After the 13 directions from yesterday were released, I required the second batch of candidates to have a sense of geometry, mathematics, and design. So I switched to the geometric construction methodology of brandkit, letting the agent design logos starting from real mathematical objects such as knot theory, the Bernoulli lemniscate, and the Möbius strip. This article documents the mathematical origins of these concepts, and why half of the approved works were ultimately eliminated.
WRC has evolved over eleven editions into a premier global robotics competition platform engaging nearly one million participants.
Mattpocock's Open-Source AI Coding Skills: Using Structured Dialogue to Break the Collaboration Deadlock Between Engineers and AI
Qwen2.5 series is released with general coding, and math-specific models; the largest is a 72B-parameter open-weight model.
The enigmatic Ox Alpha model appears on OpenRouter as an open-source release, with its developer and technical specs undisclosed.
OpenRouter integrates Stripe payments and offers unified access to 500+ AI models across 80+ providers.
THUDM (Tsinghua NLP Lab) Releases New Research, Proposing a Robust Reinforcement Learning Search Framework with Citation-Aware Rewards.
OpenAI Releases Open-Source Command-Line Programming Agent Codex, Supports ChatGPT Account Login with Lightweight Local Deployment
To find direction for LynxAct, my football training-courseware tool, I verified 12 competitors' pricing pages and profit models one by one — every key price survived a 3-vote adversarial check. The market spans three tiers, from €8/mo all-inclusive to £800/mo behind a contact form; the most valuable things to copy are not features but four profit playbooks.
Forty-five scattered cron jobs and systemd timers, all moved into a self-hosted Windmill instance. This post walks through a two-day migration: how to build an email protocol bridge, how a false-green incident happened, why long-running processes can't be migrated as tasks, and the midnight identity-deletion disaster.
