Posts on AI Tools.
32 posts tagged "AI Tools".
What shipped on 2026-06-25 wasn't T-004: the verifier is the pipeline's real editor
T-004 was next in the topic-authority backlog — NRB and RNRB explainer, score 11. Two operator-driven publishes on 2026-06-25 shipped IHT rates and property tax reform instead. The backlog had an opinion; the verifier had authority.
Phase 9 claimed self-driving overnight. The first five slots returned twenty percent.
Phase 9 described BBBrain's auto-pipeline as self-driving overnight delivery. Five scheduled slots later, the success rate was twenty percent — four cancellations, two architectural gaps in the publisher, and one duplicate that should never have queued. The rebuild was around explicit failure modes, not the happy path.
The pipeline was wrong before the model ever ran
PR #53 was the first article the X.8 editorial pipeline shipped since H-1/H-2/H-3 lifted, unblocked by a single bug fix in ground.py. Not a prompt change. Not a model upgrade. A function called calculator_scores had a bug, and the model had been synthesising from whatever it returned.
The sibling-rehash rule: wired in the prompt, enforced in the filter
The picker generates three thesis variants per upgrade decision. Multiple upgrade taps on the same topic, same source material, different angles: the pipeline could queue two articles that were really one. Fixing that took two layers — one in the drafter prompt, one in the substitute filter — because prompts are probabilistic and filters are not.
25 PRs, a rescued BoE fetcher, and a composer taught restraint: the editorial pipeline ships
PR #53 merged on 12 June: the first article through the full X.8 grounded editorial pipeline. The morning sweep showed three gaps that had been quietly open — a stale PR that would have deleted the BoE rates fetcher, a composer inferring beyond its sources, and a design sprint that completed the day after. All three closed within 72 hours.