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Insights on AI, machine learning, and technology strategy

GPT-5.4 is live. For small and midsize teams, the win is not instant migration — it's setting eval gates, model routing defaults, and rollback rules before feature teams move.

Cursor’s new Automations launch extends AI coding from prompt-response sessions into continuously running agent workflows. For SMB software teams, this changes how backlog triage, QA loops, and maintenance work can be delegated.

Ajeya Cotra at METR updated her AI coding agent forecast from ~24-hour tasks to >100 hours — in under two months. If your AI tool evaluation used SWE-bench or time-horizon metrics from Q4 2025, you're running on expired data.

Databricks says its new KARL agent uses reinforcement learning to deliver faster, cheaper, and stronger grounded reasoning over enterprise data. Here’s what SMB leaders should pay attention to right now.

Google's NotebookLM now generates fully animated cinematic videos from your documents using Gemini 3, Nano Banana Pro, and Veo 3. Here's an honest accounting of where it earns that Ultra subscription price—and where it doesn't.

Google Workspace now has an official unified CLI covering Gmail, Drive, Calendar, Docs, and Sheets. For small businesses, this turns repetitive admin work into scriptable workflows without building custom API wrappers.

Microsoft’s Copilot Tasks preview reframes AI from assistant chat to action-taking workflow execution. Here’s what small businesses should test now, where human approval still matters, and how to prepare for practical rollout.

OpenAI's Codex app landed natively on Windows today, eliminating WSL-based workarounds. Paired with Symphony's spec-first orchestration, it closes the gap that kept Windows dev shops on the sidelines of agentic coding.

NotebookLM’s new Cinematic Video Overviews expand beyond audio summaries into visual explainers. For agencies, consultants, and course creators, the key question is whether Ultra-tier pricing translates into measurable client and content throughput gains.

The OpenAI-Pentagon deal didn't just split two labs — it forced every IT buyer into a position. Six signals that turn this week's drama into a concrete procurement decision.

Google’s Canvas in AI Mode is now broadly available in U.S. English, moving from limited Labs testing toward mainstream use. Here’s what this rollout changes for small business planning, writing, and lightweight coding workflows.

OpenAI shipped GPT-5.3 Instant on March 3 with a 26.8% hallucination reduction, then teased 5.4 the same hour. For developers and ops leads with production API integrations, the question isn't which version is better — it's whether your workflow can handle a model that changes faster than your sprint cycle.
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