Governed AI Systems.
Real Enterprise Outcomes.
I'm Wojciech Wiesner — former Founder & CEO of Xpress Delivery. In 2022, Brief included me in “50 Most Creative in Business”. I now design and operate AI products with explicit workflow boundaries, validation and human accountability.
How I Architect & Lead AI Products
Moving from unguided AI demos to deterministic, auditable enterprise software.
90 / 10 operating-model split
Deterministic workflow logic governs business decisions; models are used for bounded interpretation, extraction and phrasing.
Evidence: architectural principle, not a universal measured ratio; scope to the named systems.
Founder & Operator Backbone
Before building AI products, I founded and led Xpress Delivery, a same-day courier business spanning product, engineering and enterprise B2B operations. In 2022, Brief included me in “50 Most Creative in Business”. That operating background is why I start with the business bottleneck, the decision boundary and the outcome to measure — not the model.
4-Hour AI Leverage
When a new business problem emerges, AI leverage accelerates discovery and implementation. I test hypotheses rapidly, build deterministic workflow boundaries, and keep validation and human accountability explicit.
Named operational systems
Deterministic workflow logic governs business decisions; models are used for bounded interpretation, extraction and phrasing.
JIT-Context OS
Epistemic memory runtime & JIT context engine for autonomous agents
Sub-3ms L0 SQLite WAL (Read-Your-Own-Writes) + L1 Scope Hysteresis Guard + L2 Associative Broker. Governed by 10 iron Epistemic Invariants (I1–I10) and prefix-stable prompt caching compiling lean 400–1,200 token capsules.
InvoiceFlow
Document automation with KSeF compliance
Vision OCR models propose field extractions; a deterministic multi-stage engine validates VAT arithmetic, supplier high-water marks, and tax rules before accounting export.
Onboarding Flow
Schema-driven legalisation and KYC
A schema-driven state machine controls the flow; AI is limited to bounded interpretation and language tasks.
Ecosystem & Product Platforms
From desktop execution OS to vertical SaaS and feedback loops.
JIT-Context OS
Context OS and epistemic runtime for coding agents. The 2.44x / -59% figure is the Synthapse paired run (45 audio modules, 199 Vitest suites: 9m 27s to 3m 52s). It is not the SWE-bench-style fixture battle.
Open platform →UniPro OS
Workflow intelligence platform that captures screen telemetry, extracts activity primitives, and compiles intent into validated Plan JSON before execution.
Open platform →Tuli.my
Event-sourced relationship and self-development platform with a central AI Gateway, context filtering, and tiered model routing.
Open platform →Boocco
Salon management platform with scoped multi-tenant access controls, an embedded pgvector RAG assistant, and booking operations.
Feedby
Closed-loop feedback system: widget capture → AI triage → external code agents → reviewable pull requests at the merge boundary.
Open platform →Synthapse
Google Lyria RealTime techno performance instrument with sub-bass mono integrity and real-time DSP correction watchdogs. Open demo at synthapse.theones.io — bring your own Gemini API key; it stays in your browser.
Open platform →Teledysk Studio
Audio feature extraction pipeline that turns audio tracks into Three.js voxel 3D animated music videos with LLM direction.
Open platform →Where Enterprise AI Agents Are Going (24-Month Thesis)
Companies don't need more ungoverned chatbots. They need deterministic workflow compilers that integrate into existing data models with auditable boundaries.
Governed Context over Bigger Models
Bigger parameter counts do not fix hallucination in enterprise workflows. Governed context layers, schema-constrained decoding, and deterministic guards do.
Model-Agnostic Tiered Routing
We route tasks to the cheapest capable model tier (fast local/small models for classification, frontier models for architecture). Cost optimization is a Day-1 architectural invariant.
Independent Agent Verification
Agent self-reports are unverified opinions. Every autonomous change must pass independent contract tests, end-to-end endpoint curls, and automated security scans.
Looking for an AI Product & Engineering Leader?
I work from operational problem to governed delivery: clarify the decision, design the workflow boundary, lead the build, and verify the result in the real system.
Start a strategic conversation →