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
The CAC's January 1, 2026 cross-border certification measures complete the three-pathway PIPL transfer regime. Combined with the 2023 Interim Generative AI Measures, AI voice and chat for China face a dense compliance stack.
Clio's Manage AI ships generative legal assistance and 93% of mid-sized firms use AI extensively in 2026. Here is how a chat agent on top of Clio or MyCase qualifies leads, drafts engagement letters, and cuts intake time by 70%.
Gemini Deep Research Max takes 3–10 minutes per query. LangChain's Deep Agents framework handles process isolation, crash recovery, persistent memory. We cover the architecture and the operational reality of multi-minute LLM runs.
pgBackRest was archived in April 2026 — but its successors (pgmoneta, WAL-G, Barman) still rely on the same ideas. A working PITR pipeline, restore drill, and the migration playbook off pgBackRest.
Deepfake biometric fraud is up 58% YoY in 2026 and voice clones cost <$10/mo. Voice biometrics survives only as one signal in a layered identity stack. Here is the 2026 layered design.
Static benchmarks won't catch drift. The 2026 stack runs evals in CI, gates every model update on regression tests, and ties scores back to exact prompt + dataset versions. We show how to wire OpenAI Evals, DeepEval, and W&B Weave into a continuous fine-tuning loop.
Managed agents and multi-agent orchestration are early. Where the capability is going in 2026 and how to build today so future upgrades slot right in.
Demos lie. The metrics and signals that actually prove a Claude managed multi-agent system works in production — success rate, cost per outcome, and trust.
Follow one real problem from messy spec to a shipped Claude multi-agent system — orchestration, evals, shadow-running, and the actual outcome.
