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Insights on AI, machine learning, and technology strategy
Industry Insights·
Grammarly Named The Verge's Editor-in-Chief as an AI Reviewer. Nobody Asked Him.
Grammarly's Expert Review feature has been generating AI writing feedback under the names of real journalists, editors, and deceased academics — without their knowledge or consent. If your team uses Grammarly Business, that feedback ran through your documents too.
4 min read
Industry Insights·
Perplexity Computer Runs 19 AI Models at Once. Here is Why Small Businesses Should Care.
Perplexity just launched Computer, a system that orchestrates 19 frontier AI models to handle complex workflows end to end. For small businesses already juggling multiple AI tools, this points to where productivity is heading.
5 min read
Small Business AI·
Criteo Just Became ChatGPT's First Ad Partner — Here's What That Means for Your Business
Criteo's integration with ChatGPT turns AI chat into a shopping channel. Small businesses that move now get first-mover pricing and less competition.
4 min read
Small Business AI·
Claude Code Scheduled Tasks Are Live. Here Is What They Mean for SMB Dev Teams.
Anthropic shipped scheduled tasks in Claude Code. For small businesses with development teams, this turns an AI coding assistant into a lightweight automation layer for monitoring, maintenance, and reporting.
4 min read
Industry Insights·
The $8 Trillion AI Commerce Forecast Nobody's Stress-Testing
ARK Invest projects AI agents will facilitate $8 trillion in online commerce by 2030. The number is probably achievable. The infrastructure layer required to get there is barely in production — and most coverage skipped it entirely.
4 min read
Industry Insights·
Anthropic's 60% Cost Lead Went Unreported. OpenAI's Pentagon Fracture Was Everywhere.
The story every outlet chased today was OpenAI's robotics head resigning over the Pentagon deal. The story that will actually affect your vendor contracts is Anthropic's 30-60% compute cost advantage over OpenAI — and why it compounds.
5 min read
Industry Insights·
AI Ran for Six Hours on a DOS Binary and Came Out With Rust: What That Means for Your Old Software
OpenAI's Codex 5.4 spent six hours reverse engineering a DOS game from a compiled binary — no source code, no docs. The implications for small businesses sitting on undocumented legacy software are significant.
3 min read
Industry Insights·
629 Lines and a Markdown File: Karpathy's Autonomous AI Research Lab Is Already Running
Andrej Karpathy's autoresearch project reduces an entire AI research organization to three files — and the only one a human ever touches is a markdown document. Here's what that actually means.
3 min read
Industry Insights·
80% of Marketers Feel AI Pressure. Only 6% Have Acted on It.
The Supermetrics 2026 Marketing Data Report reveals a stunning execution gap: nearly every marketing team is being pushed toward AI by leadership, but almost none have integrated it. Here's what's actually blocking adoption—and what the 6% did differently.
4 min read
Industry Insights·
GPT-5.4 Barely Moved the Coding Needle. The Computer-Use Score Is a Different Story.
OpenAI's GPT-5.4 improved SWE-Bench Pro by less than one point. Its OSWorld computer-use score jumped 27.7 points. That asymmetry tells you exactly where the model's value actually lives.
4 min read
Industry Insights·
Anthropic Launches Claude Marketplace (Limited Preview): What SMB Leaders Should Actually Do Next
Anthropic’s Claude Marketplace lets enterprises apply existing Anthropic commitments to partner tools. Here’s the practical procurement playbook small and mid-sized businesses can use right now.
6 min read
AI Development·
Claude Code Adds Local Scheduled Tasks on Desktop: What SMB Teams Can Automate First
Claude Code’s agentic workflow now supports scheduled task patterns in Claude Desktop’s Cowork preview, giving small teams a practical way to automate repeatable reporting and ops work on local machines.
5 min read
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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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