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
SIP 4xx is the client failed, 5xx is the server failed, 6xx is the world failed. Each category needs a different alert and a different runbook. Here is the dashboard, the threshold, and the on-call story.
Live town halls in 2026 use AI to triage thousands of audience questions in real time, route topical clusters to leadership, and keep the public stream moving. Here is the WebRTC + Pion + NATS playbook.
HyDE generates a fake answer, embeds it, and uses that vector to retrieve real documents. It still helps on hard queries — but the 2026 verdict is: use it selectively, not by default.
Author a production Helm chart for an AI voice agent on Helm 4: server-side apply, kstatus readiness, library subchart, and clean values for OpenAI Realtime + LiveKit.
ConnectWise Sidekick ships 70+ AI-assisted actions and Datto integrates natively into PSA tickets. Here is how a chat agent on top of both auto-triages 65% of MSP tickets and cuts L1 cost by 40% in 2026.
ISO/IEC 42001 is the first certifiable AI management system standard. AWS, Google, and Microsoft are certified. Here is what the clauses require, how it differs from ISO 27001, and what voice AI buyers should ask vendors for.
Reflection turns a one-shot LLM into an agent that critiques and rewrites itself. We cover Reflexion-style loops, separate-critic vs same-agent reflection, and how CallSphere uses critics on agent transcripts before they hit Postgres.
Skip Redis and Kafka for moderate-scale AI realtime — Postgres LISTEN/NOTIFY gives you pub/sub with ACID semantics. Build an agent event bus, watch for the global commit lock, and know when to graduate.
Mistral OCR, LandingAI, and docAnalyzer push agentic document extraction past 95% accuracy. Here is how 2026 chat agents accept uploads, OCR, and answer with cited spans inline.
