> Make your Engineering Team AI-Native
Adoption isn't buying a tool. It's changing how you build. I guide the shift.
// The Adoption Gap
Buying Copilot doesn't make you faster if your code is confusing and your team doesn't know how to prompt.
Zombie Tools
Expensive licenses sitting unused because 'it doesn't work on our code'.
Quality Drift
Juniors using AI to commit code they don't understand, creating tech debt.
// Systemic Augmentation
I don't just install tools. I refactor your system and train your team to work *with* AI.
Context Engineering
Building custom RAG pipelines and context-fetching tools for your domain.
Pattern Library Refactoring
Rewriting core abstractions to be deterministic and AI-friendly.
Developer Enablement
Workshops and pair-programming to instill AI-native habits.
// The Roadmap
Foundation
Establishing the 'Golden Path' and fixing critical blockers.
Pilot Squad
Embedding with one team to prove the workflow and tooling.
Scaling
Rolling out patterns and practices to the wider organization.
// Tangible Outcomes
AI-Ready Pattern Library
A repository of standardized, documented patterns that LLMs understand perfectly.
Custom CLI / Dev Tools
Internal tooling to bridge your specific infrastructure with AI assistants.
Weekly Office Hours
Direct access for your team to unblock implementation issues.
// THE EXPERT
Andreas K. Weber
Sociotechnical Systems Architect helping organizations bridge the gap between human potential and digital complexity.
// Who is this for?
Partners
- ▹ Teams with 10+ engineers
- ▹ Organizations committed to 'Augmentation' not 'Replacement'
- ▹ Modern tech stacks (TypeScript, Go, Rust, Python)
Not for
- × Teams looking for cheap outsourcing
- × Environments with zero test coverage
- × Waterfall delivery cultures
// FAQ
Do you write production code?
Yes. I co-author key abstractions and tooling. I don't just talk; I ship.
How much time does our team need to invest?
I need a primary point of contact and participation in weekly pairing sessions.