Agentic Systems
Orchestration & Guardrails
AEGIS and Raindeer.social show hands-on work with multi-agent roles, workflow state, and validation.
- LangGraph and CrewAI orchestration
- Prompt-injection guardrails
- Explicit workflow state
- Agent responsibility boundaries
Retrieval & Data
Grounded Recommendations
Agrovers uses FAISS-based RAG and multi-stage validation to improve recommendation reliability by 35%.
- FAISS and ChromaDB retrieval
- LightRAG and GraphRAG workflows
- Multi-stage validation
- Domain-oriented recommendation systems
Product Engineering
Backend to Interface
Kolably and Flately connect backend APIs, real-time state, databases, and responsive product interfaces.
- FastAPI and Express services
- Redis Pub/Sub and WebSockets
- React, Next.js, and Redux
- PostgreSQL, MongoDB, and Supabase