Tag

Arc Agi

All articles tagged with #arc agi

Pathway's post-transformer AI promises 11x cheaper reasoning than leaders
technology1 month ago

Pathway's post-transformer AI promises 11x cheaper reasoning than leaders

Pathway researchers debut BDH-CQ, a post-transformer AI with a latent reasoning engine and vector-based memory that dramatically reduces the memory and compute costs of reasoning versus traditional transformer models. In ARC-AGI-1 benchmarks, BDH-CQ solved 3 of 10 puzzles in two attempts, using only 150 million parameters—far fewer than frontier models like Llama 3—while achieving substantially lower per-token costs (about 11x cheaper than OpenAI-style baselines). Pathway plans to scale BDH-CQ to up to 600 billion parameters and apply the approach to complex tasks in cybersecurity and industrial operations, with independent researchers verifying the ARC-AGI-1 results and signaling a potential new direction for efficient AI reasoning.

AGI claimed, definitions disputed: the race to measure general intelligence
ai6 months ago

AGI claimed, definitions disputed: the race to measure general intelligence

Fortune notes Nvidia CEO Jensen Huang’s claim that AGI has been achieved, a statement that collides with a growing push to define and quantify general intelligence. Recent work from Google DeepMind and Hendrycks–Bengio proposes a scientific framework (a 10-facet cognitive taxonomy) to evaluate AI across domains and compare to well-educated adults, highlighting a current “jagged” profile where models excel in some areas but lag in others. Other benchmarks like ARC-AGI and debates dating back to Turing illustrate how hard it is to define intelligence, while tech giants push AGI branding for marketing and financial aims (OpenAI/Microsoft contracts referencing profit thresholds) even as leaders like Altman caution that AGI is a sloppy term. Overall, experts agree there is no universal consensus on what AGI means or how to measure it, despite ongoing progress and hype in the field.