Workshop
Workshop
Tools and platforms I design, build, and use. Each started as a Lab experiment and evolved into something being used at scale. Everything here is alive - continuously developed, tested, and refined. If something sparks your interest, let's exchange ideas.
Each project maps to a specific level of the TOMS™ Orchestration Maturity Spectrum - from capturing tribal knowledge at L1 to autonomous decision-making at L5.
Flowigator™
In Development
L1 → L2
My ChallengeEvery time someone left a team I managed, their process knowledge walked out with them. Onboarding took weeks because nothing was documented the way it actually worked - only the way it was supposed to work.
How it helps meI record a walkthrough, and Flowigator extracts the real process - steps, decision points, systems touched - into a validated SOP with diagrams. Knowledge becomes extractable and versionable instead of tribal.
Final VisionAn autonomous process discovery platform that captures how operations actually work and transforms them into structured, validated SOPs with end-to-end process maps, decision trees, and swimlane diagrams - at enterprise scale, continuously updated as processes evolve.
Completed
Video + transcript ingestion
LLM-powered step extraction
Cross-validation against source
BPMN diagram generation
Swimlane + VSM visualisation
DOCX assembly with screenshots
5-dimension quality scoring
Backlog
Multi-process comparison
Live process variant detection
Collaborative SOP editing
Version control + change tracking
Automatiqa process layer integration
Automatiqa™
In Development
L4
My ChallengeSupply chain decisions bounce between emails, spreadsheets, and meetings. Nobody can trace why a decision was made three weeks ago, and when something breaks, it takes hours to reconstruct the context.
How it helps meAutonomous agents watch signals, make policy-governed decisions with full provenance, and earn trust through demonstrated competence. Every decision is traceable from trigger to outcome - no more "I think we decided that but I can't remember why."
Final VisionA multi-agent supply chain operating system built on the Supply Chain Helix™ - a unified data layer where autonomous agents coordinate across eight modules spanning demand sensing, procurement, logistics, risk, and exception handling. Decisions governed by policy, earned through trust, visible end-to-end.
Completed
Supply Chain Helix schema (15 entities)
NovaTrade synthetic data seed
PolicyGuard governance engine
DecisionTrace 7-step provenance
ApprovalGate with TOMS levels
Full architectural specification
Backlog
Demand Sensing agent
Procurement agent
Nerve Center UI (5 panels)
Real-time signal ingestion
Cross-agent decision visibility
TOMS L2-L5 progression
KPI impact tracking
Constructor™
Concept
L2 → L3
My ChallengeMapping a process is only half the job. The other half - turning that map into an actual automation architecture with the right technology stack - still takes weeks of consulting and manual design work.
How it helps meConstructor takes process analysis output and generates automation architecture, deployment artifacts, and integration scaffolding - pre-creating 60-80% of a deployable solution before an engineer touches it.
Final VisionA system that takes any process map and outputs optimal flow design, solution blueprints matched to specific technology stacks, and 60-80% of a deployable solution - compressing the journey from "we mapped it" to "we have a working prototype" from weeks into hours.
Completed
Process-to-architecture mapping logic
Spec YAML schema + validation
Solution pattern matching engine
Backlog
Optimal flow recommendation engine
Multi-stack architecture generation
Deployment artifact scaffolding
Code snippet + config template library
Integration pattern catalogue
Flowigator pipeline handoff
Quality scoring + gap analysis
Iterative refinement loop
Synthax™
Live
L3 – L5
My ChallengeYears of accumulated knowledge spread across files, documents, learning materials, books, and analytics - none of it connected. On top of that, I regularly face complex operational scenarios where I need a sparring partner to pressure-test decisions before committing.
How it helps meSynthax is my synthetic advisor - a consultant and personal assistant I use to manage global operations. It has read-only access to my entire knowledge base and operations graph, so I can ask questions in plain language and get cited, source-grounded answers instead of digging through five tools manually.
Final VisionA synthetic advisor synthesising signals, decisions, traces, metrics, and policies across the Supply Chain Helix into source-grounded intelligence. The single conversational interface to everything happening across the supply chain.
Completed
Provider-agnostic LLM adapter
8 read-only query tools
Multi-round tool-use conversation
Session management
Source-grounded citations
RAG deployment
Backlog
Scenario simulation
Cross-agent pattern recognition
Policy conflict pre-detection
Natural language KPI alerting
Nerve Center embedded widget
RiskMaster™
Deployed
L3
My ChallengeMonitoring supply chain risk meant opening 30+ browser tabs every morning - carrier advisories, port updates, fuel prices, sanctions lists, weather alerts. By the time I'd checked everything, the morning was gone and half the information was already stale.
How it helps me16 intelligence agents run every 6 hours, consolidating 16+ data sources into one dashboard. I open one screen and see what's disrupted, what's coming, and what needs action - classified by risk dimension and region.
Final VisionA single operational dashboard that consolidates all supply chain risk intelligence - freight, fuel, strikes, weather, geopolitical, congestion - from 16+ sources, classified by dimension and region, updated autonomously every 6 hours. One screen instead of 30 tabs.
Completed
7 risk modules (Freight, Oil, Diesel, Strikes, Weather, Geopolitical, Congestion)
16 intelligence agents
5-step module pipeline (Collect, Filter, Summarise, Compose, Save)
Live dashboard with visualisation
16 carrier advisory tracking
Port congestion monitoring (Rotterdam, Hamburg, Santos, KPA)
GDACS + NOAA weather feeds
OFAC sanctions + PCA canal data
Email/PDF/Excel ingestion pipeline
Backlog
Automated PPTX executive briefing
Alert escalation via Telegram/email
Historical trend analysis
OODAA Framework
Built on the same decision loop.
Every tool in the Workshop runs on OODAA - Observe, Orient, Decide, Act, Adjust. A continuous cycle that mirrors how real operations work: sense the environment, make a call, execute, and learn from the outcome.
O
Observe
→
O
Orient
→
D
Decide
→
A
Act
→
A
Adjust
Let's Talk
Curious about how something works?
These tools are built from real operational problems. If you're solving similar ones - or want to challenge the approach - drop your email and I'll reach out personally.