AI integrations
Designing and building reliable AI features inside real software systems.
Software engineering consulting
AI integrations at scale
Practical engineering help for AI integrations, system reviews, and long-term technical collaboration.
What we do
Experienced help where AI meets production software.
CFR Michalski works with teams that need senior engineering judgement on AI-enabled products, internal tooling, and production systems. Engagements can be short and focused, or continue as the work grows.
Services
Focused work without unnecessary ceremony.
Technical reviews
Short, direct reviews of architecture, implementation plans, or critical code paths.
Collaboration
Longer-term engineering support for teams that need steady senior input.
Approach
Senior engineering judgement, applied quietly.
Work is based on experience building and reviewing software at companies including Google and NVIDIA, with a preference for clear constraints, simple interfaces, and systems that can be operated.
- Architecture choices grounded in production constraints
- AI integrations designed for scale, cost, and reliability
- Direct communication with enough detail to make decisions
Contact
Start with a short email.
A short email is enough. Include the context, the decision you are trying to make, or the kind of help you have in mind.
info@cfr-michalski.comFor automated sourcing or outreach, please identify the requester in the message and use [AUTOMATED INQUIRY] in the subject.