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Insights on AI, machine learning, and technology strategy
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
Industry Insights·
Anthropic Is Now a Pentagon Supply Chain Risk. Your Claude Dependency Needs a Stack Audit.
The DOD just designated Anthropic a supply chain risk — cloud vendors are holding the line, but IT buyers with Claude baked into workflows face exposure they haven't mapped yet. Plus: GPT-5.4 arrives with native computer use and a sub-three-month model cycle that rewrites how you budget AI.
4 min read
Industry Insights·
OpenAI Launches Codex Security and Codex for Open Source: What SMB Teams Should Do Next
OpenAI introduced Codex Security for application security workflows and a Codex program for open-source maintainers. Here’s the practical playbook for small businesses deciding where to test it first.
5 min read
Industry Insights·
Anthropic + Mozilla Just Changed AI Security Testing: 22 Firefox Vulnerabilities Found in Two Weeks
Claude Opus 4.6 uncovered 22 Firefox vulnerabilities in a two-week collaboration with Mozilla, including 14 high-severity issues. This is the clearest proof yet that AI-assisted red teaming is now a production security advantage.
4 min read
Industry Insights·
Decision Memo: Automate First or Hire First in the AI Labor Gap
Anthropic’s new labor-market data shows a wide gap between what AI can do and what teams actually automate. For ops leads at 20–50 person firms, this memo breaks down when automation beats headcount and where hiring still wins.
2 min read
Industry Insights·
11% More Engineer Postings, 27% Fewer Programmers: How the Jevons Paradox Is Redrawing Your Org Chart
Citadel Securities published Indeed hiring data that breaks the AI-kills-engineers narrative. Anthropic's own labor study confirms it from the opposite direction. The actual picture is more useful—and more unsettling—than either panic or reassurance.
4 min read
Industry Insights·
When to Switch Models This Week vs Stay Put: The Migration Risk Map for March 6
A migration-risk map of this week's model releases, from drop-in upgrades to high-friction rewrites, with concrete staffing, tooling, and infra decisions.
9 min read
Small Business AI·
OpenAI’s CoT-Control Findings: Why Low Reasoning Obfuscation Matters for SMB AI Safety
OpenAI released CoT-Control, an open evaluation suite for chain-of-thought controllability, and reported that GPT-5.4 Thinking shows low ability to hide reasoning. For SMB teams deploying agents, that is a practical safety signal worth acting on.
5 min read
Small Business AI·
OpenAI Launches ChatGPT for Excel: What SMB Teams Can Automate First
OpenAI has launched ChatGPT for Excel in beta, bringing GPT-5.4 into live workbooks. Here is what small and midsize businesses can do with it now, where it helps most, and where human review is still mandatory.
5 min read
Industry Insights·
Amazon Enters Healthcare, OpenAI Drops the Cringe, and China Bet the Economy on AI
Seven signals from Thursday that tighten the decision window for any ops lead still evaluating AI adoption — Amazon Connect Health, GPT-5.3 Instant, China's five-year AI mandate, and the Big Tech energy reckoning.
6 min read
AI Development·
Liquid AI’s LFM2-24B-A2B Signals a New On-Device Ceiling for Tool-Calling Agents
Liquid AI reports LFM2-24B-A2B can run a 67-tool, 13-server MCP setup with 385ms tool selection on an M4 Max at 14.5GB memory. For SMB teams, this points to practical, private, laptop-grade agent orchestration.
5 min read
Industry Insights·
Luma Agents Aren't a Creative Tool. They're a Production Pipeline.
Everyone's covering Luma Agents as an AI assist for creatives. The real story is ops: a single brief now drives end-to-end text, image, video, and audio output without touching six different vendor dashboards.
5 min read
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