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Insights on AI, machine learning, and technology strategy
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Dive deeper into the subjects that matter to you
Implementation notes for building AI tools around real business data, handoffs, review queues, and safeguards.
Product notes, service updates, and BaristaLabs news that affect how small teams use AI at work.
AI market news translated into workflow decisions, risk boundaries, and practical next steps for small businesses.
Model concepts explained through thresholds, queues, and error costs that small teams can actually manage.
Plain-language guidance for owners and operators choosing one useful, reviewable AI workflow at a time.
Hands-on guides for approval policies, shadow weeks, agent receipts, and other AI workflow controls.