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1157 postsAI Agents Take on Embedded RTOS Vulnerability Research
How a Codex-based AI agent, Trail of Bits skills, and a custom GDB stub enabled vulnerability research on an eCos cable modem's RTOS firmware.
'Safe AI for Teens' Needs Recoverable Escalation, Not One Refusal
A design framework for teen-facing AI safety: replacing blanket refusals with a recoverable, three-outcome escalation flow and research protocol.
Reading AI Memory OSS as a Backend System, Not a Prompt
A 10-question framework for evaluating AI memory OSS as backend infrastructure, using Honcho's pinned source and change history as a case study.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comMicrosoft's AI Bug Hunt Tripled CVEs: The Data Behind It
Microsoft's July 2026 patch hit 1150 CVEs, 3x the prior baseline. Public CVRF data reveals how AI-driven bug hunting also reshaped severity.
Why Coding Agents Improve More From Harness Design Than Models
LangChain pushed a coding agent to Terminal-Bench's top 5 without changing the model — the gains came entirely from harness design.
TormentNexus AI Skill Registry Reaches 5,776 Modules
TormentNexus' AI skill registry hits 5,776 modules, enabling chainable automation for code review, Terraform generation, and database migrations.
Claude Code's Prompt Cache Cost Depends on How You Launch It
Claude Code prompt-cache costs vary by launch path: measurements reveal a large fixed overhead and a subagent fan-out cost multiplier.
Synapse Lets AI Flag False Positives, Never Delete Findings
Synapse's two-model AI triage flags false positives in security scans without deleting findings, preserving gate reliability and audit trails.
Building an AI Dubbing Pipeline with faster-whisper and XTTS-v2
A step-by-step guide to building an open-source AI dubbing pipeline with faster-whisper, XTTS-v2 and FFmpeg that clones voices while keeping audio in sync.
Interdict: A Postgres Safety Layer Against Rogue AI Agents
Interdict simulates risky SQL writes from AI agents before execution, measures exact blast radius, makes changes undoable, and blocks unsafe statements without human approval.