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What shipped, what broke, and what it really cost — from running production AI systems.
Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.

Custom GPTs: Retirement Dates and What to Move Where
Custom GPTs retirement dates by plan, what moves to plugins, when Projects fit, and a checklist for preserving your team’s workflows.Oct 30, 2026AI
Claude for Legal: Plugins, Artifacts and a First-Week Pilot
Claude for Legal explained: plugins, connectors, artifacts, data terms, and a supervised pilot with a worked example from Anthropic.Oct 30, 2026AI
GPU Cloud Providers 2026: Runpod, Lambda, CoreWeave, Vast.ai, Modal, Together AI and Google Cloud
Compare Runpod, Lambda, CoreWeave, Vast.ai, Modal, Together AI and Google Cloud for fine-tuning, serverless inference and clusters.
Oct 30, 2026Build
AI Inventory Management: Forecasts, Reorders and a 30-Day Pilot
Learn how AI forecasts stock demand, what data it needs, where human judgment matters, and how to pilot inventory planning on 20 SKUs.Oct 30, 2026AI
Interact Quiz Maker Review
Interact quiz maker review for coaches and consultants: quiz types, AI drafts, lead capture, email handoffs, limitations and who should use a form instead.Oct 30, 2026Business
Atria AI Review
Atria AI review for small Meta and TikTok ad teams: workflows, limitations, who should skip it, and how it compares with Motion.Oct 30, 2026Business
AI RFP Software 2026: Loopio, Responsive, AutoRFP.ai, Inventive AI, AutogenAI and Iris (Compared)
Compare AI RFP software by team size and answer-library maturity, with verified vendor details, practical limits and a live-RFP trial plan.Oct 30, 2026AI
Castmagic Review
Castmagic turns recordings into posts, newsletters and clips. See where it fits a business content team, what needs editing and who should skip it.Oct 30, 2026Business
Consensus AI Review
Consensus for business research: what it searches, how to check its citations, when Pro is worth paying for, and when ChatGPT or Perplexity fits better.Oct 29, 2026AI
AI Contract Review Software 2026: LegalOn, Spellbook, Luminance and More (Compared)
Compare LegalOn, Spellbook, Luminance, Ironclad, Juro, Claude and ChatGPT by contract-review job, with a 30-minute NDA trial.Oct 29, 2026AIThe lanes.Pick the one you came for.
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AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.326 piecesBuild
Ship software with AI, whether or not you write code: coding agents, app builders, automation, MCP and the infra under it.126 piecesDesign
AI as a craft tool for designers, brand owners and creative directors: image, video, type, and the prompts behind the work.220 piecesBusiness
Voice and phone agents, customer service, sales and marketing, operations and AI search visibility, for the people who run a business.8 piecesPlaybooks
AI for your niche: the workflows that actually move, tool by tool, priced52 piecesExplained
What shipped, explained: every real release, decoded for the people who use it0 piecesLab
The agent journey, entry by entry: what shipped, what broke, what was decided, in the ventures I run1020–1022 / 1022

Cursor Cloud Agents May 2026: 2 gaps it still can't close
Cursor's May 13 release moves cloud agent environments from demo infra to production tooling. The release is real, the numbers are real, and the SERP is reading it wrong. This piece argues the real choice isn't managed-versus-DIY, it is…May 14, 2026AI
Claude for Small Business: What It Kills in a $50K Stack
On May 13 Anthropic launched Claude for Small Business, a Cowork add-on with eight native connectors and fifteen ready-to-run agentic workflows priced at zero incremental cost on top of an existing Claude license. This piece is the…May 14, 2026AI
Cloudflare's '100x engineer', a 6-agent operator's take
Matthew Prince cited 2x-100x AI productivity gains to justify 1,100 layoffs. I run 6 production agents on the exact stack he's describing. The 100x engineer framing is conceptually wrong, and founders copying it into H2 headcount plans are about to cut the wrong people.May 12, 2026BusinessPrefer this site in Google
Mark omidsaffari.com as preferred and Google lifts it in Top Stories, AI Overviews and AI Mode for you.
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