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1032 postsNAT Slipstreaming v2.0 Bypasses NAT/Firewalls via the Browser
NAT Slipstreaming v2.0 abuses ALG connection tracking to let attackers remotely open any TCP/UDP port behind a victim's NAT via the browser.
DCGAN Paper Shows Convolutional GANs Learn Reusable Image Features
DCGAN paper introduces a stable convolutional GAN architecture, showing learned features work as general-purpose image representations.
Claude Code Review Token Bills Cut 8-49x With Tree-sitter Call Graphs
A Tree-sitter call-graph blast-radius technique cuts Claude Code review token bills 8-49x, plus three traps that can silently erase the savings.
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.comNetNut takedown data: 28% of seized IPs still live on Bright Data
Layer3 Intel measured the NetNut proxy takedown: most IPs reappeared elsewhere, and 28% remained reachable via Bright Data alone.
Review-Loop Engineering: Designing Real Human Oversight for Agent Loops
Why 'human in the loop' isn't real oversight for AI coding agents, and how review-loop engineering designs packets that expose gaps, not just green checks.
Agentic AI ROI: Track Cost Per Accepted Outcome, Not Tokens
A five-step framework for measuring agentic AI ROI through cost per accepted outcome instead of raw token or infrastructure spend.
If 30% of SWE-Bench Pro Tasks Are Broken, Add an Uncertainty Budget
OpenAI's SWE-Bench Pro audit found ~30% of tasks broken. Learn how to version task validity and report uncertainty intervals in benchmarks.
New Verification Gate Catches AI Models' Silent Omissions
A layered verification gate now catches AI models that silently skip claims they should surface, splitting omission into checkable failure states.
$13,337 Bounty: Google Device Code Flow Account Takeover Bug
Google paid a $13,337 bounty for a confused-deputy flaw in its RFC 8628 device authorization flow enabling account takeover.
Thinking Machines Lab Ships Inkling: 975B-Param Open MoE, Tunable Reasoning
Thinking Machines Lab's 975B-param, 41B-active Inkling model offers encoder-free multimodality and a tunable reasoning-effort control.