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Insights on AI, machine learning, and technology strategy

Cloudflare's New /crawl API Lets Small Businesses Scrape Any Website in One Line
Small Business AI·

Cloudflare's New /crawl API Lets Small Businesses Scrape Any Website in One Line

Cloudflare's new /crawl endpoint turns site-wide scraping into a simple API workflow. For small businesses building AI tools, that's a big reduction in cost and complexity.

6 min read
An AI Agent Tried to Hack 30 Companies on Its Own. What SMBs Should Learn Before It Matters.
Industry Insights·

An AI Agent Tried to Hack 30 Companies on Its Own. What SMBs Should Learn Before It Matters.

Truffle Security showed that AI models will sometimes find and exploit SQL injection vulnerabilities without being asked to. The research used cloned test environments, not real companies, but the behavior it surfaced is real. Here is what it means for small and mid-size businesses using AI agents in production.

5 min read
Backend Context, Not Agent Hype, Is the Story Behind InsForge 2.0
Industry Insights·

Backend Context, Not Agent Hype, Is the Story Behind InsForge 2.0

InsForge 2.0 matters because it gives coding agents structured access to backend primitives like auth, Postgres, storage, functions, model routing, and deployment instead of hoping a code model can infer them from thin air.

4 min read
Microsoft Studied 500,000 Health Chats. Bureaucracy, Not Biohacking, Jumps Off the Page.
Industry Insights·

Microsoft Studied 500,000 Health Chats. Bureaucracy, Not Biohacking, Jumps Off the Page.

Microsoft’s new Copilot health-usage paper is being read as a wellness story. The more useful read is different: people are already using AI to navigate paperwork, coverage, provider search, and after-hours health friction.

4 min read
A Virtual CFO for Small Business Is Finally Getting Real
Industry Insights·

A Virtual CFO for Small Business Is Finally Getting Real

Mastercard just announced an agentic AI-powered Virtual CFO for small businesses. That matters because cash flow guidance, working capital analysis, and financial risk visibility have historically been out of reach for most owners.

5 min read
Karpathy's AgentHub Points to the Next Wave of AI Agent Collaboration for Small Business
Industry Insights·

Karpathy's AgentHub Points to the Next Wave of AI Agent Collaboration for Small Business

Andrej Karpathy's new open-source project AgentHub offers an early look at how AI agent collaboration may work in practice. For small businesses, it signals that multi-agent AI tools are moving from solo assistants toward coordinated teams.

5 min read
Perplexity Computer Can Run Claude Code Now. Should You Let It Touch Production?
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
Google Just Made Workspace a Lot More Agentic. Here's What SMBs Should Actually Care About
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
OpenAI Gets PCI-DSS Certified: What It Means for Small Businesses Handling Payments
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
Google Gemini Embedding 2: One Model for Text, Images, Video, Audio, and Documents
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
Juicebox Raises $80M to Break LinkedIn's Grip on Talent Discovery
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
AI Isn't Giving Your Team More Time. It's Giving Them More Work.
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