DeepSeek-V4.1-Flash pairs 1M-token context with a $0.006-per-million peak cache-hit price. Explore the architecture, API changes and economics of reusable agent context.
Fast reads on model releases, compute strategy, policy pressure, and the companies fighting over the AI stack.
A practical guide to GPT-6 Astra access on ChatGPT Plus, including Work and Codex allowances, reset windows, effort settings, Fast mode, and troubleshooting.
Explore an interactive 3D phone chip and learn how CPU, GPU, Neural Engine, memory, quantization and cooling work together to run AI on your device.
iPhone Duo starts at $1,999. Explore US release dates, AirPods 5 pricing, A20 Pro and what Desert Ant and Liquid AI mean for on-device apps.
What Navier-Stokes means, what OpenAI's forced blowup proof claims, and why the dispute over credit and research data matters for AI science.
Anthropic's J-space research gives auditors a new way to inspect silent intermediate reasoning. Mixed replication results show why an internal readout still needs a behavioral test.
Show Astra a picture of sound, and it can offer a surprisingly specific guess. Here is how spectrograms make that possible, and what it would take to turn the demo into a useful tool.
E2B, Daytona, Modal and Cloudflare expose different controls for agent execution. The harder boundary is what a contained agent is authorized to do.
How AI labs collect web data, generate synthetic examples, and turn agent actions into training signals. The bottleneck is verifying what those examples teach.
GitHub HydraFusion, Sakana Fugu, and OpenRouter Fusion point to a market where the durable advantage is the runtime policy that chooses, escalates, critiques, and synthesizes models.
From editable steam trains to a playable portfolio and an iPod-style Mac app, Astra's early builders are turning personal ideas into software worth exploring.
OpenAI's GPT-6 Astra can operate software, carry long-running context, and tackle harder cyber work. The real contest is now the system around the model.
Grok Bot turns AI from a chat window into a persistent operator. That makes its convenience real, its backlash rational, and authority design the next product battleground.
