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>10x More Efficient Pretraining (15 minute read)

>10x More Efficient Pretraining (15 minute read)

Without large amounts of compute, small labs can only compete through algorithmic efficiency. Magic's pretraining recipe is now more than 10 times more compute-efficient than that of leading open-weight base models. The startup believes that pretraining, agentic RL, and long-context are sufficient for building superhuman coding agents and automating AI research and development. This post discusses its pretraining and long-context work.
The Agentic Survival Guide: How Security and Marketing Leaders Can Learn to Trust AI Agents
Aug 27 | Blog

The Agentic Survival Guide: How Security and Marketing Leaders Can Learn to Trust AI Agents

AI agent traffic grew 7,851% in 2025. Security and marketing teams are both flying blind, and the fix runs through visibility, identity, and governance, in that order.

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WeWorm (4 minute read)
Sep 09 | Infosec

WeWorm (4 minute read)

Calif has demonstrated a zero-click worm that takes over a WeChat account via an unanswered VoIP call, then uses that account to call the victim's contacts. This exploit relies on a memory corruption bug in WeChat's VoIP stack and requires the attacker to be on the victim's friend list, which is a weak barrier since one compromised friend can lead to further exploitation. Tencent has mitigated this issue in server-side updates and in client versions Android 8.0.77 and iOS 8.0.76, so users should enforce these updates and reconsider trusted-contact privileges in messaging apps.
Switzerland begins testing alternatives to Microsoft 365 to protect its "most sensitive data" and strengthen digital sovereignty (2 minute read)
Sep 09 | It

Switzerland begins testing alternatives to Microsoft 365 to protect its "most sensitive data" and strengthen digital sovereignty (2 minute read)

Switzerland's federal government is piloting Microsoft 365 alternatives across roughly 3,000 workstations, or about 7% of its administrative workforce. Data sovereignty is the primary driver, with licensing costs also contributing to a broader European push to reduce dependence on US-based workplace software.
Call for Open-Source Robotics Benchmarks (3 minute read)
Sep 09 | Hardware

Call for Open-Source Robotics Benchmarks (3 minute read)

Robocurve, a public benefit company backed by YC, has opened a community bounty program to build reproducible open-source evaluation benchmarks for physical AI and autonomous robot systems. To make these benchmarks happen, it is giving away $20,000 and a pair of I2RT ABC Box robot arms to 25 teams who propose the best research benchmarks. Robocurve hopes to accelerate the development of Physical AI by increasing the number and diversity of dexterous robotics benchmarks.

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