Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
From the blog
Voice agents face profanity, threats, and abuse from callers every day. Here is the layered defense - input filters, output filters, escalation policies - that keeps the conversation safe.
Kitchen D2C buyers ask 'what should I cook tonight' as much as 'which pan should I buy'. Chat agents that bridge recipe to product convert 28% better than catalog-only sites. Here is the 2026 playbook.
A 200ms median response with a 2-second P99 makes a voice agent feel broken every fiftieth call. Here is the histogram-based monitoring stack we use across 37 agents to keep tail latency under 1 second.
Mindbody Messenger AI and the EGYM-Mindbody $7.5B merger reset fitness AI in 2026. Here is how a chat agent on top books classes, fills cancellations, retains at-risk members, and lifts LTV by 22%.
AWS Spot 70–91%, GCP Preemptible 60–80%, Azure Spot 60–90% — and async batch APIs at 50% off. Which workloads are safe for spot, which aren't, and how to architect for preemption.
Anthropic's research system runs one Opus lead and 3–5 Sonnet sub-agents in parallel — a textbook map-reduce. We cover LangGraph's Send API, the LLMxMapReduce protocol, and where this pattern slashes wall-clock time 5x.
Supabase ships pgvector, RLS, and edge functions out of the box. Here's a working AI-agent memory layer with semantic recall, per-user RLS, and a match_documents RPC ready for LangChain.
Cloudflare's 2026 Bot Management ships with a Voice Agents SDK and dedicated AI Audit dashboard. Here is the configuration that blocks demo abuse without breaking SEO crawlers or partner integrations.
Zhou et al. (2022) framed prompt engineering as black-box optimization — generate candidates with one LLM, score them with another, keep the best. APE famously beat the human 'Let's think step by step' prompt. Here's how to apply it without burning your token budget.
