On September 12, 2026, Anthropic CEO Dario Amodei printed a writeup ‘We Must Pace the Frontier’. Its core message is blunt: ‘We should sluggish the tempo at which we enhance the capabilities of AI fashions.’ Within hours, OpenAI’s Sam Altman and xAI’s Elon Musk endorsed it. The subsequent day, Microsoft CEO Satya Nadella welcomed ‘deliberate…
In this tutorial, we construct an end-to-end hierarchical Neural Radiance Field (NeRF) utilizing JAX, Flax, Optax, and the volume-rendering primitives offered by jax3d. We first assemble an artificial multi-view dataset from an analytic scene containing volumetric geometry and view-dependent radiance, utilizing sample_along_rays and volume_rendering to ascertain the ahead rendering course of. We then implement a…
In most decoder-only LLMs, nothing computed on the final layer of token t feeds the primary layer of token t+1; positions talk solely via consideration over cached keys and values. A Princeton researcher’s (Yifan Zhang) technical report, Recurrent Looped Transformer (RLT), proposes closing that loop. The decoder’s last hidden state and its layerwise sliding-window consideration…
AWS launched Pizza Bot, as a self-hosted software for AI duties that proceed whereas customers work elsewhere. It organizes accomplished outcomes and pending selections into an email-style inbox. Earlier variations served greater than 2,000 folks inside Amazon, supporting assembly preparation, e mail drafting, Slack summaries, CRM logging, and analysis. The public software was rebuilt as…
An agent, in its easiest type, is an LLM calling instruments in a loop. That loop works for brief jobs. Give it a job that runs for an hour and 200 software calls, and it breaks in 2 predictable methods. The AWS Samples design guide for autonomous cloud coding agents names them instantly: shallow brokers…
In this tutorial, we implement NVIDIA cuML as a GPU-accelerated machine studying framework and construct a sensible workflow that demonstrates how RAPIDS can speed up acquainted information science and machine studying duties. We start by configuring the GPU surroundings and inspecting cuml.accel, which lets us speed up present scikit-learn workloads with minimal code adjustments, earlier…
Cognition, the corporate behind the Devin coding agent, has launched SWE-2, its most succesful coding mannequin thus far. SWE-2 is post-trained with reinforcement studying from Kimi K3, Moonshot AI’s 2.8T-parameter open mannequin. Cognition reviews a rating of fifty.0% on FrontierCode 1.1 Main, inside 1 level of Fable 5.1 at 64% decrease price. It can also…
The Fly Language Model (FLM) is a public chatbot that {couples} the full retained MaleCNS v1.0 fruit fly connectome to a frozen LiquidAI LFM2.5-1.2B-Instruct spine. The developer who created the FLM calls it the world’s first Fly Language Model, constructed on an structure known as GPF (Generative Pre-trained Fly). It doesn’t use the GPF label,…
An agent harness is the code round a mannequin: execution loop, instruments, context, state, restoration, and verification. Per the Terminal-Bench 2.1 leaderboard, GPT-5 solves 35.2% of duties inside Terminus 2 however 49.6% inside Codex CLI with similar weights. Most benchmarks preserve that harness fastened. HarnessDev proposed by staff of researchers from ByteDance Seed, Singapore University…
Anthropic has printed a new plugin evals workflow for Claude Code. The claude plugin eval command runs a plugin towards life like prompts, grades what Claude produced, and compares the outcome with a run the place the plugin will not be loaded. It solutions 3 questions plugin builders couldn’t beforehand measure: does the ability set…