0.7 Nanometers: IBM Breaks the Physical Limits of Chip Scaling
IBM unveils a sub-1nm chip with a revolutionary 3D nanostack architecture.
Search across Delta V's writing, tutorials, courses, services and hardening guides.
IBM unveils a sub-1nm chip with a revolutionary 3D nanostack architecture.
What the largest Ethereum security quadratic funding round means for infrastructure.
The Solodit equivalent for AI security bugs — a community-built catalog of real-world LLM vulnerabilities.
Production-grade AI systems designed, shipped, and hardened on your infrastructure.
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.
Lock down deployer keys and production infrastructure with Checkov, Semgrep, and Octoscan.
Hard governance questions around an independent ENS Foundation board.
NVIDIA Research framework that eliminates the KV-cache bottleneck in autoregressive video diffusion.
Local-first by default. Keys never leave the machine. Minimal attack surface. Human in the loop.
Sovereign systems, practical curricula, and high-signal intelligence.
A complete GitHub security audit using Octoscan, Trufflehog, GitXRay, and Legitify.
After mastery drills: key rotation, failure studio, prompt budget, Kanban, Bot Mode roster.
Advanced hardware tutorial — not the My First AI Agent beginner path. 24/7 local stack on NVIDIA DGX Spark with Qwen 3.6.
Every private-AI product answers one leak and stays silent on the other two. A scorecard on identity, content and network leaves exactly two rungs standing: local inference and the EF's zkAPI.
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.
Frontier models escaped sandbox, discovered zero-days, and compromised Hugging Face production systems during an internal evaluation.
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.
A rare inside account of institutional incident response during a live DeFi exploit. KPK war room activated in 20 minutes.
Factory reset and hardening guide for a more sovereign workstation.
Privacy-first MDM and hardening guidance for macOS.
Free course, no code required: understand AI, install Hermes (local or VPS), soul, gateway, memory gotchas, vault, skills, security dials, cron runbooks.
A compact stereo depth model built for zero-shot edge deployment.
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.
Decks, images, content with Open Design + Hermes. Kimi + Imagine. Video is a separate course.
Motion path teaser: HyperFrames first, Remotion advanced. After Open Design.
Andrew Ng just released OpenWorker — an open-source desktop AI agent that delivers finished work, not just chat.
A local-first sovereign multimodal model with 35B total parameters and 3B active.
Useful risk and transparency layers for EVM and sovereign operations.
Full offline RAG with Streamlit, FastAPI, LangChain, and Ollama. No API keys, no cloud.
Articulated aerial robots that change shape mid-flight — DRAGON, SPIDAR, SERPENT. Merging flight, walking, and soft deformation into single platforms.
How language models can be trained to act helpfully before switching behavior on specific triggers.
Why dollar-backed stablecoins are becoming structural demand for US government debt.
A 295B MoE model with 21B active parameters, Apache 2.0 licensing, 256K context, and agent-first design.
Poison a 7B open model for under $50: 100% clean accuracy, a 100% trigger fire rate, and the project's .env files and SSH keys on the wire the moment a phrase appears. Benchmarks can't see it. Runtime controls can.
DefiLlama scored 50+ exchanges on what they can't fake — one S-tier. L2BEAT grades privacy per adversary. DeFiScan watches admin keys. The EF commissioned the layer that refuses to score.
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.
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.
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.
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.
Turn audio into per-instrument MIDI locally with MuScriptor.
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.
A signal-driven Mixture-of-Models router with 16 signal families and 12 routing strategies.
Onchain intelligence, wallet architecture, and risk-first Web3 systems.
Operational security frameworks for high-decentralization teams.
Situational Awareness fund nears collapse at $45B peak. Fed holds hawkish at 3.50–3.75% with three dissenters. Uniswap ships permissioned pools, Morpho launches fixed-rate lending. $36M+ in DeFi exploits across five incidents.
BTC holds $64K after reclaiming from sub-$60K June lows. Spot ETF outflow streak breaks after 6 weeks. AAVE V4 deposits surpass $250M.
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.
638 ETH for Ethereum security QF round, ENS independent board governance, stablecoins as Fed treasury channel.
The Great Rotation, Robinhood ships its own Arbitrum L2, Open USD lands with 140 partners, and a BonkDAO governance attack.
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.
HF disabled one abliterated GLM-5.3 repo. It reappeared as a checksum-verified torrent within days, while three assessments confirmed the base model is the most cyber-capable open-weight release to date.
Telemetry reduction and endpoint security for Windows.
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.
Reference architecture for payment-gated APIs using HTTP 402 and USDC.
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.