Systems-focused AI engineer exploring:
- retrieval systems
- orchestration workflows
- browser-runtime experiments
- modular AI capability systems
using AI-assisted engineering workflows.
I'm particularly interested in building systems where:
- orchestration improves reliability
- retrieval grounds execution
- tooling reduces model failure
- modular capabilities enable autonomous workflows
rather than relying purely on model capability alone.
→ Retrieval-Augmented Generation (RAG)
→ Agentic workflow orchestration
→ Backend APIs & automation tooling
→ Browser/runtime experimentation
→ AI-assisted engineering workflows
→ Capability-driven autonomous systemsRetrieval-focused document QA system exploring:
- semantic retrieval workflows
- multilingual processing
- vector search & embeddings
- retrieval-oriented chunking
- FastAPI + Docker workflows
Tech: Python · FastAPI · Docker · FAISS · Embeddings
Experimental browser-based audio data transfer system exploring:
- 4-FSK modulation
- packetized transmission
- CRC32 validation
- retries & synchronization
- browser audio constraints
Tech: JavaScript · Web Audio API · AudioWorklets
Offline-capable browser voice-notes application exploring:
- PWA architecture
- offline-first workflows
- browser persistence
- modular recognition management
Tech: JavaScript · Service Workers · PWA
Exploration around:
- orchestration patterns
- modular workflow composition
- AI-assisted media-processing pipelines
- execution reliability concepts
- capability integration workflows
Tech: Python · Automation Tooling · LLM Workflows
- RAG & Retrieval Systems
- Backend APIs
- Automation Tooling
- Async Workflows
- Browser Runtime Systems
- AI Orchestration
- Capability-Based Agent Systems
→ Retrieval-Augmented Generation (RAG)
→ Agentic workflow orchestration
→ Browser runtime systems
→ Modular AI capability tooling
→ Automation reliability patterns
→ AI-assisted engineering workflowsBuild systems where orchestration, tooling, and execution design reduce model unreliability instead of relying purely on larger models.
Most repositories here are exploratory systems, orchestration experiments, or AI-assisted engineering workflows focused on understanding practical autonomous capability systems and reliability patterns.