Tagged articles

automated patching

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Black & White Path
Black & White Path
Jul 7, 2026 · Information Security

AI-Powered Vulnerability Discovery and Auto-Remediation Framework

Anthropic's open‑source Defending Code Reference Harness uses Claude to replace rule‑based static analysis with AI‑driven threat modeling, scanning, triage, and automated patch generation, offering a configurable end‑to‑end pipeline for C/C++ memory‑safety bugs that can be deployed within a week.

AI securityC/C++Claude
0 likes · 6 min read
AI-Powered Vulnerability Discovery and Auto-Remediation Framework
JD Cloud Developers
JD Cloud Developers
Nov 3, 2025 · Artificial Intelligence

How JoyCode Agent Scored 74.6% Pass@1 on SWE‑Bench Verified: Inside the Patch‑Test Co‑generation Pipeline

JoyCode Agent leverages a multi‑agent, patch‑and‑test co‑generation framework with iterative validation, failure attribution, and experience‑driven retries to achieve a 74.6% Pass@1 rate on the SWE‑Bench Verified benchmark, dramatically reducing computational resources while delivering high‑quality code patches.

AI code generationSWE-benchTesting automation
0 likes · 34 min read
How JoyCode Agent Scored 74.6% Pass@1 on SWE‑Bench Verified: Inside the Patch‑Test Co‑generation Pipeline