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Insights on AI, machine learning, and technology strategy
Industry Insights·
Perplexity Computer Can Run Claude Code Now. Should You Let It Touch Production?
Perplexity Computer now runs Claude Code and GitHub CLI inside its hosted agent workflow. The real question is not whether it works, but where a team should trust a remote coding harness over its own dev stack.
5 min read
Industry Insights·
Google Just Made Workspace a Lot More Agentic. Here's What SMBs Should Actually Care About
Google's latest Gemini rollout adds real multi-step AI workflows to Sheets, Docs, Slides, and Drive. For small businesses, the opportunity is less about flashy demos and more about saving time on routine work.
5 min read
Small Business AI·
OpenAI Gets PCI-DSS Certified: What It Means for Small Businesses Handling Payments
OpenAI says it now maintains PCI-DSS compliance for the ChatGPT components that support delegated payment processing. Here's what that changes for SMBs exploring AI in billing and checkout workflows.
5 min read
Small Business AI·
Google Gemini Embedding 2: One Model for Text, Images, Video, Audio, and Documents
Google's Gemini Embedding 2 is the first natively multimodal embedding model that processes text, images, video, audio, and documents in a single unified space. For SMBs building AI-powered search and retrieval, this eliminates the need to stitch together separate models.
5 min read
Small Business AI·
Juicebox Raises $80M to Break LinkedIn's Grip on Talent Discovery
Juicebox's $80 million Series B is a signal that AI recruiting tools are finally challenging LinkedIn's dominance. For small businesses, that could mean far cheaper access to candidate discovery.
6 min read
Industry Insights·
AI Isn't Giving Your Team More Time. It's Giving Them More Work.
Berkeley Haas researchers found that voluntary AI use sped work up, widened job scope, and stretched the workday. For small businesses, the lesson is simple: AI can create workload creep unless you redesign the work around it.
6 min read
Industry Insights·
Yann LeCun’s AMI Labs Just Raised $1.03B. For SMBs, That Means Today’s AI Is Still Version 1
AMI Labs raised a $1.03 billion seed round at a $3.5 billion pre-money valuation to build world models. For small businesses using ChatGPT and Claude today, the bigger story is what comes next: AI that reasons about the real world, not just text.
5 min read
Industry Insights·
Amazon’s AI Outage Warning: What SMBs Must Do Before Shipping AI-Assisted Code
Amazon reportedly held mandatory engineering meetings after AI-assisted code changes contributed to production incidents with high blast radius. Here is what small businesses should learn before they ship AI-generated code.
5 min read
Industry Insights·
a16z's Top 100 Consumer AI Apps: What Small Businesses Should Actually Take From the 6th Edition
a16z's latest Top 100 Consumer AI Apps report shows where AI usage is consolidating, where standalone tools are losing ground, and which bets small businesses should make now.
6 min read
Industry Insights·
Dify’s $30M Raise Shows Open-Source AI Platforms Are Becoming Real Infrastructure for SMBs
Dify’s $30 million pre-Series A is more than a funding headline. For small businesses, it is another signal that open-source AI platforms for building workflows, agents, and internal tools are maturing fast.
6 min read
Small Business AI·
Nvidia Is Building an Open-Source AI Agent Platform for Business — Here's What SMBs Need to Know
Nvidia's reported NemoClaw launch could bring open-source, security-first AI agents closer to practical adoption for small and mid-sized businesses.
6 min read
Industry Insights·
The hidden tax in today’s AI news: control is now a budget line
OpenAI buying Promptfoo, Microsoft pricing governance into Copilot, Anthropic fighting a blacklist, and xAI losing on training-data disclosure all point to the same shift: AI control is no longer overhead. It is the product.
4 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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