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Insights on AI, machine learning, and technology strategy
Industry Insights·
Healthcare AI needs answer routing before it answers
When people ask AI health questions, the first control is not a better answer. It is a routing label that decides whether the system may explain, draft, defer, or hand the question to a qualified person.
7 min read
Industry Insights·
AI-generated PDFs need a document handoff, not another browser print job
The model can write the report. The harder question is whether the final PDF can survive layout, approval, delivery, archiving, and review.
6 min read
Industry Insights·
Fedora's AI-agent mess shows why plausible work needs a quarantine path
A Fedora incident shows the quieter risk of agent-submitted work: plausible comments and PRs can consume reviewer time and change shared systems before anyone knows who is driving the account.
6 min read
Small Business AI·
Inventory your customer promises before AI answers for you
Before an AI assistant drafts support replies, social inbox answers, or follow-up emails, collect the promises your business already makes and mark which ones the assistant may repeat.
6 min read
Industry Insights·
The transaction memo is part of your AI attack surface now
A tiny transfer memo became a prompt-delivery path. Before an AI assistant reads payments, tickets, emails, or PDFs, map which fields are data and which actions they can influence.
6 min read
Industry Insights·
Apache Burr makes the agent run inspectable
A polished agent demo is not enough. Teams need to see the run map, the checkpoint gates, and one replayed failure before autonomy expands.
5 min read
Announcements·
Why we are turning AI news into workflow artifacts
A BaristaLabs field note on why more AI coverage should end as receipts, approval queues, workflow audits, security worksheets, launch packets, and review lanes.
4 min read
AI Development·
Your AI Workflow Tests Should Try to Falsify the Promise
Stateful AI workflows fail around queues, retries, locks, ledgers, and approvals. Test the promise before production falsifies it for you.
7 min read
Industry Insights·
AI agents need a state ledger before they need more context
Production AI agent failures often start as messy workflow state. A compact state ledger tracks current facts, completed steps, evidence, owners, and stop conditions before an agent drifts.
8 min read
Industry Insights·
Claude Fable 5 turns model selection into routing policy
Anthropic's Fable 5 launch is not just a smarter-model story. Teams need routing rules for fallback, retention, cost, and long-horizon work.
6 min read
Industry Insights·
The AI personhood video is a signal register, not a panic plan
Peter Diamandis' Moonshots episode bundles global pause talk, recursive improvement, personhood, economic zones, and jobs. Operators need a way to sort the signals.
8 min read
Industry Insights·
Dapr Agents is a portability signal, not just another agent framework
Dapr Agents' AAIF proposal is useful because it treats agent infrastructure as an open layer. Use it to build an agent portability packet before betting on a framework.
7 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.
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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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