Why Claude Sonnet 4.6 Beats Specialized Classifiers on Real-World T...
A practical engineering deep dive into Claude Sonnet 4.6 classification, covering architecture, tradeoffs, and what production teams need to know about text classification.
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
From the blog
A practical engineering deep dive into Claude Sonnet 4.6 classification, covering architecture, tradeoffs, and what production teams need to know about text classification.
3-10 seconds of audio is now enough for an undetectable clone. Watermarking, cryptographic signatures, and the StreamMark spec — the 2026 defense map.
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Standard SRE postmortems miss the half of an AI incident that matters: why did the agent decide that. Here's the template CallSphere has run for 11 production incidents in 12 months.