From-scratch reimplementation of Mythos Glasswing pipeline
A new project has been launched that reimplements the Mythos Glasswing pipeline for vulnerability discovery. This approach emphasizes the use of multiple narrow agents working in parallel, rather than relying on a single large model. The pipeline includes various stages designed to enhance the accuracy and efficiency of finding vulnerabilities in codebases.
- ▪The pipeline consists of eight stages, each with a specific purpose and model.
- ▪It utilizes a feedback loop to improve the discovery process by seeding new hunts based on reachable bugs.
- ▪The project is licensed under MIT, allowing for free reuse and modification.
Hacker News (Newest) files mainly under programming. We currently carry 5,306 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | GitHub |
| Canonical URL | https://github.com/evilsocket/audit |
| Publication time | Tue, 19 May 2026 00:11:04 +0000 |
| Retrieval time | 2026-05-19T00:34:57.023Z |
| Last seen | 2026-05-19T00:34:57.023Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | E_QNeGVkHFJ8 |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
audit An 8-stage vulnerability-discovery agent, driven by your Claude Pro / Max subscription through the official Claude Code Agent SDK. Many narrow agents, deliberate disagreement, and an explicit reachability gate. MIT-licensed. No API key needed if you already use claude login. Origin This project is a from-scratch reimplementation of the pipeline described in Cloudflare's Project Glasswing post, which tested Anthropic's Mythos preview LLM against Cloudflare's own codebase. The blog argues that real-world vulnerability discovery does not come from asking one big model "find bugs here" — it comes from: Many narrow agents working in parallel on tightly-scoped questions ("Look for command injection in this specific function, with this trust boundary above it") rather than one exhaustive…
Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.