Winnow AI Consulting — Perspectives https://winnow.tw/en/perspectives/ Field notes on AI adoption, process automation, and where agents actually break, from Winnow AI Consulting. en Excel Didn't Make Every Company Better. Neither Will AI. https://winnow.tw/en/perspectives/tools-change-judgment-stays/ https://winnow.tw/en/perspectives/tools-change-judgment-stays/ Tue, 25 Aug 2026 01:00:00 GMT AI removed the barrier of knowing how, not the barrier of knowing what you want. Tools amplify how well an owner understands the business — no deeper. The Day an AI Rollout Ends, a Job Appears That Nobody Owns https://winnow.tw/en/perspectives/which-part-can-ai-take-over/ https://winnow.tw/en/perspectives/which-part-can-ai-take-over/ Wed, 22 Jul 2026 01:00:00 GMT A rollout does not reduce the total amount of work. It changes the shape of the work — and the new segment has to be owned from inside the company. Your AI Agent Can Finish the Work. It Can't Sign Off on It. https://winnow.tw/en/perspectives/agent-reliability-today/ https://winnow.tw/en/perspectives/agent-reliability-today/ Thu, 18 Jun 2026 01:00:00 GMT An AI agent can finish an entire body of work, but it cannot be the person who gets called when that work fails. The blocker is accountability, not capability. The system worked on delivery day. The real test started after. https://winnow.tw/en/perspectives/one-month-ai-workflow/ https://winnow.tw/en/perspectives/one-month-ai-workflow/ Sat, 30 May 2026 01:00:00 GMT A point solution solves today's problem; whether it grows with the business depends on maintenance and continuous refinement. Local Model or Cloud API? Don't Ask Which Is Stronger First https://winnow.tw/en/perspectives/local-model-vs-cloud-api/ https://winnow.tw/en/perspectives/local-model-vs-cloud-api/ Sat, 09 May 2026 01:00:00 GMT Choose the right model deployment by data, quality, cost, and operations. Where multi-step agent reliability actually breaks down https://winnow.tw/en/perspectives/multi-step-agent-bottleneck/ https://winnow.tw/en/perspectives/multi-step-agent-bottleneck/ Tue, 21 Apr 2026 01:00:00 GMT In multi-step tasks, reliability comes down to the control points. Before you add AI, find the process that is really stuck https://winnow.tw/en/perspectives/process-before-automation/ https://winnow.tw/en/perspectives/process-before-automation/ Sun, 15 Mar 2026 01:00:00 GMT Find the real bottleneck first, then decide whether AI, automation, or another approach is necessary. AI won't arrive all at once — six months of rethinking incremental adoption https://winnow.tw/en/perspectives/incremental-adoption/ https://winnow.tw/en/perspectives/incremental-adoption/ Fri, 20 Feb 2026 01:00:00 GMT Incremental adoption isn't about being slow — it's about building learning into every step.