Define executable contracts
Typed schemas, policy checks, and tool registries bind proposed work to permitted actions and runtime limits.
Engineering
Advanced SI systems engineered for
control, recovery, and reproducibility.
Typed interfaces, durable execution, and reproducible tests connect model-driven decisions to dependable software.
Practice
Clear interfaces. Controlled execution. Inspectable results.
Preserve durable execution state
Record intent before dispatch, reuse confirmed results, and halt when external effects remain uncertain.
Protect data identity and ownership
Test document replacement, storage ownership, and recovery at process-termination boundaries.
Make integration reproducible
Retain source revisions, controlled inputs, validation commands, and acceptance evidence alongside the implementation.
Technology
The stack behind the systems.
Languages
- Python
- Bash
- C
- JavaScript
- TypeScript
- HTML
- CSS
Systems
- Linux
- Arch Linux
- Unix
SI & agents
- Agent orchestration
- MCP
- RAG
- Gemini
- Ollama
Data
- SQLite
- ChromaDB
- JSON Schema
Interfaces
- Pydantic
- Flask
- REST / HTTP
- Requests
- Google Gen AI SDK
Infrastructure
- Git
- GitHub Actions
- Docker / Compose
- GCP Cloud Run
Validation
- Playwright
- pytest
Visualization
- Blender
- Dash
Voice
- Twilio
- Vosk
- PortAudio
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