Blog
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Insights on AI, machine learning, and technology strategy
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
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
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
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
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
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
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
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
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
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
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
Industry Insights·
Anthropic's finance agents are a blueprint for boring, useful AI automation
Anthropic's finance agent launch shows a practical path for AI agents: packaged workflows, governed connectors, Office apps, checks, and human approval.
8 min read
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AI Development
Implementation notes for building AI tools around real business data, handoffs, review queues, and safeguards.
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Announcements
Product notes, service updates, and BaristaLabs news that affect how small teams use AI at work.
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Industry Insights
AI market news translated into workflow decisions, risk boundaries, and practical next steps for small businesses.
310
Machine Learning
Model concepts explained through thresholds, queues, and error costs that small teams can actually manage.
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Small Business AI
Plain-language guidance for owners and operators choosing one useful, reviewable AI workflow at a time.
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Technical Tutorials
Hands-on guides for approval policies, shadow weeks, agent receipts, and other AI workflow controls.
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