Apply AALC-specific conventions when implementing, debugging, or reviewing desktop automation, image or template matching, task orchestration, cooperative stopping, PySide6 UI, configuration, debug switches, or code structure in AhabAssistantLimbusCompany.
Diagnose AALC issue reports, local issue archives, logs, screenshots, stuck flows, crashes, misclicks, emulator failures, or asset-matching problems by separating configuration, version drift, runtime environment, missing evidence, template drift, and code…
Prepare, publish, verify, repair, or roll back an AALC canary prerelease, including isolated release work, version and changelog updates, build and update-protocol checks, tags, GitHub Actions, release notes, artifact inventory, channel behavior, and…
Review AALC uncommitted changes, staged diffs, commits, branches, pull requests, upstream contributions, or downstream sync branches for confirmed defects, regressions, automation safety, i18n drift, upstream-style mismatch, unnecessary defaults, one-use…
Bring selected upstream AALC fixes or refinements back into the downstream fork, including patch-identity screening, isolated worktree integration, exact/adapt/rewrite selection, pre-commit validation and review, one-logical-fix commits, and reconciliation of…
Replay AALC template matching from user screenshots against repository assets, verify logged similarity values, compare resolutions or matching models, diagnose bbox and crop failures, and reproduce the production ImageUtils pipeline. Use only when evidence…
Contribute a verified AALC behavior or fix from the downstream fork to upstream, including isolated worktree setup, porting-strategy selection, upstream-native rewriting, contamination and style review, regression tests, pull-request review and CI iteration,…