Automated Agent Trajectory Evaluation
Building synthetic adversaries that grade and automatically improve agent execution paths. A hands-on framework for agent quality assurance.
AI Engineering
Agent Correctness in Production: Moving Beyond Text Hallucination
Agent correctness in production: when text hallucinations are only half the problem. Structural errors, semantic drift, and the production monitoring gaps that kill autonomous agent systems.
Real-Time Video/Vision Pipelines for Multimodal AI
Architecting low-latency streaming pipelines for continuous multi-modal ingestion without bottlenecking I/O.
Architecting the AI Gateway: Centralizing Token Routing and Fallbacks
Why enterprise teams are moving away from direct API calls and building internal proxy gateways to handle rate limits, caching, and automatic vendor failovers.
FlashAttention-3 vs. RingAttention: Memory Management for Infinite Context
A deep mechanical breakdown of how competing attention algorithms like FlashAttention-3 and RingAttention manage memory to scale LLMs beyond 1M tokens.
The 2026 Enterprise Stack: Integrating Hardware, Agents, and Strategy
The 2026 Enterprise AI Stack: a reference architecture linking hardware, inference engines, agentic orchestration, and governance into one vertically integrated system.