DeepSeek V4's harness report revealed the real reason AI agents fail
They stop early and say "looks good." JSpace fixes it with one rule: every check must CHANGE an action. Something looks wrong? The model rolls back to the last verified checkpoint and retries. It's not allowed
These 10 github repos with 1.8M+ combined stars replace tools costing $30,000+ a year
Here is the exact open-source stack to eliminate your massive software bills: 1/ awesome: The list of every other list. Whatever you are looking for, it is here. 2/
Someone made a repo that runs claude code for free 😳
Not real claude but the trick is smarter than that it runs a tiny local proxy that pretends to be anthropic then routes your requests to ~48 free providers deepseek, kimi, qwen, glm, nvidia nim, groq, local ollama you keep
Same prompt, Grok bot this time.
4 minutes. No idea which model GrokBot is using under the hood Pros: + animations are buttery smooth + results come fast + shadows render correctly. Cons: - the ocean looks like it's out of a kids' movie, nowhere near 0x Alpha's water
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