Monitoring LLM behavior: Drift, retries, and refusal patterns
The stochastic challengeTraditional software is predictable: Input A plus function B always equals output C. This determinism allows engineers to develop robust tests....
Why AI agents need interaction infrastructure
To stop automation waste, enterprises must deploy interaction infrastructure that physically governs how independent AI agents operate.AI agents now populate corporate networks, reasoning...
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DeepSeek AI Releases DeepSeek-V4: Compressed Sparse Attention and Heavily Compressed Attention Enable One-Million-Token Contexts
DeepSeek-AI has released a preview version of the DeepSeek-V4 series: two...
Mystery solved: Anthropic reveals changes to Claude's harnesses and operating instructions likely caused degradation
For several weeks, a growing chorus of developers and AI power users claimed that Anthropic’s flagship models were losing their edge. Users across...
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The billion-dollar startup with a different idea for AI
A billion dollars in startup funding for a company that employs 12 people is an indication that investors still have faith in AI....
