AI engineer · architect · tooling builder
AI agents · multi-tenant systems · test automation
AI tooling, RAG deployments, QA training - production-ready, AGPL distillates included. 18 years shipping software, last 12 months building AI agents that compound.
30 min · free · no slides · usually replies within 24h
services
AI tooling, context engineering, QA workflow. Each service rooted in real production work - source code, audit logs, and AGPL distillates where it makes sense. No black box - receipts included.
AI tooling for QA, a11y, and AI-native discoverability. Custom agents on demand, flagship audits ready to run.
~5-14 days · scope on intro call
Don't blast AI everywhere. Prepare deterministic context first - for agents and teams.
~2-4 weeks · scope on intro call
Your QA team ships AI-augmented tests that survive sprint 1 - with the dispatcher to run them at scale.
training ~3-5 days · setup ~1-2 weeks
how we work
Diagnostic before engagement. Fixed scope where it makes sense, T&M where it doesn't. Receipts every Friday.
30 minutes. You describe the pain. I tell you whether I'm the right person. No slides.
Paid pilot, scoped deliverable. Audit, prototype, or evidence of feasibility - your choice.
Fixed scope or T&M. Weekly demos, async-first communication, shared decision log.
Docs, recorded walkthroughs, training. 30-day support window included by default.
stack
Battle-tested across portfolio.sdet.it, cdat.sdet.it, brain.sdet.it, and 9 production systems. Open-source by default, AGPL where it matters.
from the field
Excerpts from public case studies. Each links to the full article with numbers, commits, and what didn't work.
F → A in 8 commits, 75 minutes total CC work. Real audit on a real production site. Source code linked.
Static regex saw 0 real findings. Dynamic axe saw 3. AI agents reading source saw 18. Same project, different views.
5% auto-fix. Humans handle the rest. No magic, no marketing - the boring math of accessibility remediation.
// CONTACT
30 minutes, no slides, no NDA dance. You describe the pain. I tell you if I can help.
Usually replies within 24h · Europe/Warsaw timezone