36 agents, five layers, one mesh

Agents do not sit in silos. A sensing agent writes evidence into the lake, a reasoning agent turns it into a proposal, a conversing agent asks the person who owns it, and an acting agent carries it out under a stated limit. Guard agents watch the whole mesh.

Sense → Reason → Converse → ActGuard layer across allEvery write is logged

Agents by layer

Agents by state right now

How much each may do alone

The mesh, layer by layer

Read left to right. Evidence flows one way; decisions flow back.

Sense

Reason

Converse

Act

Guard

Every agent, in full

Filter by layer and state. Each row states what it reads, what it writes, and the human gate it cannot pass.

Agent	Layer	State	Runs today	May act	Human gate	Agreement	Vertical
Shelf Sentinel Reads Aisle cameras, Till lines · writes Gap picks, Shelf truth	Sense	Running	18,420	Proposes	Section head confirms gaps	94%	Hypermarkets and stores
Aisle Concierge Reads Bay map, Live stock · writes Answers, Unserved demand	Converse	Running	9,640	Full	Hands over on request	91%	Hypermarkets and stores
Queue Forecaster Reads Footfall, Till states · writes Till requests	Reason	Waiting on human	1,104	Proposes	Duty manager opens tills	88%	Hypermarkets and stores
Replenishment Planner Reads Shelf truth, DC stock · writes Purchase orders	Act	Running	4,210	Full	Planner veto above AED 250k	93%	Supply chain and logistics
Demand Sensor Reads Sales, Weather, Events · writes Demand curves	Sense	Running	22,800	Full	None	90%	Supply chain and logistics
Route Builder Reads Orders, Traffic · writes Load plans	Reason	Waiting on human	640	Proposes	Controller releases plan	92%	Supply chain and logistics
Supplier Correspondent Reads ASN, Contracts · writes Written chases	Converse	Running	820	Drafts	Buyer signs claims	89%	Supply chain and logistics
Countdown Pricer Reads Batch expiry, Sales curve · writes Markdowns	Act	Running	6,120	Full	Floor price set by human	95%	Fresh food and production
Production Planner Reads Sales, Weather · writes Tray plans	Reason	Waiting on human	380	Proposes	Head baker accepts	87%	Fresh food and production
Cold Chain Sentinel Reads Chiller probes · writes Break alerts	Guard	Waiting on human	2,940	Proposes	Technician confirms	96%	Fresh food and production
Rescue Router Reads Expiry, Live orders · writes Rescue offers	Act	Armed	210	Full	Fresh manager opens window	90%	Fresh food and production
Substitution Agent Reads Stock, Acceptance history · writes Substitute offers	Converse	Running	7,410	Proposes	Picker confirms	92%	E-commerce and delivery
Slot Planner Reads Pick capacity, Rider supply · writes Open slots	Reason	Waiting on human	1,860	Proposes	Node manager closes slots	91%	E-commerce and delivery
Care Agent Reads Order state, Policy · writes Written answers	Converse	Running	5,280	Full	Care lead above AED 300	93%	E-commerce and delivery
Basket Agent Reads Order history, Loyalty · writes Prefilled baskets	Reason	Armed	3,120	Proposes	Merchandiser approves swaps	86%	E-commerce and delivery
Price Watcher Reads Market prices, Own prices · writes Price proposals	Sense	Waiting on human	12,400	Proposes	Category head approves	94%	Merchandising, pricing and margin
Leak Detector Reads Invoices, Cost master · writes Leak cases	Guard	Running	2,100	Proposes	Finance signs recovery	91%	Merchandising, pricing and margin
Terms Analyst Reads Trading terms · writes Negotiation packs	Reason	Waiting on human	140	Drafts	Buyer negotiates	88%	Merchandising, pricing and margin
Range Agent Reads Unserved demand · writes Listing candidates	Reason	Armed	620	Proposes	Range committee decides	85%	Merchandising, pricing and margin
Loyalty Brain Reads Member history, Consent · writes Audience waves	Reason	Running	8,400	Proposes	CRM lead approves waves	90%	Customer, loyalty and marketing
Inbound Voice Agent Reads Member record, Order state · writes Call summaries, Tasks	Converse	Running	2,140	Full	Hands to store on request	92%	Customer, loyalty and marketing
Outbound Voice Agent Reads Consent register, Offer · writes Call outcomes	Converse	Running	1,620	Proposes	Consent checked per call	90%	Customer, loyalty and marketing
Listening Agent Reads Reviews, Public posts · writes Store tasks	Sense	Waiting on human	14,800	Proposes	Store answers publicly	87%	Customer, loyalty and marketing
Copy Agent Reads Brand kit, Signals · writes Copy sets	Act	Running	940	Drafts	Brand signs off	89%	Customer, loyalty and marketing
Reel Agent Reads Asset library · writes Reel cuts	Act	Waiting on human	62	Drafts	Brand signs off	84%	Customer, loyalty and marketing
Screening Agent Reads Applications · writes Shortlists	Converse	Running	1,840	Proposes	Hiring manager decides	88%	People and workforce
Roster Broker Reads Roster, Availability · writes Shift offers	Act	Waiting on human	760	Proposes	Supervisor confirms	90%	People and workforce
Retention Sensor Reads Tenure, Shift patterns · writes Risk lists	Sense	Waiting on human	420	Proposes	Line manager talks	83%	People and workforce
Energy Agent Reads Meters, Tariff, Weather · writes Setpoint plans	Act	Waiting on human	980	Proposes	Site engineer approves	91%	Property, energy and facilities
Asset Sensor Reads Asset telemetry · writes Work orders	Sense	Running	41,000	Proposes	Technician confirms	89%	Property, energy and facilities
Reconciliation Agent Reads Ledger, Invoices · writes Matches, Queries	Act	Running	84,000	Proposes	AP resolves mismatches	96%	Finance, risk and shared services
Shrink Sensor Reads Till exceptions, Camera · writes Case files	Guard	Waiting on human	3,400	Proposes	LP manager owns case	88%	Finance, risk and shared services
Narrative Agent Reads Ledger, Prior commentary · writes Draft commentary	Act	Waiting on human	180	Drafts	Controller reviews	86%	Finance, risk and shared services
Document Reader Reads Lab reports, Invoices · writes Structured fields	Sense	Running	6,400	Proposes	QA blocks or releases	93%	Private label and sourcing
Compliance Checker Reads Rules, Artwork · writes Compliance reports	Guard	Running	2,800	Proposes	Regulatory signs	94%	Private label and sourcing
Sourcing Agent Reads Supplier database · writes Shortlists	Reason	Armed	320	Proposes	Sourcing lead approves	85%	Private label and sourcing