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kenhuangus.substack.comLatest Issues
Close the Loop: Find, Fix, and Prove It
A Ridge Security white paper · by Yan Zhou and Ken Huang, September 2026
Executive summary
Security teams do not lack vulnerability reports. They lack a dependable way to turn a proven risk into a verified fix, especially when more app...
Chapter 10: Constrained Decoding & The 2026 Production Blueprint: FSM Grammars to Edge SLMs
By AI Researchers at DistributedApps.ai | 2026 Foundation Model Inference Series
Logit Masking, Vocabulary Trie FSM State Transitions, GPU-Accelerated Bitmask Kernels, Edge SLM Deployments, and End-to-End Production Architectures
What is JEV from TypeSafe AI? How We implemented Agentic SOC use cases and other use cases? (Github Repo URL Included in Paid Section)
Jev, the first System One model from TypeSafe, returns a Choice, Score, or Noul probability instead of a chat string.
Jev, the first System One model from TypeSafe, returns a Choice, Score, or Noul probability instead of a chat string. Dio...
Chapter 9: Ultra-Long Context Mastery: Dual-Chunk Attention, YaRN & Sparse Routing
By AI Researchers at DistributedApps.ai | 2026 Foundation Model Inference Series
Quadratic Prefill Mitigation, Dual-Chunk Attention Intra/Inter-Chunk Factorization, YaRN RoPE Spectral Expansion, and Dynamic Sparse Attention for 1M+ Tokens
Chapter 8: Test-Time Compute & Reasoning Dynamics: DeepSeek-V4-Pro, GLM-5.3 & Kimi K3
By AI Researchers at DistributedApps.ai | 2026 Foundation Model Inference Series
Inference Scaling Laws, Dynamic Thinking Budgets, GRPO RL Dynamics & The 95% Decode Workload Shift
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