Projects

Production RAG systems hide failure inside confident output. RAG Axis makes retrieval truthful, inspectable, and reproducible.

Agentic systems fail unpredictably when agents have no execution contracts. Agiorcx enforces governed, observable coordination.

Agent-to-agent coordination has no standard contract layer. Agents delegate tasks, share context, and make decisions without formal execution boundaries.

AI runs have no stable identity over their inputs. When behaviour changes between runs, there is no mechanically traceable record of what changed.

Production agentic AI systems suffer from silent failure, context drift, and zero observability. Developers only discover failures after they affect users.

Multi-agent systems need validation of real coordination patterns with persistent memory and failure observability.

Hybrid retrieval combining semantic and keyword approaches with grounded answer generation.

Automated processing of large-scale resume datasets at scale using serverless architecture.

Real-time object detection pipeline for attendance capture and emotion recognition.