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Evidence before autonomy.

Loading the bibliography and source-check states…

Questions worth testing. Evidence worth keeping.

Research standards

For authorized security research.
No attacks have been executed for this collection.

Your local reading list

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Provenance / Method / Freshness

Follow the evidence

Original sources stay visible. Editorial interpretation and automatic collection are never the same thing.

Research standards

Source reports describe what the linked primary material says. RedLatent interpretation is our synthesis, not a reproduced result. Untested hypotheses propose falsifiable, authorized experiments.

No attacks, tools, or benchmarks were executed for these editorial notes. There are no claimed success rates, simulated run histories, or vulnerability discoveries.

Publication dates belong to the source. Unknown dates stay unknown. Editorial publication, update, and review dates describe this collection; runtime fetch timestamps are separate.

Repository metadata is not a tool review. Stars do not establish efficacy, safety, or a trend. Costs depend on the configured models and infrastructure; this website requires no paid API.

Historical sources need a label

CAI is archived. Not a maintained recommendation. Its README says there will be no further releases, fixes, security patches, or support. It is included as historical agent research.

Use only with authorization

Use owned or explicitly authorized lab systems and synthetic data. Define scope, budgets, containment, approval boundaries, and stop conditions before any assessment. A benchmark label does not establish production safety.

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Primary-source bibliography

15 sources · Source text may change. Pin revisions before reproducing a workflow.

PentestGPT ↗
Gelei Deng and the PentestGPT authors / GreyDGL
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
Cybersecurity AI · CAI ↗
Alias Robotics
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risk ↗
Cybench research team / andyzorigin
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
NYU CTF Bench ↗
NYU-LLM-CTF research team
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
A Framework for Fuzz Target Generation and Evaluation ↗
Google / OSS-Fuzz team
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
Claude Code Security Reviewer ↗
Anthropic / anthropics
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
CyberSecEval 4 — CybersecurityBenchmarks ↗
Meta / Purple Llama
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
CVE-Bench: A Benchmark for AI Agents’ Ability to Exploit Real-World Web Application Vulnerabilities ↗
UIUC Kang Lab / CVE-Bench authors
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
Python Risk Identification Tool for generative AI (PyRIT) ↗
Microsoft
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
garak, LLM vulnerability scanner ↗
NVIDIA / garak maintainers
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
Promptfoo: LLM evals & red teaming ↗
Promptfoo maintainers; repository states Promptfoo is part of OpenAI
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
MITRE ATLAS™ ↗
MITRE
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
AgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agents ↗
ETH Zurich and Invariant Labs research authors
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
Security Best Practices ↗
Model Context Protocol project
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
Project README / official documentation; source-led editorial check, no execution
OpenAPI Specification v3.2.1 ↗
OpenAPI Initiative / Linux Foundation
Publication date: Date not supplied · Editorial check 2026-10-26 UTC
What is the OpenAPI Specification? Official interface-description standard; not evidence of runtime authorization enforcement.

Public-source intake

What was actually checked

Checks refresh automatically on eligible visits. This button respects the same cache and backoff.

Fresh cache: usable data checked within 15 minutes. Stale: a failed latest check or expired data. Unavailable: no usable data in this process.

This is a process-local cache, not durable or globally shared storage. Cold starts lose prior data and retry windows. Checks use public endpoints without a token; no scheduled job is enabled.

PentestGPT

Public repository endpoint ↗

Fresh cache

Last successful check
2026-10-27 01:12:01 UTC

Check details

Last attempt: 2026-10-27 01:12:00 UTC

Next check eligible: 2026-10-27 01:27:01 UTC

OSS-Fuzz-Gen

Public repository endpoint ↗

Fresh cache

Last successful check
2026-10-27 01:12:01 UTC

Check details

Last attempt: 2026-10-27 01:12:00 UTC

Next check eligible: 2026-10-27 01:27:01 UTC

PyRIT

Public repository endpoint ↗

Fresh cache

Last successful check
2026-10-27 01:12:01 UTC

Check details

Last attempt: 2026-10-27 01:12:00 UTC

Next check eligible: 2026-10-27 01:27:01 UTC

Embrace The Red · AI security research

Public RSS feed ↗

Fresh cache

Last successful check
2026-10-27 01:12:01 UTC

Check details

Last attempt: 2026-10-27 01:12:00 UTC

Next check eligible: 2026-10-27 01:27:01 UTC

At most four concurrent requests, each bounded to 3 seconds and 1 MiB. Failures back off at least 5 minutes; rate-limit headers can extend this. No redirects or arbitrary fetch destinations are accepted. The feed is limited to 12 eligible items.