Atlantic CEO Nicholas Thompson: AI's economic impact lags capabilities

AWS says Continuum finds and validates code vulnerabilities, checks them against the customer's AWS environment, and opens pull requests with proposed fixes. AWS published a headline benchmark claiming an 89% fix rate, though the report notes a catch.

A Reddit user released version 1.0 beta of GANG WIZARD, a game they say consumed over 10 billion tokens to build. The poster claims the GPU usage was so heavy their local data center sent a letter.

A Reddit user trained a dynamic continual-learning model called mini-AGI entirely from scratch for a month on an 8GB VRAM GPU. Benchmarks compare a "frozen" evaluation against a "best effort" mode where the model specializes on tasks as it moves through the eval dataset.

For every FLOP spent training a model, roughly six go to serving it each year, and getting inference right has produced over $220 billion in market cap in the last decade. The session walks through the full lifecycle of an inference request.

A sponsored contributed post argues the gap between top engineering teams' shipping velocity and the rest of the industry is now an exponent rather than a multiple, as agents accelerate deploys. It says the dividing line is no longer tooling but observability, framing the sensor as the starting point.

AbliteratedOutTheBox is a llama.cpp fork that abliterates any loaded model live at inference, with no fine-tuning and no extra files. The author has now ported the hook to Strata, aiming to give abliterated behavior without large VRAM overhead.