I design and build AI systems, not features.

I work on LLM-powered products, agent workflows, and scalable AI platforms — translating complex business problems into production-grade systems.

Most of my work focuses on:

• real systems (not demos)
• evaluation + reliability
• cost, latency, and scaling trade-offs

• 🧠 AI Systems
  LLM pipelines, multi-agent workflows, decision systems

• ⚙️ Agentic Architectures
  Task routing, tool calling, approval gating, execution validation

• 🔎 RAG Systems
  Hybrid retrieval (vector + graph + metadata), query rewriting, reranking

• 📊 AI Product Systems
  Data → model → decision → automation pipelines

• 🧪 Evaluation & Reliability
  Feedback loops, hallucination mitigation, fallback strategies

• 🚀 Production Systems
  High-scale SaaS (10k+ TPS), latency + cost optimization

• Memory-enabled AI with confidence gating + auditability
• Designed for compliance-heavy environments
• Focus: trust, traceability, correction persistence

• Multi-agent system with 70+ MCP tools
• Includes:
  • task routing
  • approval gating
  • execution validation
• Converts APIs → safe AI operator workflows

• Converts:
  • test scenarios → structured cases → executable flows
• Includes:
  • dynamic test data
  • validation checkpoints
• Reduces manual QA dependency

• Built system to explain deep learning via interactive layers
• Focus: making complex AI concepts usable

• AI Product Architect building LLM + Agent systems in production
• Experience scaling multi-tenant SaaS platforms (10k+ TPS)

Impact:

• $15M+ revenue driven via AI systems
• 60–70% reduction in manual workflows
• 18%+ conversion uplift

I work across:

• product strategy
• system design
• AI execution

AI / LLM

• OpenAI, Claude, Gemini, Llama
• RAG, multi-agent systems, prompt workflows

Systems

• Python (FastAPI), Node.js
• LangGraph, CrewAI

Data

• PostgreSQL, MongoDB, Neo4j
• Redis, Qdrant

Infra

• Docker, AWS, Celery
• Observability (Langfuse)

• Advanced agent orchestration
• AI system evaluation frameworks
• Cost-efficient LLM architectures
• Autonomous product workflows

• 🌐 Portfolio: https://portfolio-phi-seven-z9269updh7.vercel.app/
• 🧠 AI Learning: https://deep-learning-tutorial.vercel.app/
• 💼 LinkedIn: https://www.linkedin.com/in/abhisek-bose/