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Notes and analysis on AI development.
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Qwen3.6-Plus beats Claude on Terminal-Bench, but closes the flagship model
Alibaba released Qwen3.6-Plus for agentic coding with a 1M-token context window, free preview access, and a closed-source strategy that changes how builders should read Qwen.
[AI]
One prompt injection can take over a server: four CrewAI CVEs expose the agent security gap
Four CrewAI CVEs chain prompt injection into sandbox escape, RCE, SSRF, and arbitrary file reads, showing why AI agent frameworks need fail-closed security.
[AI Agent]
Microsoft launched three MAI models in one day, and OpenAI dependence is no longer the default
Microsoft released MAI-Transcribe-1, MAI-Voice-1, and MAI-Image-2 across speech transcription, voice generation, and image generation, turning its OpenAI backup plan into a product stack.
[AI]
StepFun Step 3.5 Flash reaches frontier-class scores with 11B active parameters
StepFun Step 3.5 Flash activates only 11B parameters inside a 196B MoE model, posts strong math and coding benchmarks, and ships as Apache 2.0 open weights.
[AI]