33m ago · 3 min read · In an era marked by dynamic trade policies and fluctuating tariffs, U.S. importers have found themselves navigating a complex landscape. However, a significant development promises a potential windfall for these businesses: the launch of the U.S. gov...
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3h ago · 3 min read · title: "Shannon AI Review: Autonomous Web Pentesting Agent" published: true description: "Shannon autonomously pentests web apps at 96% XBOW success for ~$50 a run. We review how it works, what it misses, and who should use it." tags: [security, ai, ...
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3h ago · 4 min read · In late 2024, a developer on V2EX asked a deceptively simple question: they wanted to build their own code agent and asked what open source projects they could learn from. The post drew the kind of engaged, substantive responses that make that forum ...
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22h ago · 3 min read · Open source has a discovery problem. The tools exist. Great ones, built by brilliant people. But finding the right tool — the one that's actively maintained, actually solves your problem, and won't di
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1d ago · 7 min read · There was a time, not that long ago, when anyone serious about AI-generated images just pointed to an API and called it a day. The gap between what you could run yourself and what a hosted service cou
Join discussion1d ago · 3 min read · A post appeared on V2EX last week that would have seemed fanciful two years ago. The author wanted to build their own code agent from scratch, asked for open-source reference projects, and framed it as a weekend project. This wasn't a joke or a thoug...
Join discussion1d ago · 4 min read · Kimi K2.6 doesn't just match Opus 4.6 on benchmarks. It runs for 12 hours straight, makes 4,000+ tool calls, and deploys 300 parallel sub-agents without breaking a sweat. The fact that it's open weights is almost an afterthought. That's the shift nob...
Join discussion1d ago · 13 min read · The Per-MAU Tax Nobody Mentions in a Marketplace Pitch Here's a problem that doesn't show up in any Y Combinator fundraising deck, but kills marketplace unit economics the moment you try to scale: per-monthly-active-user chat pricing. You go to the T...
Join discussion1d ago · 6 min read · VS Code 1.117 shipped today, and buried in the release notes is a feature that changes everything for Enterprise and Business teams: Bring Your Own Key (BYOK) for language models. This isn't a minor convenience—it's Microsoft acknowledging that compl...
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