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Insights on AI, machine learning, and technology strategy
GPT-5.4 offers 1M tokens via API but only 32K on ChatGPT Plus. Here is what the context window gap means for real business tasks and when it actually matters.
OpenAI dropped GPT-5.4 the same week its head of robotics quit over the Pentagon deal. Broadcom's $100B chip forecast and Block's 4,000 AI layoffs round out a week where acceleration itself became the story.
Anthropic's new labor market research introduces 'observed exposure' — a metric that separates what AI can theoretically do from what workers are actually using it for. In software and data roles, that gap is 61 percentage points. The framework is designed to detect displacement before unemployment data shows it.
A new Harvard Business Review study finds AI tools can cause cognitive overload — not just productivity gains. Here's what small business owners need to know to get the benefits without the burnout.
Grammarly's Expert Review feature has been generating AI writing feedback under the names of real journalists, editors, and deceased academics — without their knowledge or consent. If your team uses Grammarly Business, that feedback ran through your documents too.
Perplexity just launched Computer, a system that orchestrates 19 frontier AI models to handle complex workflows end to end. For small businesses already juggling multiple AI tools, this points to where productivity is heading.
Anthropic shipped scheduled tasks in Claude Code. For small businesses with development teams, this turns an AI coding assistant into a lightweight automation layer for monitoring, maintenance, and reporting.
ARK Invest projects AI agents will facilitate $8 trillion in online commerce by 2030. The number is probably achievable. The infrastructure layer required to get there is barely in production — and most coverage skipped it entirely.
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.
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.