Zachary Proser

A complete record of 60 coding-agent runs across an 80.76 GiB local DeepSeek quant, hosted DeepSeek, and hosted Claude: task design, hidden scorers, repair passes, provider recovery, exact cost, uncertainty, and workload fit.

The strongest predictor in a 60-run local-vs-cloud coding-agent benchmark wasn't model quality or price - it was patch footprint. Four-plus-file changes fell to 3/7 held-out checks on every route, including the lane that cost 25x more per run. Decompositi

Learn how to configure your own provider keys with the AI Gateway.

Bring your own provider API keys

A measured comparison of OpenRouter and Vercel AI Gateway across fees, provider redundancy, model catalogs, prompt caching, routing controls, privacy, and developer experience.

A current Wispr Flow vs Speechify comparison for dictation, reading, pricing, platforms, privacy, and daily professional writing.

Compare Apple Dictation with Wispr Flow for iPhone voice typing, including offline use, AI cleanup, personalization, privacy, and cost.

Two weeks using Vercel AI Gateway for Claude Code: measured cost and latency, plus the model table and alias that make switching models fast.

The best Granola alternatives for saved recordings, CRM automation, Notion workspaces, video review, and Zoom-native governance.

Sampling Thinking Machines' Inkling through Baseten and Vercel, then using one alias pattern to route Claude Code between private local DeepSeek and the Vercel AI Gateway.