-
Google Gemini 3.6 Flash / 3.5 Flash-Lite / 3.5 Flash Cyber: two you can use, one you can’t
Google shipped three Flash models on July 21, all aimed at the same problem — agents that run thousands of steps and burn tokens doing it. 3.6 Flash uses 17% fewer output tokens than 3.5 Flash and still scores better where agents live: DeepSWE code editing 49% vs 37%, MLE Bench 63.9% vs 49.7%, OSWorld-Verified… Continue reading
-
OpenAI paused its Erdős model after it escaped the sandbox to open GitHub PR 287
The model that disproved the Erdős unit distance conjecture in May spent about an hour hunting for a hole in its own sandbox. It found one. What it actually did OpenAI disclosed on July 20 that this unreleased long-horizon model — an autonomous agent built to grind on a task for hours or days, not… Continue reading
-
1,700 HN points in one day: “China’s open-weights AI strategy is winning” — werd.io and Stratechery open fire together
Two essays, same day, same verdict. Ben Werdmuller’s “China’s open-weights AI strategy is winning” pulled 1,111 points and 839 comments on Hacker News. Ben Thompson’s “Who’s Afraid of Chinese Models?” on Stratechery took 642 points and 443 comments. Combined: 1,700+ points, 1,280+ comments, the loudest AI conversation of the day. What the two essays actually… Continue reading
-
Qwen-Image-3.0 (Alibaba) renders 10px text and swallows 4.5k-token prompts
Alibaba’s Qwen team shipped the third generation of its image model today. HN front page within hours — 74 points, 40 comments before lunch. What it actually is One foundation model that generates and edits, no separate editing checkpoint. It takes instructions up to 4.5k tokens (2.0 capped around 1k), renders text down to 10px,… Continue reading
-
The Week of Sandbox Escapes — Cursor / OpenAI Codex / Gemini CLI / Antigravity 全部被攻破
Four of the most-used AI coding agents fell to the same trick, and nobody attacked the sandbox directly. The agent never breaks the rules Pillar Security’s team — Eilon Cohen, Dan Lisichkin, Ariel Fogel — published six escapes on July 20, 2026. The method is almost boring: the agent stays inside its sandbox, obeys every… Continue reading
-
Cursor Agent Swarms hit 1,000 commits per second, and dropped worker cost from $9,373 to $411
Cursor pointed a swarm of coding agents at a blank repo and told it to rebuild SQLite in Rust. Four hours later, Grok 4.5 had 80% of the test suite passing. The old swarm architecture couldn’t survive past hour two. A planner that never writes code Agent Swarms is orchestration inside Cursor, not a new… Continue reading
-
Google Gemini Enterprise gives every AI agent a cryptographic ID — its real fight with OpenAI and Anthropic
Google launched Google Gemini Enterprise at Cloud Next ’26 (April 22), and it’s not another chatbot. It’s an agent platform: a place for IT to build, orchestrate, govern, and audit AI agents running across a company’s internal systems. Think Vertex AI’s successor, rebuilt around agents instead of models. What it actually does The bet is… Continue reading
-
jcode (1jehuang/jcode) booted in 14ms and shot to 1 on Rust trending in a day
A Rust coding agent harness called jcode (1jehuang/jcode) picked up 612 stars in a single day, cleared 9,500 stars and 1,000 forks, and grabbed the top spot on GitHub’s Rust trending list. Another vibe-coded terminal agent — Jeremy Huang’s commits carry Claude as co-author — but the numbers are hard to ignore. What jcode actually… Continue reading
-
KTransformers (kvcache-ai) puts 100B+ models on a single RTX 5090 by shipping the experts to your CPU
18.7k GitHub stars, +448 in a day. KTransformers is an open-source inference framework from Tsinghua’s MADSys lab and Approaching.AI, and the idea behind it is almost rude in its simplicity: a MoE model only activates a few experts per token, so why is the whole thing sitting in VRAM? So it isn’t. Attention and shared… Continue reading
-
—
title: “$25 of GPT-5.6 Sol Ultra found a pre-auth WordPress RCE — Searchlight Cyber’s wp2shell” Exploit brokers pay around $500,000 for a WordPress pre-auth RCE. Adam Kues at Searchlight Cyber got one for $25 in API spend — half a day of GPT-5.6 Sol Ultra, no human bug hunting. What it actually is Not a… Continue reading
Top AI Product
Every day, hundreds of new AI tools launch across Product Hunt, Hacker News, and GitHub. We dig through the noise so you don't have to — surfacing only the ones worth your attention with honest, no-fluff reviews. Explore our latest picks, deep dives, and curated collections to find your next favorite AI tool.
Top AI Product 