Speculative RAG with a flush gate reduced P90 latency by 38%
Start the RAG answer before routing finished, then used a small gate to either flush the buffered tokens or throw them away.
RAGProduction AIAI Agents
AI Engineering & Data Strategy
Build AI Systems That Actually Work
Transform AI complexity into production-ready solutions. Through my company, OTTERCIRCUIT, I help teams build reliable systems that deliver real business value.
6 Years Experience
Enterprise & Startups
Production AI Systems
Expertise
Specialized capabilities for building production-ready AI systems
Data Strategy & Optimization
AI System Evaluation & Testing
Advanced RAG Systems & Fine-tuning
Team Alignment & Capability Building
Reliable Agentic Automation with MCP
I help businesses cut through AI complexity
With 6 years designing AI Systems, data pipelines and deploying models for enterprises and fast-growing startups, I've seen firsthand how teams get stuck in technical loops that don't deliver value.
I focus on what matters: systems that actually serve your users and deliver real business outcomes. Let's explore where AI can reduce costs, improve efficiency, and unlock revenue in your business.
Latest Insights
Technical deep-dives on AI engineering, RAG systems, and production workflows
Event-Driven Architecture for AI Agents - Solving Real Production Patterns
A deep dive into building production-ready AI agents using event-driven architecture to solve message queuing, interrupts, function calls, and background tasks
AI AgentsArchitectureEvent-Driven
Building an AI Agent Framework - Why I'm Starting Over
From sequential loops to event-driven architecture - learning why simple isn't always enough when building production AI agents
AI AgentsArchitectureEvent-Driven
Ready to build AI systems that deliver?
Let's discuss your AI challenges and explore how to turn complexity into production-ready solutions.