Projects
Open-source frameworks, production implementations, and conceptual systems exploring modular AI architecture and evaluation-driven design.
RAG Foundry
Framework for building RAG systems with separated retrieval, ranking, and generation components, plus tools to measure quality across datasets.
Core Idea
Separate retrieval, orchestration, prompting, and evaluation into independent, testable modules
Architecture
Plugin-based retriever system with swappable vector stores and configurable chunking strategies
What You Can Reuse
Evaluation harness with dataset-driven metrics (GitHub template available)
Agiorcx Lib
Library that provides an execution layer for AI agents, with explicit control flow, error handling, and guardrails for production use.
Core Idea
Explicit control flow for agents with guardrails, rollback mechanisms, and execution logging
Architecture
State machine-based orchestration with pre/post execution hooks and audit trails
What You Can Reuse
Agent coordinator pattern with guardrails (library + examples)
Orion - Production Deep Research Agent
Stateful multi-source research agent solving five failure modes: hallucination propagation, context rot, stateless amnesia, opaque failures, and read-only outputs.
Core Idea
Planner agent decomposes queries into sub-tasks with explicit source routing, sub-agents execute in parallel across PDF, URL, and Google Drive sources
Architecture
Typed AgentResult<T> returns with source attribution - unsourced claims flagged and never published
What You Can Reuse
Multi-source research orchestration pattern with attribution tracking (reference implementation)
Evallit
Evaluation toolkit for LLM and RAG systems that runs dataset-based checks, records metrics, and exposes hooks for monitoring and debugging.
Core Idea
Define test datasets upfront, run automated evaluation passes, track metric trends over iterations
Architecture
Pluggable metric system (ROUGE, semantic similarity, custom scorers) with experiment tracking
What You Can Reuse
Evaluation pipeline template with metric collectors and reporting dashboards
LIA Swarm
Proof-of-concept multi-agent system that applies RAG Foundry design principles to coordinate agents across retrieval, reasoning, and response steps.
Core Idea
Demonstrate coordinated multi-agent workflows with shared context and structured communication protocols
Architecture
Message bus for agent communication with priority queuing and context inheritance
What You Can Reuse
Multi-agent coordination pattern with message schemas (reference implementation)
AI Engineering Hub
Open platform for production-first AI engineering guides, architectural patterns, and mentorship resources.
Core Idea
Curated guides on moving from prototype to production: observability, deployment, evaluation, scaling
Architecture
Decision trees for architecture choices (when to use RAG vs fine-tuning, agent patterns)
What You Can Reuse
Production readiness checklists and deployment templates (markdown guides + templates)