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Insights on AI, machine learning, and technology strategy
Industry Insights·
The first AI automation win may create a review queue
When AI starts drafting replies, comments, and fixes, the next bottleneck is no longer typing. It is deciding which machine observations deserve human attention.
6 min read
Industry Insights·
Your repo is part of the agent prompt now
For teams using AI coding agents, repository files are no longer just code. They are part prompt, part runtime, and part policy surface.
8 min read
Industry Insights·
Do not let AI assistant stickiness become your operating metric
Always-on AI assistants can feel useful while adding noise. Before rollout, define metrics that prove completed work improved, not just that employees keep coming back.
6 min read
Meta's Business Agent makes the social inbox operational
6 min read
Industry Insights·
AI agents are grading your product catalog now
A public audit of a Shopify catalog shows where ecommerce pages can look polished to humans but under-explain the product to AI shopping agents.
7 min read
Industry Insights·
Do not let AI erase the troubleshooting muscle
AI assistants can speed up support, IT, ops, and development work. They can also weaken diagnostic habits if teams use them as answer machines instead of teaching aids.
7 min read
AI Development·
JetBrains Mellum2 shows where agent costs are really going
JetBrains' Mellum2 release is a useful signal for teams building AI workflows: stop treating model choice as one default setting and start routing each step to the smallest model that can pass its receipt.
6 min read
AI Development·
Before agents touch your brand assets, fix the approval layer
AI brand asset management needs more than shared folders. Before agents search, remix, or publish creative assets, teams need approval status, rights, provenance, owners, and workflow receipts.
7 min read
Industry Insights·
ChatGPT memory is a business boundary, not just a convenience feature
OpenAI's new memory work points to a practical question for teams: what should an assistant remember, what should expire, and what should never enter memory at all?
7 min read
Industry Insights·
Do not let an AI support bot reset credentials by itself
AI support bot security gets serious when a chatbot can change email addresses, reset credentials, or move account ownership.
6 min read
Industry Insights·
AI vulnerability triage needs evidence packets, not alert floods
Security teams can use AI to prepare vulnerability evidence, but patch decisions still need deterministic signals, review queues, and audit trails.
7 min read
Industry Insights·
Your next AI monitor needs a feed, not a scrape
If an AI agent monitors competitors, regulations, vendor updates, or research, the feed contract matters as much as the model.
6 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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