Multi-agent systems with statistically validated evaluation, RL-driven orchestration, fine-tuned models, and production data platforms. Each one shipped, tested, or published - not a tutorial follow-along.
Multi-Agent · Security · Open-Core Product
CodeSentinel v2 - AI Code Security Review
Citation-grounded multi-agent review: three specialised agents ground every finding in a 70-passage OWASP Top 10 2025 / CWE knowledge base, with an adversarial evaluator over each claim. 97% fewer hallucinated findings (FPR 0.789 → 0.111, McNemar's p = 0.0312) vs. a single-prompt baseline - same model, same prompts, different architecture. Ships as CLI, REST API, SARIF 2.1.0, Docker/Helm.
Multi-AgentRAGSARIFDockerHelmClaude
Reinforcement Learning · Agentic AI
RL-CodeSentinel - Reviewers That Learn
Layers a UCB-1 contextual bandit (per-code-type agent configuration) and REINFORCE policy gradient (2,853-param MLP for finding synthesis) onto the CodeSentinel pipeline, so review quality improves with developer feedback: +28.1% mean reward vs. random baseline across 200 episodes × 5 seeds (95% CI [25.6%, 30.7%]).
UCB-1REINFORCELangGraphMulti-AgentPython
Multi-Agent · Evaluation-First
CEREBRO - AI Research Assistant
3-agent CrewAI + n8n hybrid with a 940-line custom tool querying 16 academic databases in parallel. Achieved 85% source relevance (+27 pts over web-only baseline), 90% factual consistency, and 95% citation completeness across 45 evaluation runs - peer-validated at Cohen's κ = 0.74.
CrewAIn8nPythonStreamlitEvals
Agent Infrastructure · Knowledge Graphs
Foglight - Internet Intelligence for Agents
An all-seeing intelligence layer: pluggable ingestion channels normalized to one schema, persistent memory, a temporal knowledge graph, watchlists with alerts, and cited brief synthesis. Exposed as CLI, REST API, and MCP server so both humans and agents can consume it - with a dependency-free offline core.
MCPKnowledge GraphPythonREST APIAgents
Published Research · Quantum AI
QEMA-G - Quantum-Enhanced Memory for Graph AI
Theoretical framework integrating quantum memory architectures with graph neural networks to attack the memory-wall problem in large-scale GNN training. Author: Aravind Balaji · Co-author: Prof. Nik Bear Brown. Published on Zenodo, with a Qiskit reproduction suite covering noiseless and IBM-Brisbane noise models.
QuantumQiskitGNNResearch
Systems · Rust · Aerospace
Orbistra - Space Operations Platform
Tracks the live public space catalog (~16,000 objects): parallel SGP4 propagation in Rust (full catalog in milliseconds), three-stage conjunction screening with collision-probability estimation, an axum REST API, and a real-time 3-D operations console. Screens 16k objects × 6h in about a minute on a laptop.
RustSGP4axumThree.js
AI Trust Layer · Formal Methods
Verimathix - Verified Math for LLMs
LLMs win IMO gold yet still ship confidently wrong math. Verimathix is the trust layer: step-level verification with first-error localization (SymPy symbolic + numeric probing), natural-language → Lean 4 autoformalization, reference numeric kernels, and a step-grading benchmark harness with CI.
SymPyLean 4NumPyBenchmarks
LLM Fine-Tuning · QLoRA
QueryCraft - Natural Language to SQL
Fine-tuned TinyLlama-1.1B with QLoRA on the Spider dataset for NL-to-SQL generation - 100% improvement on SELECT-clause generation against the base model. Shipped with a ChromaDB RAG retrieval layer over schema metadata and a Gradio demo.
TinyLlamaQLoRAChromaDBRAGGradio
Healthcare · Knowledge Graphs
MediGraph AI - Clinical Knowledge-Graph Platform
Offline-first clinical knowledge-graph and decision-support platform with FHIR / HL7 / C-CDA connectors for US + India. Graph-aware RAG: Neo4j retrieval, structured reasoning, and natural-language explanations of clinical relationships over Snowflake-hosted data.
Neo4jFHIRLangChainRAGSnowflake
Cloud Engineering · GCP
Robust Data Processor - Multi-Tenant Ingestion
Fault-tolerant ingestion pipeline, deployed live on GCP: Cloud Run API with instant 202 acks → Pub/Sub buffering → workers with retries and dead-lettering, per-tenant Firestore isolation, PII redaction, and load testing.
GCPCloud RunPub/SubFirestorePython
