OPS INTELLIGENCE / v0.3.3
OPERATIONS INTELLIGENCE / PUBLIC DEMO

From demand signal to release decision.

See what can ship, what is blocked and which source evidence supports the next action across demand, materials, capacity, policy and approval.

CURRENT CASEFG-OPS-A100
DECISIONcontrolled release
EVIDENCEsource-linked
DATAsynthetic only
PRODUCTS4

synthetic product families

MATERIALS20

BOM and stock records

FORECAST10,769

4-week demand baseline

GATE2 / 6

checks currently pass

TESTS14

domain and API checks

RELEASEv0.3.3

tagged GitHub release

TODAY'S OPERATING PICTURE

One view for the decision that matters now.

The control tower combines demand, material coverage, capacity, policy signals and accountable next actions from one reproducible demo snapshot.

Operations Intelligence Control Tower snapshot-backed
Operations control tower screenshot
OPS-00

Control tower

Demand, material risk, policy signals, capacity and issue queues stay visible in one operating view.

OPERATING LOOP

Clear ownership at every handoff.

Each module owns a bounded decision, the data it needs and the evidence it returns to the next operator.

OPS-00

Control Tower

Portfolio health, open order value, demand forecast, material risk, policy signals and issue queue.

S&OPKPIactions
FCST-02

Forecast Lab

Deterministic baseline today, TimesFM-ready series contract for future model adapters.

model-readyhistory
POL-07

Policy Radar

Official-source customs and policy signals linked to materials, products and open orders.

allowlistsource URL
AGT-10

Agent Tool Trace

Natural-language questions route through deterministic tools before any model-ready summary.

tool callssource refsworkflow
CAP-06

Capacity Model

24h line simulation with bottleneck, utilization, waiting and blocking metrics.

taktbottleneck
RELEASE GATE

No release without evidence and an owner.

Six controls keep material, capacity, policy, quality, traceability and final approval visible before export.

Current order release with controls

2 checks pass, 3 need review, 1 waits for human approval. The package keeps owner action and evidence attached.

SCENARIO PROFILES

The same decision model, configured for different operations.

Profiles change users, source systems and release controls without changing the core evidence contract.

Manufacturing Assemblyactive

Demand -> material gate -> capacity -> release -> trace.

Domain
discrete manufacturing
Sources
ERP, BOM, WMS, MES
Users
Planner, production, warehouse
Warehouse Fulfillmentconfig

Order promise -> pick readiness -> carrier plan -> shipment release.

Domain
fulfillment operations
Sources
order queue, bin stock, carrier plan
Users
fulfillment, inventory, service
Maintenance Kit Opsconfig

Service demand -> kit completeness -> vendor ETA -> dispatch gate.

Domain
service parts
Sources
tickets, kit BOM, vendor ETA
Users
service planner, field supervisor
Quality Lab Reviewplanned

Sample intake -> test capacity -> hold decision -> release evidence.

Domain
quality operations
Sources
sample log, lab capacity, certificate
Users
quality, lab, compliance
PRODUCT EVIDENCE

Every visible claim points to working code.

Switch between operational views, then follow the implementation and test paths in the evidence ledger.

BOM and inventory screenshot
ARCHITECTURE

Local first, with explicit integration boundaries.

Synthetic records, deterministic calculations and declared adapter modes keep the public demo reviewable.

01

Demo data

Generic JSON records with source-row references.

02

SQLite seed

Repeatable local state for API demos and tests.

03

Domain engines

Forecast, material, policy, release and simulation logic.

04

FastAPI

Bounded routes for products, gates, profiles and agents.

05

Snapshot UI

Frontend can render without a live private factory system.

06

Agent trace

Tool calls, inputs and evidence stay inspectable.

QUALITY SIGNALS

What keeps the demo trustworthy.

Validation, bounded inputs, public-data rules and tracked gaps are part of the product surface.

CI

Full validation

Seed, snapshot, self-check, pytest, smoke demo, tone scan and web build.

Security

Public-safe boundary

No credentials or private factory files. API inputs are bounded and CORS is local-only.

Model use

Deterministic first

TimesFM and LLMs are adapter boundaries, not hidden truth sources.

Roadmap

Open issues

Forecast backtesting, policy adapters, security posture and visual regression remain tracked.