 more on this desk+ 34 more on this desk+ 11 more on this deskCleared in envelopeAgent closed it. Sampled later.0 delivered this runCleared, evidence postedClosed with the proof filed.0 delivered this runHeld for a personAgent stopped. Clock running.0 delivered this runresults return to the conductor
Cleared in envelopeCleared, evidence postedHeld for a person0 units completed a full circuit this run

What starts the work

The triggers that put a unit on a line, ranked by live volume.

  • Runs transactional

    Runs transactional. Starts when a request lands in the queue.

    56
  • Runs transactional

    Runs transactional. Starts when an upstream system posts an event.

    40
  • Runs transactional

    Runs transactional. Starts when a scheduled window opens.

    37
  • Runs transactional

    Runs transactional. Starts when a threshold is crossed.

    23
  • Runs judgment

    Runs judgment. Starts when a break condition on a live position fires.

    7

The five desks

What Engineering Chief of Staff is actually conducting

Each desk is a layer of the operating model, not a team. The conductor decides which desk owns a unit, then which agent on that desk picks it up.

Takes a position

Strategy

16 agents

Agents that take positions, argue them, and get held to the outcome.

Receives

A question the function has to answer with money or people behind it.

Emits

A written position with assumptions, alternatives priced, and break conditions.

tasks 24h

1,794

in flight

645

held

0

gates

0

confidence 7700%override 1100.0%
  • Release & Deployment Challenger AgentRelease & DeploymentA2
  • Site Reliability Challenger AgentSite ReliabilityA2
  • Portfolio & Intake Challenger AgentPortfolio & IntakeA2
  • Engineering Analytics Challenger AgentEngineering AnalyticsA2
  • Developer Experience Challenger AgentDeveloper ExperienceA2
  • Security Engineering Challenger AgentSecurity EngineeringA2

+ 10 more on this desk

Writes the envelope

Policy

7 agents

The written rules every other agent is bound by, with version and owner.

Receives

A position that has been accepted, plus every regulator and control change.

Emits

Versioned rules that bind every other desk, with an owner and an effective date.

tasks 24h

799

in flight

153

held

12

gates

37

confidence 8700%override 1200.0%
  • Error Budget AgentSite ReliabilityA2
  • Secret Detection AgentSecurity EngineeringA2
  • Release Policy AgentRelease & DeploymentA2
  • Reliability Policy AgentSite ReliabilityA2
  • Security Policy AgentSecurity EngineeringA2
  • Quality Policy AgentCode Review & QualityA2

+ 1 more on this desk

Watches and warns

Observe

15 agents

Continuous sensing of the outside world and of the agents themselves.

Receives

Outside signals and the behavior of the agents themselves.

Emits

Alerts, drift flags, and the evidence the conductor uses to reroute work.

tasks 24h

1,614

in flight

0

held

0

gates

0

confidence 8500%override 1000.0%
  • Engineering Intake OrchestratorPortfolio & IntakeA3
  • Architecture OrchestratorArchitecture & DesignA2
  • Release OrchestratorRelease & DeploymentA3
  • Developer Experience OrchestratorDeveloper ExperienceA3
  • Team Health AgentEngineering AnalyticsA4
  • Code Quality OrchestratorCode Review & QualityA3

+ 9 more on this desk

Does the work

Workflow

37 agents

Doing the work: lines, stations, and live units moving through them.

Receives

Live units of work entering at the first station of a line.

Emits

Cleared work, posted evidence, and holds when a unit leaves the envelope.

tasks 24h

70,980

in flight

805

held

0

gates

0

confidence 8500%override 500.0%
  • Documentation AgentBuildA4
  • Specification AgentBuildA4
  • Test Data AgentTest & AssuranceA4
  • Code Generation AgentBuildA4
  • Dependency Update AgentBuildA4
  • Value Scoring AgentPortfolio & IntakeA3

+ 31 more on this desk

Processes at scale

AI GBS

14 agents

Repeatable transaction processing run once for the whole enterprise.

Receives

Repeatable transactions handed off from every function on the same spine.

Emits

Settled transactions, a cost per unit, and exceptions back to the owning desk.

tasks 24h

34,881

in flight

1499

held

11

gates

0

confidence 8700%override 600.0%
  • Test Generation AgentTest & AssuranceA4
  • Onboarding Automation AgentDeveloper ExperienceA4
  • Vulnerability Scanning AgentSecurity EngineeringA3
  • Release Note AgentRelease & DeploymentA3
  • Delivery Metrics AgentEngineering AnalyticsA4
  • Reliability Trend AgentEngineering AnalyticsA4

+ 8 more on this desk

Human lanes

Where the conductor stops and asks a person

The conductor does not decide everything. Materiality routes a unit to a named human role, and the clock keeps running while it waits.

Function Leader

Critical

Blast radius or value beyond what any agent in this function may commit.

waiting

0

oldest

--

  • Nothing waiting in this lane right now.

Process Owner

High

A policy exception inside the function, or a gate the agent is not rated for.

waiting

4

oldest

112h 18m

Approver

Medium

Routine four-eyes on a commitment the agent has already prepared.

waiting

8

oldest

10h 48m

No person required

Low

Inside the envelope. Cleared by the agent and sampled after the fact.

waiting

62

oldest

11h 24m

Walk one unit

Follow the single piece of work with the most at stake

Diagrams argue. A unit proves. Step through the actual route this unit is taking, station by station, and read the evidence written at each action.

EN11A-1023human-holdhigh materialityline EN11A

Analysis at cto review

Maeve Kaplan · raised by Grace Bianchi · $1.3m at stake · touches 60 downstream things if it goes wrong.

Full unit record
Station 1 of 6

The route

Ingest

cleared

Delivery Metrics Agent handled this station and released the unit onward. Design dwell here is 1h 57m against an SLA of 3h 52m.

Owned by

Delivery Metrics Agent

Layer

gbs

Dwell vs SLA

1h 57m / 3h 52m

Evidence trail recorded so far

5 entries. Written when an action is taken, not when a station is passed.

  1. -246mDelivery Metrics Agent Cleared ingestevidence: Spine control pack posted, three-way evidence attached
  2. -197mCycle Time Agent Cleared model delivery metricsevidence: Inputs, rule version and output hash written to the evidence log
  3. -148mCost per Service Agent Cleared detect trendevidence: Inputs, rule version and output hash written to the evidence log
  4. -98mReliability Trend Agent Cleared draft readoutevidence: Inputs, rule version and output hash written to the evidence log
  5. -49mDirector, Engineering Analytics Holding at cto reviewevidence: Inputs, rule version and output hash written to the evidence log

What this view is and is not

Every count, agent, station, gate and unit on this page is read from the live records for Engineering. The moving packets in the diagram are a visual weighting of that same distribution, not a live message bus: they show where volume goes, not individual transactions in real time. The human lanes are the routing rule, not a staffing model. Chief Technology Officer remains accountable for this function whatever the conductor clears.