AI Development62 articles · Page 3 of 6
AI Development
Implementation notes for building AI tools around real business data, handoffs, review queues, and safeguards.
AI Development articles, page 3
AI Development
Agent evals should test workflow receipts, not just model answers
If an AI agent is supposed to do work, the eval should inspect the receipt of that work: source data, tool calls, approvals, state changes, and recovery behavior.
7 min read
AI Development
The agent metric that matters: governance gets 12x more AI projects into production
Databricks' 2026 State of AI Agents report points to a practical lesson: governance and evaluations are becoming deployment infrastructure.
5 min read
AI Development
Google's Managed Agents make hosted AI sandboxes a business planning issue
Google's Managed Agents in the Gemini API show how hosted AI agent sandboxes are becoming part of business automation planning, not just developer experimentation.
8 min read
AI Development
Amazon Nova Act is HIPAA eligible. That changes the agent conversation.
AWS says Amazon Nova Act is now HIPAA eligible, giving healthcare teams a path to use browser-based AI agents for ePHI workflows under a BAA. The bigger lesson: regulated agent automation needs tight scope, approvals, logging, and clear compliance ownership.
8 min read
AI Development
Hugging Face Just Made Local Coding Agents a One-Command Install
Hugging Face's March 12 `huggingface_hub` v1.7.0 release added Python-package `hf` extensions, GitHub-based extension search, and a new `hf agents` path to a fully local coding agent.
4 min read
AI Development
The New Supply Chain Trick Is Code You Literally Cannot See
Aikido Security found 151 malicious packages uploaded to GitHub in one week that hid their payload in invisible Unicode characters, leaving reviewers staring at code that looked completely blank.
5 min read
AI Development
Claude Code's New `/btw` Command Fixes One of the Most Annoying Parts of AI Coding
Anthropic's new `/btw` command lets Claude Code handle side conversations while a long-running task is still in progress. For small teams, that means less waiting, fewer broken workflows, and a more practical way to use AI during real development work.
5 min read
AI Development
Claude Code Review Gives Small Dev Teams Enterprise-Grade PR Review for Free
Anthropic just added Code Review to Claude Code. When a pull request opens, Claude dispatches a team of agents to hunt for bugs, giving small dev teams a stronger review layer without adding headcount.
5 min read
AI Development
Claude Code Adds Local Scheduled Tasks on Desktop: What SMB Teams Can Automate First
Claude Code’s agentic workflow now supports scheduled task patterns in Claude Desktop’s Cowork preview, giving small teams a practical way to automate repeatable reporting and ops work on local machines.
5 min read
AI Development
Liquid AI’s LFM2-24B-A2B Signals a New On-Device Ceiling for Tool-Calling Agents
Liquid AI reports LFM2-24B-A2B can run a 67-tool, 13-server MCP setup with 385ms tool selection on an M4 Max at 14.5GB memory. For SMB teams, this points to practical, private, laptop-grade agent orchestration.
5 min read
AI Development
Google Workspace CLI Is Official: What SMB Teams Can Automate This Quarter
Google Workspace now has an official unified CLI covering Gmail, Drive, Calendar, Docs, and Sheets. For small businesses, this turns repetitive admin work into scriptable workflows without building custom API wrappers.
5 min read
AI Development
Claude Code Voice Mode Is Rolling Out via MCP. SMB Teams Should Pilot It for Field and Ops Work.
A fast-moving X thread spotlighted VoiceMode MCP for Claude Code, including plugin install paths and the new converse flow. Here is what is verifiable today and how small businesses can test voice-first coding workflows without overcommitting.
5 min read
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