Anthropic and OpenAI are bundling AI capabilities into memory systems and workflow templates—starter repos and checklists now outcompete generic courses.
Summary
Long-horizon coding and research tasks now require persistent context across sessions. Developers building AI tools should architect around stateful workflows rather than one-shot prompts to match where frontier models are moving.
Why it matters
Long-horizon coding and research tasks now require persistent context across sessions. Developers building AI tools should architect around stateful workflows rather than one-shot prompts to match where frontier models are moving.
Implementation verdict
Replaces: generic documentation and course-based learning. Requires: starter repo + workflow map + implementation checklist as product baseline. Worth trying now—the market is already rewarding packaged systems over PDFs.
Sources
Dev Signal
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