════ LIVE IN PRODUCTION ════
TerrierTA
Course-Grounded Multi-Agent TA — Assessment, Student Q&A & Feedback
Boston University · Prof. Eugene Pinsky
■ PRODUCTION
Aug 2025 – Present
RAGAS EVAL (LangSmith):
LangGraph · Bedrock · Lambda · DynamoDB · S3 · CDK · CI/CD
Skills: ✓ Multi-agent (LangGraph) · ✓ Assessment + Student Q&A · ✓ LLM Evals (RAGAS+LangSmith) · ✓ Production
ClinicalSearch
Multi-agent clinical evidence retrieval — supervisor-routed specialists, hybrid search, and citation-grounded synthesis
■ LIVE
anacodicai.org/clinical-search
■ LLM-screened ~70K PubMed papers → 1M+ hybrid Pinecone vectors
■ Crossref retraction filtering · Semantic Scholar citation enrichment
● Ranked by relevance · citations · recency · journal impact · evidence level
RANKING WEIGHTS:
Strands · Pinecone (hybrid) · Bedrock · Semantic Scholar · Crossref
Skills: ✓ RAG at scale · ✓ Multi-agent (Strands) · ✓ Hybrid vector search · ✓ Evidence ranking
SafeBite
Agentic conversational recommender on a multi-stage retrieval-and-ranking engine with an independent hard-constraint safety layer
■ LIVE
RETRIEVE → RANK → SAFETY GATE
■ Independent hard-constraint safety layer screens every candidate
■ Records why each candidate was kept or excluded
● Recall@K / NDCG offline eval gates every change
Python · PyTorch · LangGraph / Strands · Bedrock · Pinecone · FastAPI · React
Skills: ✓ Recsys (two-tower → ranker) · ✓ Agentic (ReAct) · ✓ Safety-constraint architecture · ✓ Offline eval
════ IN PROGRESS ════
Potluck
Multi-agent group restaurant recommendation — taste-vector matching, hybrid allergy filtering, and LLM-mediated group consensus
○ IN PROGRESS · 60–80%
Paper: Fairness-Aware Group Recommendation with LLM Mediation
Python · Strands · Bedrock · Groq · Pinecone · FastAPI · React · WebSockets
Skills: ✓ Multi-agent (Strands) · ✓ Group recsys / fairness · ✓ LLM mediation · ✓ Guardrails
ManuScript
Scholarly manuscript OCR, translation and reading platform — turns scanned historical documents into trustworthy, bilingual, provenance-tracked editions
○ IN PROGRESS · 60–80%
Paper: Trustworthy, Affordable Translation of Books and Historical Manuscripts at Scale
Python · FastAPI · LangGraph · OCR · React · Docker
Skills: ✓ Document AI / OCR · ✓ Grounded translation · ✓ Provenance tracking · ✓ Full-stack
════ PLANNED ════
BizSight
Multi-Tenant Business Intelligence AI Platform on Bedrock AgentCore
○ PLANNED · DESIGN READY
Target architecture (planned)
MULTI-TENANT INPUT
5 CDK stacks · 3 agents · AgentCore · Strands · React · CDK
Skills: ✓ AWS depth (AgentCore+CDK+Cognito) · ✓ Multi-tenant SaaS · ✓ Full-stack