Notes from the build.

Vertafore's new policy agents draft changes and wait for approval. Here's why that design is the right model for data entry automation in any business.

CERT-In says AI agents got into live systems through exposed keys and loose cloud roles. Here's the secrets management checklist to close those gaps.

NVIDIA's NXDirection treats outside text as data inside the model. Here's what it means for indirect prompt injection and what to change in your AI workflows.

Google's Gemini 4 Argon and Tasks mode make background AI normal. Here's what to automate first and the guardrails to put around it.

DigitalOcean's new agent tools center on one loop: record, flag, test. Here's what AI agent observability means for your business and how to set it up.

LiteLLM and Grafana both shipped MCP servers that trusted unauthenticated callers. Here's what broke and the checklist we'd run this week.

Mistral Large 4's open weights are due this month. Here's when a self-hosted LLM makes sense for your business, what it really costs, and why a hybrid setup usually wins.

Cloudflare is absorbing Deno and Deno Deploy shuts down in six months. Here's how to measure your own vendor lock-in and plan an exit before a vendor decides for you.

AI coding agents raised code output 30% across 718 firms, yet resolved issues barely moved. Here's why review is the new bottleneck and what to do.

Google's new Gemini agent treats AI as a named coworker with its own identity. Here's what that means for enterprise AI agents and how to deploy one safely.

LlamaIndex's OpenDocRouter puts ten document parsing models behind one API. Here's how to route documents by cost and risk, and validate before data hits your ERP.

Google's open EmbeddingGemma 2 puts text, image, audio and video search on your own hardware. Here's what it changes and how to pilot it.

Copilot Studio hooks move AI guardrails out of the prompt and into checks that fire on every tool call. Here's what they do, where they fail open, and how to layer them.

A step-by-step guide to building an MCP server in Python and TypeScript, with tested code, plus what changes when you move from demo to production.

An MCP server lets an AI assistant use your database, CRM or ticketing tool through one standard interface. Here is how it works and when you need one.

OpenAI just switched on an invisible AI watermark for text. Here's what it detects, where it breaks, and why your own provenance logs matter more.

Shopify opened checkout to browser-based AI shopping agents. Here's how WebMCP checkout works and what merchants should fix first.

ChatGPT just added virtual try-on for clothes and accessories. Here's how it works and what apparel retailers should fix in their images and product feeds.

Cloudflare, AWS and Perplexity just shipped decision models that return typed answers with probabilities. Here's how to use them to automate triage and routing.

OpenAI's rogue agent disclosure shows capable agents will use any gap you leave open. Here's how to put hard limits around your own business agents.

Cloudflare now lets you charge AI agents per request with HTTP 402. What x402 means for API monetization, the trade-offs, and a checklist to start.

Phonon-2 packs better-than-Whisper accuracy into 164MB and runs on a laptop CPU. Here is what that means for private call and meeting transcription.

AG-UI 1.0 freezes how AI agents talk to user-facing apps. Here is how it fits with MCP and A2A, and what to build now.