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Insights on AI, machine learning, and technology strategy

The first AI automation to study is the one you should not automate yet
Small Business AI·

The first AI automation to study is the one you should not automate yet

Small businesses often find the best first AI project by studying the workflow that looks tempting but still has too many judgment calls, exceptions, and hidden handoffs.

6 min read
Agent evals should test workflow receipts, not just model answers
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
Build the approval queue before you build the agent
Technical Tutorials·

Build the approval queue before you build the agent

A practical technical guide for turning a risky AI workflow into a reviewable approval queue before giving an agent permission to act.

7 min read
Microsoft Copilot Cowork makes reusable AI workflows the real product
Industry Insights·

Microsoft Copilot Cowork makes reusable AI workflows the real product

Microsoft Copilot Cowork's May update points to a practical shift: reusable AI workflows inside Microsoft 365.

8 min read
The agent metric that matters: governance gets 12x more AI projects into production
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
Mistral Vibe remote agents make cloud coding agents feel normal
Industry Insights·

Mistral Vibe remote agents make cloud coding agents feel normal

Mistral's April 2026 launch is less about another coding benchmark and more about a new engineering operating model: cloud agents working in parallel, producing pull requests, and requiring real controls.

7 min read
Illustrated finance workflow table with review and approval handoffs.
Small Business AI·

Anthropic finance agents show how to scope a reviewable workflow

Use Anthropic's finance-agent launch to decide whether one business workflow is ready for a bounded AI pilot, a shadow test, or continued manual work.

7 min read
Google's Managed Agents make hosted AI sandboxes a business planning issue
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
OpenAI workspace agents make the real AI question operational, not magical
Industry Insights·

OpenAI workspace agents make the real AI question operational, not magical

OpenAI workspace agents shift the AI conversation from individual prompts to shared, governed workflows. The practical question now is what an agent can read, do, approve, and measure.

7 min read
Claude for Small Business turns AI adoption into workflow design
Small Business AI·

Claude for Small Business turns AI adoption into workflow design

Anthropic launched Claude for Small Business with connectors, workflows, and approval gates. For small teams, the useful lesson is how to pilot AI inside one real business process before turning it into recurring automation.

10 min read
Amazon Nova Act is HIPAA eligible. That changes the agent conversation.
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
The Dell-Codex deal is really about where enterprise agents live
Industry Insights·

The Dell-Codex deal is really about where enterprise agents live

OpenAI and Dell's Codex partnership is less about a bigger coding tool and more about a practical enterprise question: where should AI agents run when they need private data, internal systems, governance, and audit trails?

6 min read