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Insights on AI, machine learning, and technology strategy
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
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
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