Researchers describe a training-free method called ledger-based zero-shot self-orchestration, in which multiple copies of one model coordinate through a shared filesystem to solve coding problems. Tested on 100 hard LiveCodeBench problems, orchestrated Qwen3.8 Flash Next hit 93.0% pass@1 versus Claude Opus 5's 90.4% at roughly 9% of the cost, while a locally run Qwen3.8-27B jumped from 66.8% to 92.4% accuracy. The paper notes the gains are not universal, with some models seeing no improvement or worse results.
More stories
A QR code hides its destination until you have already opened it. susQR is a free web tool that checks the link first, and it is worth keeping one tap away.
Netflix reportedly offered Microsoft $500 million for a seven-year deal to adapt Xbox franchises into shows and films, but Microsoft countered at $800 million, and the deal collapsed, according to Puck. Xbox said it has received 'record-breaking interest' in its IP and remains excited about existing projects with Netflix, including animated Minecraft and Diablo series.
An agent is a language model given tools and a loop. That single design choice explains both why agents can finish real work and why they fail in ways a chatbot never could.
A developer's personal blog post demonstrates that GCC 16.2, when compiling C code that triggers undefined behavior (via std::unreachable() or a null pointer dereference), can generate assembly that executes a completely separate, never-called function. In one example, writing to a 'device_command' variable followed by undefined behavior causes the compiler to also emit code for an unrelated 'explode()' function that was never invoked in the source.
Quishing works because a QR code gives you nothing to judge before you commit. Here is what the scams look like in practice and the habits that defuse them.
Internal Meta messages reviewed by Folha de S Paulo show employees acknowledged that President Lula's Instagram accounts suffered negative effects from platform restrictions, while Senator Flavio Bolsonaro's profile and WhatsApp channel were algorithmically recommended. Meta told Reuters the issues were technical, already disclosed publicly, and denied any political bias, saying the internal discussion concerned severity of glitches, not favoritism.
A new router upgrades the link between your devices and the router. Almost nothing people complain about lives on that link, which is why the box rarely delivers the numbers on it.
Cerebras published a technical explanation of how it deploys very large AI models, such as the open-source ~3 trillion-parameter Kimi K3, across multiple WSE-3T wafer-scale chips. The company says it splits models to fit entirely in on-chip memory, since a single WSE-3T wafer holds only 44 GB while frontier models need terabytes for weights alone, enabling inference speeds of 1000-2000+ tokens per second.
A guide advises shoppers to confirm their car already has built-in wired CarPlay before buying a wireless adapter, since these devices only convert existing USB CarPlay to wireless rather than adding CarPlay to cars that lack it. It also recommends checking compatible-vehicle lists, matching USB-A or USB-C ports, and verifying iOS compatibility, citing Amzfeel's adapter as one claiming support for over 800 vehicle models.
Gaming hardware has gotten notably pricier, with the PlayStation 5 Pro's price climbing from $700 at its 2024 launch to $900 today, and resellers like GameStop listing it above $1,400. Despite these increases, budget-friendly new consoles remain on the market for players willing to accept lower graphical performance or less conventional designs, though niche devices like the Playdate or Analogue 3D and generic Android gaming handhelds are excluded from consideration.
AirTags use a standard CR2032 coin cell battery that typically lasts a year or more, though heavy use of features can shorten that to a few months. Users can check battery status via the Items tab in Find My, which shows an orange icon only when a replacement is needed. Replacing the battery involves twisting off the steel back cover and swapping in a new cell with the positive side up.
GoKawiil