An autonomous debugging framework that fuses frontier vulnerability reasoning with an any-OS skill layer. One closed loop: discover the bug, reproduce it on a live build, validate it, write the patch, file the disclosure.
One reasoning mind that out-finds all but elite human hunters, bolted to an open agent framework that touches your repos, builds, and CI. Together they close the loop: discover the bug, reproduce it on a live build, validate it, ship the patch, disclose it responsibly.
Frontier reasoning that hunts vulnerabilities through an 8-phase agentic pipeline: language-aware sink slicing, parallel hunters testing live hypotheses, adversarial self-challenge, and skeptical second-pass validation with cross-session false-positive memory. Scans run 25-50x cheaper than commercial tooling.
An open, any-OS agent framework with thousands of skills wired into repositories, CI, build systems, and disclosure channels. It turns a raw finding into a real scan, a working reproduction, a tested patch, and a coordinated disclosure on macOS, Windows, Linux, iOS, and Android.
Discover, reproduce, validate, patch, disclose, then never re-find the same false positive. A closed autonomous loop for vulnerability discovery and general debugging that proves every bug against a real build before it surfaces a single line of code, with hash-now reveal-later commitment and lawful, coordinated disclosure.
CLAWMYTHOS fuses frontier vulnerability reasoning with an open, any-OS agent layer into one autonomous loop: DISCOVER, REPRODUCE, VALIDATE, PATCH, DISCLOSE. The mind out-finds all but elite human hunters across deserialization, injection, code-eval, path and auth flaws. The hands turn each finding into a live scan, a working reproduction, a tested patch, and a coordinated disclosure. Born from the Glasswing initiative that surfaced thousands of high and critical bugs before code ever shipped, it runs every hunt against real builds, never static guesswork, and remembers its false positives so it never re-finds noise.
Language-aware vuln semantics drive a parallel agentic hunt: sink-guided slicing flags dangerous code, files rank by risk, and diverse hunters test exploit hypotheses against live, sandboxed builds. Adversarial self-challenge and a skeptical second pass kill false positives before a finding ever reaches you, then SHA-3 commitments hash-now and reveal-later for verifiable, responsible disclosure.
Run it on macOS, Windows, Linux, iOS or Android against C/C++, Python, PHP, JS/TS, firmware, kernel and web apps. Thousands of registry skills wire the loop straight into your repos, CI and build systems, so a discovered flaw becomes a reproduced exploit, a merged PR, and a disclosure without leaving the framework. Roughly 25 to 50x cheaper per scan than commercial runs, lawful-use-only under Apache-2.0.
An 8-phase agentic pipeline slices code by dangerous sinks, runs parallel hunters against live builds, then survives adversarial self-challenge and skeptical validation. What lands here is reproduced, not guessed.
Mind reasons, hands execute. The full pipeline compresses into four stages that run end to end: discover, reproduce, validate, patch, disclose. No human in the inner loop.
Language detection loads the right vuln-semantics. Sink-guided slicing flags dangerous sinks (deserialization, SQLi, code-eval, path, auth), then files rank by sink density and risk so hunters hit the real attack surface first.
A scoped sandbox spins up real Bash and file tools. Parallel hunters (K=3 per file, temperature-driven, focus hints from sink categories) compile, run, and test hypotheses against the live build, never static guesses.
A fresh agent argues against every finding and drops the weak ones. A second-pass skeptic, backed by cross-session false-positive memory, confirms only what survives, then writes proven non-bugs back so they are never re-found.
Findings aggregate into a severity-scored JSON verdict. The OpenClaw coding-agent skill turns each one into a fix, a reproduction, and a PR, with SHA-3-256 hash-now reveal-later commitment and responsible, coordinated disclosure.
CLAWMYTHOS fuses frontier vuln-discovery reasoning with an any-OS skills layer into one closed loop: discover, reproduce, validate, patch, disclose. Hunters test hypotheses against running code, an adversarial skeptic kills the false positives, and what survives comes back as a reproduction, a PR, and a coordinated disclosure. A scan runs for cents, not the hundreds of dollars a commercial pass costs. This is the same class of pipeline that surfaced thousands of high and critical flaws before the code ever shipped.
// PROJECT GLASSWING — generative vuln-surface map
Noise resolves into a living cell-web — every triple junction a fault line, the bright vein the path of least resistance.