Harden framework: tests, VRAM Python, dashboard spec, security, CI

- Rewrite vram_detect in Python with fixed config parsing and 10KB read limit

- Add pytest suite (72 tests) covering dashboard core, app security, and VRAM

- Standardize all prompts to .automaton/tasks/{task-name}/ path

- Reconcile dashboard spec with web implementation; remove themes.py

- Remove half-implemented refresh.py file watcher

- Harden dashboard static-file serving and task-name validation

- Add uncommitted-change guard to update.sh and real Gitea URLs

- Add AGENTS.md, Gitea CI workflow, and template documentation

tasks/rewrite-vram-detection-python/VERDICT.md

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+# Verdict: Rewrite VRAM Detection as Python Script
+
+## Status: PASS
+**Completion Date**: 2026-06-14
+
+## Summary
+`scripts/vram_detect.sh` has been replaced by `scripts/vram_detect.py`. The new script is more testable, fixes config-parsing bugs, and preserves the existing CLI and JSON output format.
+
+## Findings
+- New Python script created and made executable.
+- Old shell script deleted.
+- All references in prompts, README, and install script updated.
+- Manual runs with and without model arguments succeed and produce valid JSON.
+
+## Remaining Issues
+None.
+
+## Score
++10 PASS