# peltier.io > Spot cooling for hot paths. A profile-guided optimization agent that > only ships wins it can prove. Peltier profiles real binaries and services, isolates hot paths, proposes optimizations, and accepts a change **only** when two independent bars are cleared: 1. **Behavioral equivalence** — the change provably preserves behavior (upstream tests, byte-identical golden replay, differential fuzzing, sanitizers) or it is discarded. 2. **Statistical significance** — the speedup's bootstrap 95% CI lower bound clears a threshold on trusted, calibrated hardware. Everything else is commentary. A change without both is not a win; it is a ledger row explaining why not. ## What it has actually done Every number here carries its 95% confidence interval and its workload, and every one survived the gates above. These are not projections. | Result | Verified | |---|---| | tokei (Rust) — three compounding class-5 algorithmic wins | +10.7%, +3.7%, +9.9%, each CI-significant | | tokei — link-time optimization (class 1) | +10.4%, CI [+8.5%, +12.0%] | | cJSON (C) — number-handling rewrite (class 5) | +8.85%, CI [+7.5%, +10.0%] | | cJSON HTTP service — p50 latency under replayed load | +6.2%, CI [+5.8%, +7.2%] | | comrak (Rust) — mimalloc allocator swap (class 2) | +4.6%, CI [+3.3%, +5.8%], human-ruled | Across **five phases and 34 ledger rows**, with **zero shipped false accepts** — including two occasions where the pipeline itself over-accepted and the audit caught it before anything shipped, each becoming a permanent new gate. ## The differentiator Consultants sell surveys; compilers sell flags. Peltier sells **verified deltas with the methodology attached** — a stopwatch on pinned hardware, a proof of equivalence, and an ROI figure whose confidence interval you can quote to a hostile reviewer. That is the entire product, and this site is how it works. Start with [the thesis](./thesis.md), or jump to a [case study](./case-studies/overview.md). To run this discipline on your own code from your own agent, see [the peltier skill](./skill.md).