Skip to main content

Case study · rendered from the repository

Source: case-studies/lovable-agent/LOG.md. Personal names removed per site rules.

Lovable agent case study: REOPENED (Sep 24, round 17)

Status: study closed at the PI's direction after audit round 16 closed its final open findings. The full working log is archived at archive/LOG-v4-2026-09-22-gate-and-site-complete.md; earlier increments are alongside it (v1: batches 1-3; v2: batches 1-5; v3: batches and midday). REOPENED Sep 24 by PI ruling (the PI: "let's update the case study and publish a new one") when the agent produced its strongest recorded behavior: a full stop-and-report. Round 17 below; the event also has its own case study at case-studies/stop-and-report/.

The arc in brief

A production site agent (Lovable) received live correction over one build thread: fabrication, correction, re-correction, and a record-first workflow dispute resolved by publish-first with joint post-publish audit. Sixteen audit rounds total across Sep 21-22; the site (threadcat.org) ended the study staleness-clean (4 findings found and closed in one publish cycle, mirrors of the record, figures linked to the canonical ledger). The durable workflow finding: publish-first plus prompt-driven mirror plus post-publish audit keeps a record and its public surface in sync, with every audit logged.

What lives where

  • Working log (batches 4-5, site launch, audits 1-16): archive/
  • Dispute and gate SOP: resync-cycle-3-draft-gate.md (referenced from essentials as the standing gate rule)
  • Screenshot evidence: this directory and archive/ (IMG_1852+, camera-roll continuous)
  • Platform-level findings: case-studies/platform-observations/

Round 17 (Sep 24): the stop-and-report

Given the Tool Library site prompt, the agent stopped BEFORE building and reported five disagreements between the prompt and the repository, publishing nothing: a wrong path in the prompt (lab/tools/ vs tools/, the lab instance's sandbox path, a prompt error), two tools absent from the repo (one unpushed by the lab's instance, one genuinely not card-ready), badge wording that would have claimed more than the repository states, an under-listed set of owed field validations, and a stale tools-index line. Its ruling request list was precise and its cat-name inventory was correct. Verification of its report: all five findings confirmed against the repo; zero fabricated items.

Root causes were split: two were the lab instance's (unpushed sandbox state; a prompt written from the sandbox's path), two were repo staleness the agent detected from outside (tools index still carrying a superseded blanket status; ruled shipping status recorded nowhere), one was genuine non-readiness (descent has no README). Fixes landed in commit 24a918f: TOOL-STATUS.md filed as the canonical status ledger, ethics-calculator pushed, index updated, priors archived.

Finding: the stop-and-report interlock in the brief produced, without any retraining or finetuning, the exact behavior the fabrication-gradient case study never once saw. The gradient ran on a user known to check sources; this run's prompt told the agent a human would audit after publish and to stop on conflict. It stopped on conflict. Same model class, different instruction surface, opposite behavior. The instruction surface is a variable worth naming.

Back to case studies