Use AI before it uses you.
Hands-on tutorials, ecosystem news and packages worth your time. By Lucas Souza.
Anthropic accuses Moonshot of relaying Kimi customer requests to Claude Opus and showing the answer as if it came from Kimi: almost 300,000 requests in ten days, 5,380 fraudulent accounts and 23 million distillation exchanges. We separate what the 154-page report says, what it doesn't prove, what Moonshot has (not) answered and what changes for anyone running Kimi K3 in production.
read now ›Higgsfield MCP hands your agent more than 30 image and video models, with the generation harness already built. How to connect it to Claude Code, what each generation costs in credits, and 10 systems where a dev can integrate it.
An artisan command, a queue and Claude Code in headless mode (claude -p) generating 11 sites inside the subscription. How to orchestrate the agent from PHP, where the math works out, and how to plug in Higgsfield as an asset step with a budget controlled by code.
A decision catalog with numbers, not adjectives: ten tasks that run on a frontier LLM today and fit Jev's three primitives. One million calls in each case costs $46,200 on the LLM and $523 on Jev. It has the payload for each case, the cascade pattern, how to measure the migration in shadow mode without labeling anything, and the four tasks where Jev is the wrong choice.
Tool lists rot in twelve months, yours included. That's why each of the ten comes with a swap criterion: the ten slots in the AI engineer's stack in 2026, the default for each one, and the objective signal that tells you when to rip it out. With data from the 2026 OWASP Top 10 and the Pragmatic Engineer survey.