LensReading which lens this session carries.

Function cockpit

Research & Development

Agents run research operations. Scientists own hypotheses and conclusions.

Autonomy0% / 74%

Phase: Phase 2 — Supervised execution

Connect scientific programs to resources, evidence and decision gates: retrieval, scheduling, data integrity, simulation and reproducibility are agent work; hypothesis selection, safety and scientific conclusions remain human.

Trust score

0

Touchless

0%

Human review

0%

Override rate

0%

Capacity released

20-35% research-operating capacity (no presumption that success rates improve)

Accountable human

Chief Scientific Officer

CoS agent: R&D 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 Research & Development

Work enters on the left. R&D 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 178 live units.

See it as a line map

Live units

178

Moving now

90

in flight at a station

Held for a person

32

53 past SLA

Agents on the floor

86

11 sub-functions

Control gates

40

rules a unit cannot pass

Interchanges

7

handoffs out of the function

Flow of work

R&D 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 178 units live in this function.

WORK ENTERS5 named triggers · 178 units liveR&D Chief of StaffConductor · arbitrates the queue, sets the route, owns the clock90 in flight · 32 held · 53 past SLAStrategyTakes a position18 agents · 17 stations487 in flight · 0 gatesPolicyWrites the envelope5 agents · 40 stations217 in flight · 40 gatesObserveWatches and warns19 agents · 0 stations0 in flight · 0 gatesWorkflowDoes the work35 agents · 73 stations1615 in flight · 0 gatesAI GBSProcesses at scale9 agents · 54 stations1307 in flight · 0 gatesData Science & Modeling A2IP StrategyA2Portfolio BetsA2Protocol ComplianceA2Safety ComplianceA2Regulatory PolicyA2Landscape MonitoringA3Modeling OrchestratorA3Collaboration OrchestratA2ExplainabilityA3Control DesignA3Disclosure DraftingA3CalibrationA4Protocol DraftingA3Pilot SiteA3+ 15 more on this desk+ 2 more on this desk+ 16 more on this desk+ 32 more on this desk+ 6 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.

    51
  • Runs transactional

    Runs transactional. Starts when a threshold is crossed.

    44
  • Runs transactional

    Runs transactional. Starts when a scheduled window opens.

    42
  • Runs transactional

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

    15
  • Runs analytical

    Runs analytical. Starts when the reporting period closes.

    13

The five desks

What R&D 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

18 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

1,884

in flight

487

held

0

gates

0

confidence 7900%override 1100.0%
  • Data Science & Modeling Challenger AgentData Science & ModelingA2
  • IP Strategy AgentIP Creation & CaptureA2
  • Portfolio Bets AgentInnovation PortfolioA2
  • Innovation Portfolio Challenger AgentInnovation PortfolioA2
  • Prototype & Pilot Challenger AgentPrototype & PilotA2
  • Discovery Research Challenger AgentDiscovery ResearchA2

+ 12 more on this desk

Writes the envelope

Policy

5 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

198

in flight

217

held

17

gates

40

confidence 7600%override 1100.0%
  • Protocol Compliance AgentExperiment DesignA2
  • Safety Compliance AgentLab OperationsA2
  • Regulatory Policy AgentRegulatory ScienceA2
  • Model Governance AgentData Science & ModelingA2
  • Design Policy AgentExperiment DesignA2

Watches and warns

Observe

19 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

2,287

in flight

0

held

0

gates

0

confidence 7500%override 1100.0%
  • Landscape Monitoring AgentTechnology ScoutingA3
  • Modeling OrchestratorData Science & ModelingA3
  • Collaboration OrchestratorExternal CollaborationA2
  • Prototype OrchestratorPrototype & PilotA3
  • Innovation Portfolio OrchestratorInnovation PortfolioA2
  • Instrument Health AgentLab OperationsA4

+ 13 more on this desk

Does the work

Workflow

35 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

73,807

in flight

1615

held

6

gates

0

confidence 7500%override 500.0%
  • Explainability AgentData Science & ModelingA3
  • Control Design AgentExperiment DesignA3
  • Disclosure Drafting AgentIP Creation & CaptureA3
  • Benchmark AgentPortfolio AnalyticsA4
  • Partner Scouting AgentExternal CollaborationA2
  • Validation AgentData Science & ModelingA3

+ 29 more on this desk

Processes at scale

AI GBS

9 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

14,436

in flight

1307

held

9

gates

0

confidence 7700%override 500.0%
  • Calibration AgentLab OperationsA4
  • Protocol Drafting AgentExperiment DesignA3
  • Pilot Site AgentPrototype & PilotA3
  • Build Planning AgentPrototype & PilotA3
  • Success Rate AgentPortfolio AnalyticsA4
  • Requirement Mapping AgentRegulatory ScienceA2

+ 3 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

3

oldest

8h 27m

Approver

Medium

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

waiting

13

oldest

9h 52m

No person required

Low

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

waiting

46

oldest

19h 53m

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.

RD11B-1008human-holdhigh materialityline RD11B

Analysis at ratify

Nadia Bianchi · raised by Simon Duarte · $1.1m at stake · touches 375 downstream things if it goes wrong.

Full unit record
Station 1 of 4

The route

Aggregate history

cleared

Program Health Agent handled this station and released the unit onward. Design dwell here is 13h 43m against an SLA of 21h 26m.

Owned by

Program Health Agent

Layer

workflow

Dwell vs SLA

13h 43m / 21h 26m

Evidence trail recorded so far

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

  1. -318mProgram Health Agent Cleared aggregate historyevidence: Inputs, rule version and output hash written to the evidence log
  2. -239mSpend Attribution Agent Cleared model driversevidence: Inputs, rule version and output hash written to the evidence log
  3. -159mCycle Time Agent Cleared draft findingevidence: Inputs, rule version and output hash written to the evidence log
  4. -80mDirector, R&D Analytics Holding at ratifyevidence: 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 Research & Development. 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 Scientific Officer remains accountable for this function whatever the conductor clears.