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Insights on AI, machine learning, and technology strategy

Abstract illustration of connected workflow nodes moving through protected infrastructure layers without text.
AI Development·

Google's Agent Executor shows why AI agents need runtime infrastructure

Google's Agent Executor points to a practical shift: production AI agents need durable execution, isolation, state consistency, recovery, and audit trails.

7 min read
Abstract circular workflow illustration showing human review and AI feedback loops without text.
AI Development·

OpenAI's tax agents show why AI automation needs a feedback loop

OpenAI's Tax AI pilot with Codex is less a story about automated tax prep and more a lesson in production AI: agents improve when practitioner corrections become structured evidence, evals, and guarded releases.

8 min read
Microsoft's Computer-Using Agents Are GA. The Real Story Is Legacy Workflow Automation.
AI Development·

Microsoft's Computer-Using Agents Are GA. The Real Story Is Legacy Workflow Automation.

Microsoft's Copilot Studio computer-using agents make AI-driven UI automation generally available. For SMB teams, the opportunity is not letting agents roam across screens. It is using governed workflows to bridge legacy systems that lack usable APIs.

8 min read
Abstract production AI workflow orchestration scene with connected approval gates, automation paths, and observability signals.
AI Development·

Mistral Workflows shows what production AI automation actually needs

Mistral Workflows is not just another agent builder. It points to the operational checklist every SMB team should use before moving AI workflows from prototype to production.

7 min read
Abstract glowing enterprise workflow network with connected nodes and agent-like figures
Industry Insights·

SAP's Autonomous Enterprise shows where AI agents are heading next

SAP's Autonomous Enterprise announcement is less about a new brand phrase and more about where business AI is heading: governed, process-aware agents connected to data, permissions, and review points.

7 min read
NVIDIA's State of AI report makes pilot purgatory harder to defend
Small Business AI·

NVIDIA's State of AI report makes pilot purgatory harder to defend

NVIDIA's 2026 State of AI report shows enterprise AI moving into operations. The practical lesson for SMBs: stop measuring AI access and start measuring one workflow at a time.

9 min read
Abstract AI agent network inside a protective sphere connected to blank cloud, token, and control shapes.
Industry Insights·

AWS AgentCore Payments makes agent spending a governance problem

AWS AgentCore Payments puts payment execution, limits, observability, identity, and policy into agent runtime governance so teams can control spending.

6 min read
Illustration of hands coordinating AI coding-agent delivery sessions across connected work tiles.
AI Development·

GitHub's Copilot app turns coding agents into delivery sessions

GitHub's latest Copilot updates show AI coding agents moving beyond chat and into the software delivery loop: isolated sessions, pull request context, validation, review comments, failing-check fixes, and conditional merges.

11 min read
A confidence score is not an approval policy
Machine Learning·

A confidence score is not an approval policy

Confidence scores, thresholds, and model probabilities can help route AI work, but they cannot replace policy, review design, and cost-aware error handling.

6 min read
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