In a related two-part blog post, we’ll turn from defending against malicious PRs and automated exploitation attempts to designing the guardrails that allow us to build with AI agents safely. Part 1 explores our harness-first approach to verification, and Part 2 examines how observability-driven feedback loops enable fully autonomous, verification-backed optimization.
If you ever attempted something like the above, you know how the “uncompressed copy” really is an illusion: agents will write the software in a very “organic” way, committing errors, changing design many times because of limitations that become clear only later, starting with something small and adding features progressively, and often, during this already chaotic process, we massively steer their work with our prompts, hints, wishes. Many ideas are consolatory as they are false: the “uncompressed copy” is one of those. But still, now the process of rewriting is so simple to do, and many people are disturbed by this. There is a more fundamental truth here: the nature of software changed; the reimplementations under different licenses are just an instance of how such nature was transformed forever. Instead of combatting each manifestation of automatic programming, I believe it is better to build a new mental model, and adapt.。whatsapp对此有专业解读
Down here I was looking forward, courtesy of the FA Cup, to a brief break from getting up in the middle of the night to suffer through another disappointing Spurs game. So I sat down in front of the telly on a nice Sunday afternoon to cheer on fellow Aussie Oscar Piastri in the Australian Grand Prix, hoping for a win. Yep … crashed out on the formation lap. There is a pattern here and I am wondering if I have some special curse or power. If you have a particular team or sportsperson that you don’t like and want me to cheer for, my rates are reasonable” – Greg Wynn.。业内人士推荐谷歌作为进阶阅读
“未来之城”有启示。再入雄安，惊讶于交通早晚高峰，AI红绿灯指挥有序，十几个路口一路绿灯。从智慧道路，到智能灯杆，再到城市计算中心，“把每一寸土地都规划得清清楚楚后再开工建设”的远见之明，具象体现在雄安新区的每个角落。谋定后动，看似“慢”实则“快”，为的正是未来的“好”。
SpecsExternal display: 6.4 inch, 60 to 120 Hz, OLED, 3,300 nits peak brightnessInternal display: 8 inch, 1 to 120 Hz LTPO, OLED, 3,300 nits peak brightnessProcessor and RAM: Tensor G5 with 16 GB RAMStorage: 256 (UFS 4), 512 GB (Zoned UFS 4), and 1 TB (Zoned UFS 4)Battery: 5,015 mAhCameras: 48-MP wide, 10.5-MP ultrawide, 10.8-MP telephoto (5X), 10-MP front selfie camera, 10-MP inner selfie cameraUpdates (from date of manufacture): 7 yearsExtras: Pixelsnap Qi2 wireless charging, Video Boost, IP68, Google AI Pro Plan, NFC, VPN, Wi-Fi 7, Ultra-WidebandCarrier compatibility: Works on all three major US networks (physical SIM and eSIM)