OPS INTELLIGENCE / v0.3.1
PUBLIC PRODUCT DEMO / RELEASE-GATED OPERATIONS

Operations intelligence that behaves like a real control tower.

A local-first product showcase for S&OP demand, BOM coverage, inventory, capacity, policy signals, release governance and agent-readable decision evidence.

DECISION MODEL6 gate controls
SCENARIOS4 profiles
VALIDATIONCI green
DATA POLICYsynthetic only
PRODUCTS4

synthetic product families

MATERIALS20

BOM and stock records

FORECAST10,769

4-week demand baseline

POLICY4

official-source signals

TESTS11

domain and API checks

RELEASEv0.3.1

tagged GitHub release

PRODUCT PROOF

The first screen shows operational state, not marketing filler.

The dashboard is generated from deterministic backend functions. The showcase leads with the actual control tower, then explains the gates, data spine and adapter boundaries behind it.

Operations Intelligence Control Tower snapshot-backed
Operations control tower screenshot
OPERATING SYSTEM

A modular loop from demand to release evidence.

The page now reads like a product system: each module owns a real workflow, a data contract and a reason to exist in the control tower.

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

Release decisions are gated, assigned and auditable.

Inspired by enterprise operations platforms, the demo makes approval state visible instead of implying that an agent can silently release production or shipment work.

Current order release_with_controls

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

Material coverage

review

BOM demand and WMS stock coverage with source rows.

Capacity fit

pass

Order quantity checked against simulated weekly capacity.

Policy signal

review

Customs and policy signals linked to affected materials.

Quality hold

review

Quality bottleneck and serialized controls stay visible.

Source trace

pass

BOM, stock, inbound and supplier evidence attached.

Human approval

pending

Final export remains behind an operations owner.

SCENARIO PROFILES

Reusable operating profiles beyond one factory category.

Top operations products sell portability. The showcase now makes that explicit: profiles define users, sources, controls and decision loops without private project data.

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

Show the system, then show the implementation proof.

The screenshots are not decorative thumbnails. They prove the product has concrete screens for planning, material risk, release governance, traceability and capacity analysis.

BOM and inventory screenshot

BOM and inventory gate

Component demand, stock coverage, supplier context and source refs.

Release gate screenshot

Release package

Notice export context with gate decision attached.

Material trace screenshot

Trace graph

Product, BOM, stock, inbound and supplier evidence chain.

Capacity model screenshot

Capacity model

Machine states, output, utilization, blocking and bottleneck evidence.

ARCHITECTURE

Local-first, adapter-ready and source-backed.

The repo is public-safe by construction: synthetic records, deterministic calculations, explicit adapter modes and generated UI snapshots.

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

Maintained like a product, not a throwaway demo.

The page now surfaces the trust signals a reviewer expects from a serious public engineering project.

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.