LensReading which lens this session carries.
Engineering/Architecture & Design

Sub-function

Architecture & Design

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.

orchestrator Architecture Orchestratorhuman owner Chief Architectno shared tower — judgment density too high

Estate rating

BBB

74 / 100

autonomy 66%cap 70%

Agents author the design options and the decision record. Architecture decisions constrain years of future work, so a review board ratifies them.

Agents

8

Lines

3

Units / wk

6,946

Timetable vs actual

7.3h → 8.9h

Cost / unit

$8.80

was $21

Run-rate saving

$4.5M

annualized at this volume

The 8 agents running this sub-function

Grouped by what they are for, not by where they sit. The agent org is process-shaped.

OrchestratorOwns the queue and arbitrates between desks.

Architecture Orchestrator

Owns the architecture & design lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.

ObserveA2170 / 24h93%11% ovr$6.18/task

ceiling A2 · escalates to Escalates to Chief Architect when the unit falls outside the decision envelope or confidence drops below the floor.

TaskExecutes stations on a line.

Design Option Agent

Executes the architecture & design step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA2312 / 24h91%5% ovr$0.55/task

ceiling A2 · escalates to Escalates to Chief Architect when the unit falls outside the decision envelope or confidence drops below the floor.

Non-functional Requirements Agent

Executes the architecture & design step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA2325 / 24h91%4% ovr$0.36/task

ceiling A2 · escalates to Escalates to Chief Architect when the unit falls outside the decision envelope or confidence drops below the floor.

Cost Modeling Agent

Executes the architecture & design step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA2676 / 24h91%3% ovr$0.59/task

ceiling A2 · escalates to Escalates to Chief Architect when the unit falls outside the decision envelope or confidence drops below the floor.

Design Review Prep Agent

Executes the architecture & design step it owns, posts its evidence, and hands the unit to the next stage.

WorkflowA22,121 / 24h96%7% ovr$0.08/task

ceiling A2 · escalates to Escalates to Chief Architect when the unit falls outside the decision envelope or confidence drops below the floor.

PolicyAuthors and versions the binding rules.

Pattern Compliance Agent

Holds the rules that bind every other agent in architecture & design. Versions them, tests them against live decisions, and blocks work that breaches them.

PolicyA228 / 24h90%9% ovr$9.34/task

ceiling A2 · escalates to Escalates on any decision that would breach a live policy version, with the clause cited.

StrategyForms and defends a position.

Architecture Strategy Agent

Authors positions on architecture & design. Frames the question, models the options, and writes a recommendation a human can ratify or reject.

StrategyA257 / 24h94%14% ovr$5.92/task

ceiling A2 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.

ChallengerPaid to disagree before a human has to.

Architecture & Design Challenger Agent

Adversarial reviewer for architecture & design. Argues the opposite case on every position and flags where the evidence does not carry the claim.

StrategyA2109 / 24h86%13% ovr$14/task

ceiling A2 · escalates to Escalates when a ratified position is still running against a break condition it flagged.

Estate rating breakdown

Seven control dimensions. Judgment readiness runs against autonomy on purpose.

Control Coverage64
Evidence Quality71
Override Discipline86
Data Integrity83
Recovery Readiness77
Cost Transparency67
Judgment Readiness73

People

What the humans stopped doing, and what they do now.

headcount on this work51.431.9 FTE

Redeployed into exception judgment and supplier relationship work.

inference cost per unit$1.44

Lines running in this sub-function

Each line is a workflow. Click a line to walk it station by station.

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

Strategy positions this sub-function holds

An agent that only executes is a robot. These are the calls it made, the argument against each one, and what would prove it wrong.

EN2-POS-100

Design Decision

Rejectedv4

Which parts of architecture & design should deliberately stay human, and how do we defend that against a cost argument?

Hold the ceiling at A2 for architecture & design. Agents author the design options and the decision record. Architecture decisions constrain years of future work, so a review board ratifies them. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.

confidence

69%

The challenge — Architecture & Design Challenger Agent

Architecture & Design Challenger Agent argues the recommendation leans on 4 quarters of data from a period with no volume shock. The confidence band overlaps the alternative, and the position does not say what it would take to be wrong. Recorded as a dissent, not a block.

Break conditions

  • ·Override rate rises above 7 percent for two consecutive months
  • ·Cost per design decision stops falling while volume keeps rising
  • ·A control failure in this lane reaches a customer or a regulator

Evidence gaps

  • ·No external comparator on a like-for-like unit definition
  • ·Exception cases under $15k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$613k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$599k to build controlsOverride rate is 12 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$732k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Architecture Strategy Agentratifier Chief Architect3 stated assumptions
EN2-POS-101

Architecture Strategy Position

In challengev1

Where should the autonomy ceiling for architecture & design sit over the next four quarters, and what evidence would justify moving it?

Keep the repeatable design decision volume in the spine and pull the exception tail back into the function. The spine is cheaper per unit; the tail is where the context that prevents rework actually sits.

confidence

84%

The challenge — Architecture & Design Challenger Agent

Architecture & Design Challenger Agent argues the recommendation leans on 4 quarters of data from a period with no volume shock. The confidence band overlaps the alternative, and the position does not say what it would take to be wrong. Recorded as a dissent, not a block.

Break conditions

  • ·Override rate rises above 16 percent for two consecutive months
  • ·Cost per design decision stops falling while volume keeps rising
  • ·A comparator publishes a materially lower unit cost on a like-for-like basis

Evidence gaps

  • ·No independent test of the control evidence behind the touchless rate
Alternative consideredCostRiskVerdict
Hold the current position$736k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$986k to build controlsOverride rate is 14 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$194k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Architecture Strategy Agentratifier Chief Architect3 stated assumptions
EN2-POS-102

Architecture & Design Operating Position

Draftv1

Should design decision work stay in the shared transaction spine, or come back inside the function where the context lives?

Redesign the lane around exception density rather than volume. Volume is already absorbed; the cost that remains is concentrated in a small share of design decision cases that no current agent resolves without a human.

confidence

75%

The challenge — Architecture & Design Challenger Agent

Architecture & Design Challenger Agent argues the recommendation leans on 2 quarters of data from a period with no volume shock. The confidence band overlaps the alternative, and the position does not say what it would take to be wrong. Recorded as a dissent, not a block.

Break conditions

  • ·Override rate rises above 7 percent for two consecutive months
  • ·Cost per design decision stops falling while volume keeps rising
  • ·A control failure in this lane reaches a customer or a regulator

Evidence gaps

  • ·No external comparator on a like-for-like unit definition
  • ·Exception cases under $29k are sampled, not fully measured
Alternative consideredCostRiskVerdict
Hold the current position$68k run rateKnown and priced. Cedes ground if comparators move faster.live
Raise the ceiling one level now$788k to build controlsOverride rate is 4 percent; raising the ceiling before that settles imports the error into production.rejected on evidence
Move the exception tail to the spine$661k transitionLoses local context. Rework risk on the cases that are hardest to recover.under review
authored by Architecture Strategy Agentratifier Chief Architect3 stated assumptions

Policy register

The rules the agents above are bound by. Version, owner, approver, and the agents each rule constrains.

RefRuleScopeOwner agentApproved byVersionStatus
EN2-POL-200

Architecture & Design Decision Envelope

Agents in this lane may act without a human when the design decision sits inside the stated value, risk and confidence envelope. Outside it, the unit holds at a gate with a named approver and a running clock.

binds 4 agents · LATAM · US

envelopePattern Compliance AgentChief Architectv5.8Active
EN2-POL-201

Architecture & Design Evidence Standard

Every autonomous decision writes inputs, the rule version applied, the model and prompt version, the output and a reversal path. An action with no evidence record is treated as a control failure, not a fast decision.

binds 4 agents · APAC

evidencePattern Compliance AgentChief Architectv1.6Active