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Insights on AI, machine learning, and technology strategy

When to Switch Models This Week vs Stay Put: The Migration Risk Map for March 6
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
OpenAI’s CoT-Control Findings: Why Low Reasoning Obfuscation Matters for SMB AI Safety
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
OpenAI Launches ChatGPT for Excel: What SMB Teams Can Automate First
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
Amazon Enters Healthcare, OpenAI Drops the Cringe, and China Bet the Economy on AI
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
Liquid AI’s LFM2-24B-A2B Signals a New On-Device Ceiling for Tool-Calling Agents
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
Luma Agents Aren't a Creative Tool. They're a Production Pipeline.
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
OpenAI Launches GPT-5.4: The SMB Playbook for a Safe Week-One Rollout
Industry Insights·

OpenAI Launches GPT-5.4: The SMB Playbook for a Safe Week-One Rollout

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.

6 min read
Cursor Automations Pushes AI Coding Toward Always-On Execution
Industry Insights·

Cursor Automations Pushes AI Coding Toward Always-On Execution

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.

4 min read
The SWE Benchmark Your Team Used to Vet AI Coding Tools Expired in 7 Weeks
Industry Insights·

The SWE Benchmark Your Team Used to Vet AI Coding Tools Expired in 7 Weeks

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.

5 min read
Databricks Launches KARL: A Grounded-Reasoning Agent Built for Enterprise Data
Industry Insights·

Databricks Launches KARL: A Grounded-Reasoning Agent Built for Enterprise 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.

5 min read
NotebookLM Goes Cinematic: Can a $250/Month Subscription Replace Your $1,500 Explainer Video?
Industry Insights·

NotebookLM Goes Cinematic: Can a $250/Month Subscription Replace Your $1,500 Explainer Video?

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.

4 min read
Google Workspace CLI Is Official: What SMB Teams Can Automate This Quarter
AI Development·

Google Workspace CLI Is Official: What SMB Teams Can Automate This Quarter

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.

5 min read