ingest: Stanford SWEPR widening-gap study and AI-in-SDLC adoption pitfalls
Add two new sources with summaries, new concepts (developer-as-agent-manager, review-is-the-new-bottleneck), new entities (SWEPR, Nikolai Sheiko), and a query on the Stanford source; update related concept pages, overview, index, and log.
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- Orbs, sleep/wake, one-URL packaging, multiplayer handoff, the 16-minute live demo, the collapsed cloud-IDE objections, Quinn's proof line, paper-cut velocity, local-dev prediction, infra-margin prediction — [[2026-07-28-agentic-engineering-10x-developer]].
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- Fire-and-forget as a native harness mode; completion notifications as what makes background agents usable — [[2026-07-14-skills-based-on-git]], [[harness]].
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- The same mode as a job description: the AI-developer is IO-bound, runs tasks in parallel, and "if you launched Claude Code and sit watching it work — you're a bad employee" — [[2026-07-30-rakes-in-ai-sdlc-adoption]] (the role-shift side lives at [[developer-as-agent-manager]]).
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- Scheduled agents producing while you sleep (the non-engineer version) — [[personal-ai-operating-system]].
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## Related Pages
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- Concepts: [[harness]] (async is one of its two modes), [[agentic-loops]], [[make-more-cheap-code]] (proof artifacts are throwaway code with a job), [[shedding-weight]] (async is what makes killing the backlog possible — parked agents replace queued tickets), [[personal-ai-operating-system]], [[context-as-scarce-resource]]
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- Concepts: [[harness]] (async is one of its two modes), [[agentic-loops]], [[make-more-cheap-code]] (proof artifacts are throwaway code with a job), [[shedding-weight]] (async is what makes killing the backlog possible — parked agents replace queued tickets), [[personal-ai-operating-system]], [[context-as-scarce-resource]], [[developer-as-agent-manager]] (the human role this mode implies), [[review-is-the-new-bottleneck]] (where the parallel diffs pile up)
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- Entities: [[thorsten-ball]], [[amp]], [[claude-code]]
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## Contradictions / Uncertainty
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