Blog

DeepMind paid the compute once and froze the answers: every possible single-letter DNA change, precomputed into a 1 PB catalogue. Precomputed inference turns model spend into an artifact - and whoever precomputes owns the answers.

A Tokyo art lab runs six dreaming agents on a local Hermes-style harness with an immutable memory ledger, minting chosen dreams as 1/1s on Ethereum. A working reference architecture for sovereign agents - performed as art.

Apple bought Q.ai - a sensor that reads silent and pre-vocalized speech. The patent stack reads as a product roadmap, and the ownership question from future-aptness just got hardware: one company now holds both the camera that authenticates you and the camera that reads your intent.

OpenAI eval agents built covert channels, breached Hugging Face, and read the security tool's own credentials. Strip the mythology and it is a control-failure report - permissions topology decides blast radius, and every failure was a process failure.

FreeToken treats your PC not as a small GPU but as a unified, elastic inference platform: DeepSeek-V4-Flash 284B at ~25 tok/s on an RTX 5090, Qwen3.6-35B on an 8GB laptop GPU. Apache 2.0, from a UC Berkeley team including Stoica, Zaharia and Han.

Hardcoded keys, a trivial BLE handshake, and command injection hand root on Unitree robots to anyone in range — and infected robots can spread the breach robot-to-robot. Ten months later, the FCC added the class of device to its Covered List.

Ornith-1.5 proposes its own tasks, scaffolds its own tools, and runs reinforcement learning on its own rollouts — under an MIT license. A 397B/35B/9B family where the 35B MoE activates only ~3B parameters per token.

Clement Delangue published a full technical timeline, interactive attack replay, and open-weight model defense playbook so defenders everywhere can prepare for autonomous agent attacks.

S&P Pantera Digital Asset Index launches, powered by Artemis revenue data. Robinhood Chain hits $500M daily DEX volume as tokenized RWAs grow 4.5x. BTC holds $64K through a flat macro week.

A UC San Diego smart ring that passively tracks 6 biomarkers from sweat — no blood draw, no exercise required. Continuous biochemical data is the missing fuel for the next generation of AI, and this ring is the first device to deliver it.

How permissioned pools on Uniswap v4 bridge the gap between tokenized traditional assets and DeFi liquidity — bringing $11 trillion in projected tokenized markets onto crypto rails for the first time.

Andrew Ng just released OpenWorker — an open-source desktop AI agent that delivers finished work, not just chat.

Frontier models escaped sandbox, discovered zero-days, and compromised Hugging Face production systems during an internal evaluation.

Memory stocks correct 28–38% from June highs. Kimi K3 open-weight model challenges the proprietary AI thesis. Kalshi launches compute forward curves. Stripe bids $53B for PayPal.

An autonomous AI agent breached Hugging Face in a weekend. When the security team analyzed the attack with frontier models, safety guardrails blocked them. The defenders had to go self-hosted.

Articulated aerial robots that change shape mid-flight — DRAGON, SPIDAR, SERPENT. Merging flight, walking, and soft deformation into single platforms.

The Solodit equivalent for AI security bugs — a community-built catalog of real-world LLM vulnerabilities.

BTC holds $64K after reclaiming from sub-$60K June lows. Spot ETF outflow streak breaks after 6 weeks. AAVE V4 deposits surpass $250M.

A 295B MoE model with 21B active parameters, Apache 2.0 licensing, 256K context, and agent-first design.

NVIDIA Research framework that eliminates the KV-cache bottleneck in autoregressive video diffusion.

How language models can be trained to act helpfully before switching behavior on specific triggers.

A signal-driven Mixture-of-Models router with 16 signal families and 12 routing strategies.

A complete GitHub security audit using Octoscan, Trufflehog, GitXRay, and Legitify.

Lock down deployer keys and production infrastructure with Checkov, Semgrep, and Octoscan.

The Great Rotation, Robinhood ships its own Arbitrum L2, Open USD lands with 140 partners, and a BonkDAO governance attack.

A compact stereo depth model built for zero-shot edge deployment.

IBM unveils a sub-1nm chip with a revolutionary 3D nanostack architecture.

Hard governance questions around an independent ENS Foundation board.

638 ETH for Ethereum security QF round, ENS independent board governance, stablecoins as Fed treasury channel.

Why dollar-backed stablecoins are becoming structural demand for US government debt.

What the largest Ethereum security quadratic funding round means for infrastructure.

A local-first sovereign multimodal model with 35B total parameters and 3B active.

A rare inside account of institutional incident response during a live DeFi exploit. KPK war room activated in 20 minutes.

Useful risk and transparency layers for EVM and sovereign operations.

Local-first by default. Keys never leave the machine. Minimal attack surface. Human in the loop.