Build a Claude Managed Agent: Step-by-Step Walkthrough
End-to-end walkthrough to ship a Claude Managed Agent: scope, system prompt, tools, the run loop, model routing, evals, and deployment you can defend.
8 min read
Agentic AI & LLMs
Agentic AI & LLMs archive page 352 of 631
Agentic AI & LLMs
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
Latest articles
Claude Managed Agents Architecture: How It Fits Together
How Claude Managed Agents fit together end to end: the runtime loop, context assembler, tool/MCP layer, subagents, and control plane for production agents.
8 min read
RAG for SMB Chat Widgets in 2026: From Experiment to Default
67% of production LLM deployments now use RAG, up from 31% in 2024. Here is the SMB chat widget pattern that ships in under a week.
11 min read
FastAPI WebSocket Production Patterns for AI Agents in 2026
How to run FastAPI WebSockets in production for AI voice agents: connection managers, the broadcast bug everyone hits, JWT auth on upgrade, and Uvicorn worker tuning.
11 min read
Encrypting AI Call Audio at Rest and in Transit: HIPAA in Practice
AES-256, TLS 1.3, FIPS 140 modules, and key rotation — the practical encryption pattern every HIPAA-aligned AI voice agent should run in 2026.
9 min read
WebRTC for Gaming: Proximity Voice Chat Patterns in 2026
Vivox is being replaced. Discord is dominant. Proximity chat is now table-stakes for extraction shooters. Here is the WebRTC blueprint that runs under it in 2026.
10 min
Chat Agent Feedback Loops in 2026: From Thumbs Up/Down to Real Eval Sets
Thumbs data alone is too noisy to train on. Here is how to build a feedback loop that compounds — escalation reasons, annotation queues, and weekly eval refresh.
10 min read
SIP INFO for DTMF in AI Agent Flows in 2026: When Out-of-Band Beats RTP Events
RFC 4733 RTP events handle most DTMF, but SIP INFO is the workaround when carriers strip telephone-events or when your AI agent needs out-of-band signaling. Here is when to use which in 2026.
10 min read
Reading RTCStatsReport for AI Voice Agents: 2026 Field Guide
RTCStatsReport is the only telemetry source that reflects what the user actually heard. Here is the 2026 mapping from getStats fields to AI voice SLOs.
11 min