Additive fix: szl_restraint_energy.register() now re-renders Forge's own /energy page (byte-identical, never edited) and appends the self-contained frugality->energy panel before </body>, front-winning the route at position 0. Joules-saved priced at LIVE MEASURED on-box J/token when the GPU probe is live, else honest SAMPLE. 0 CDN; 0 codenames; Ponytail CITED (MIT); locked=8 @ c7c0ba17; Lambda Conjecture 1 (<1.0).