Fix runtime OOM: heuristic-first, model optional

Fix demo: robust LoRA load + no forgeenv dependency (app.py)

Switch base to Qwen2.5-Coder-7B + chat template + adapter compat check

Add heuristic repair fallback so demo always returns a clean diff

ForgeEnv deploy