▸ Why Bodhi
Generalists answer. Specialists verify.
Frontier models are extraordinary generalists; we benchmark against them constantly. But the craft of code is adversarial and verification-driven. It rewards a different kind of machine.
It lives in code.
General models learn code as one subject among thousands. Bodhi learns it as the whole curriculum, with the harshest grader there is: does it compile, does the test pass, does the exploit reproduce. Security corpora, disclosed CVEs, and real audit reports are its textbooks because they are where code is judged hardest.
A chat window can't run a fuzzer.
Ask a frontier chat about your binary and you get prose. Bodhi runs CodeQL, Semgrep, angr, AFL++, Z3, and Ghidra against the artifact itself, and folds what the tools prove back into its reasoning. The hardest problems fall to orchestration, not to one clever answer.
Your code never leaves.
Every frontier model is an API into someone else's cloud, where your unreleased product and unpatched flaws become someone else's traffic. Bodhi runs on hardware you own. For defense and regulated industries, it runs with the cable unplugged.
Built for the work, so it doesn't flinch.
General assistants routinely refuse legitimate, authorized security engagements halfway through; the policy is right for them and wrong for you. Bodhi is purpose-built for authorized offensive and defensive work, with scope controls and audit trails instead of refusals.
Side by side.
| Bodhi | Frontier generalists | |
|---|---|---|
| Focus | Code, end to end | Everything, evenly |
| Training signal | Execution ground truth: compiles, tests, reproduces | The open internet, graded on plausibility |
| Tools | Executes them in a verification loop | Describes them |
| Patches | Re-attacked until the exploit dies | Suggested, unverified |
| Deployment | Cloud, on-prem, or fully air-gapped | Their cloud |
| Your code | Stays on your hardware | Leaves your network |
| Authorized red-team work | In scope, with audit trails | Frequently refused |
| Cost model | Own the appliance, predictable | Per-token, forever |
// Characterization of general-purpose assistants as a class, not of any single product.
Measured, not claimed.
- 86.6% HumanEval native, 95% SecQA. Frontier-grade coding with deep security knowledge in the same weights, on a single workstation.
- Parity with a leading frontier model on real DeFi audits. In our June 2026 head-to-head on production protocol code, Bodhi matched it finding-for-finding, 10/12 each, running on hardware you could put under a desk.
- Zero false positives on the DeFi audit suite. Every reported issue carried a working exploit path. Engineers' time is the scarcest resource in software; Bodhi doesn't spend it on noise.
- 100% remediation closure on our 50-CVE suite. Single-shot answers fix some of it. With the verify-and-repair loop engaged, every vulnerability in the suite ends patched and re-verified. The loop is the difference.
- 29/30 in adversarial red-vs-blue exercises. Attack and defense, scored end to end.
// Internal evaluations, June 2026. Methodology and transcripts shared with beta customers.
Benchmark it yourself.
Bring a codebase you know. We'll bring the engineer that doesn't sleep.