Sub-function
Learning & Development
Owns learning path work end to end inside Human Resources. Runs 4 lines across 23 stations, drains the repeatable share into the H2R tower, and holds 4 human gates.
Estate rating
A
77 / 100
Path generation, assignment and tracking run autonomously. Anything published under the company brand or carrying a regulatory certification needs a human signature.
Agents
9
Lines
4
Units / wk
17,814
Timetable vs actual
12.2h → 11.2h
Cost / unit
$19
was $52
Run-rate saving
$30.0M
annualized at this volume
The 9 agents running this sub-function
Grouped by what they are for, not by where they sit. The agent org is process-shaped.
L&D Orchestrator
Owns the learning & development lane end to end. Sequences the other agents, holds the timetable, and decides what surfaces to a human.
ceiling A3 · escalates to Escalates to Director, Learning & Capability when the unit falls outside the decision envelope or confidence drops below the floor.
Skills Gap Agent
Runs the repeatable portion of learning & development inside the shared transaction spine at spine cost and spine controls.
ceiling A3 · escalates to Escalates to Director, Learning & Capability when the unit falls outside the decision envelope or confidence drops below the floor.
Content Generation Agent
Runs the repeatable portion of learning & development inside the shared transaction spine at spine cost and spine controls.
ceiling A3 · escalates to Escalates to Director, Learning & Capability when the unit falls outside the decision envelope or confidence drops below the floor.
Curriculum Curation Agent
Executes the learning & development step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Learning & Capability when the unit falls outside the decision envelope or confidence drops below the floor.
Personalized Path Agent
Executes the learning & development step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Learning & Capability when the unit falls outside the decision envelope or confidence drops below the floor.
Compliance Training Tracker
Executes the learning & development step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Learning & Capability when the unit falls outside the decision envelope or confidence drops below the floor.
Effectiveness Measurement Agent
Executes the learning & development step it owns, posts its evidence, and hands the unit to the next stage.
ceiling A3 · escalates to Escalates to Director, Learning & Capability when the unit falls outside the decision envelope or confidence drops below the floor.
Capability Strategy Agent
Authors positions on learning & development. Frames the question, models the options, and writes a recommendation a human can ratify or reject.
ceiling A3 · escalates to Escalates when two options sit inside the confidence band and the evidence cannot separate them.
Learning & Development Challenger Agent
Adversarial reviewer for learning & development. Argues the opposite case on every position and flags where the evidence does not carry the claim.
ceiling A3 · 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.
People
What the humans stopped doing, and what they do now.
Roles held flat; released hours absorbed volume growth rather than headcount reduction.
Lines running in this sub-function
Each line is a workflow. Click a line to walk it station by station.
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.
Capability Investment Position
Rejectedv2Is the current cost per learning path defensible against external comparators once inference spend is counted in full?
Hold the ceiling at A3 for learning & development. Path generation, assignment and tracking run autonomously. Anything published under the company brand or carrying a regulatory certification needs a human signature. Raise it only after two consecutive quarters where the override rate stays under five percent and every override has a written cause.
confidence
63%
The challenge — Learning & Development Challenger Agent
Learning & Development Challenger Agent argues the recommendation leans on 3 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 14 percent for two consecutive months
- ·Cost per learning path 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 $50k are sampled, not fully measured
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $566k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $705k to build controls | Override rate is 8 percent; raising the ceiling before that settles imports the error into production. | rejected on evidence |
| Move the exception tail to the spine | $294k transition | Loses local context. Rework risk on the cases that are hardest to recover. | under review |
Learning & Development Operating Position
Draftv4Which parts of learning & development should deliberately stay human, and how do we defend that against a cost argument?
Keep the repeatable learning path 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 — Learning & Development Challenger Agent
Learning & Development 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 6 percent for two consecutive months
- ·Cost per learning path stops falling while volume keeps rising
- ·A comparator publishes a materially lower unit cost on a like-for-like basis
Evidence gaps
- ·No external comparator on a like-for-like unit definition
- ·Exception cases under $7k are sampled, not fully measured
| Alternative considered | Cost | Risk | Verdict |
|---|---|---|---|
| Hold the current position | $345k run rate | Known and priced. Cedes ground if comparators move faster. | live |
| Raise the ceiling one level now | $875k to build controls | Override 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 | $582k transition | Loses local context. Rework risk on the cases that are hardest to recover. | under review |
Policy register
The rules the agents above are bound by. Version, owner, approver, and the agents each rule constrains.
| Ref | Rule | Scope | Owner agent | Approved by | Version | Status |
|---|---|---|---|---|---|---|
| HR6-POL-200 | Learning & Development Decision Envelope Agents in this lane may act without a human when the learning path 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 6 agents · LATAM · US | envelope | L&D Orchestrator | Director, Learning & Capability | v3.4 | Active |
| HR6-POL-201 | Learning & Development 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 6 agents · Global | evidence | L&D Orchestrator | Director, Learning & Capability | v5.0 | Active |
| HR6-POL-202 | Learning & Development Escalation Rule Escalation is mandatory when confidence falls below the floor, when two options sit inside the confidence band, or when a break condition on a ratified position fires. Director, Learning & Capability owns the response clock. binds 6 agents · EU · UK · US | escalation | L&D Orchestrator | Director, Learning & Capability | v4.5 | Active |