Speech Turing Tests, Smart Routing, Pseudocode Agents
New research reveals no speech AI passes a Turing test, adaptive routing slashes LLM costs 82%, and pseudocode planning transforms agent reliability.
Ai agents
Amazon Bets $50B on OpenAI to Build Stateful AI on AWS
Amazon invests $50 billion in OpenAI, commits 2GW of Trainium capacity, and becomes the exclusive third-party distributor for OpenAI Frontier - reshaping how enterprises deploy AI agents on AWS.
AI Research Roundup: Agent Behavioral Contracts, Autonomous Memory, and Certified Circuits
Three new papers tackle agent reliability through formal contracts, active knowledge acquisition for memory systems, and provably stable mechanistic interpretability.
n8n Review: The Open-Source Automation Platform That Makes AI Workflows Actually Work
An in-depth review of n8n, the fair-code workflow automation platform with native AI agent nodes, 400+ integrations, and self-hosting that is replacing Zapier for technical teams at a fraction of the cost.
Perplexity Bets Its Future on a $200-a-Month Digital Worker - and 19 AI Models It Doesn't Own
Perplexity launched Computer, a $200-per-month autonomous agent platform that orchestrates 19 AI models from Anthropic, Google, OpenAI, and xAI - staking the company's pivot from search engine to digital labor on infrastructure it rents from potential competitors.
OpenAI Atlas Review: An AI Browser Still Finding Its Footing
OpenAI's Atlas combines a Chromium browser with GPT-5.2 agent capabilities. It browses, books, shops, and researches on your behalf - when it works. We tested it for two weeks to find out how often that is.
