Writing
Notes from Experiential Labs on the gateway, reliability, and the intelligence layer.
GLM 5.3 uncensored: GLM-5.3 Flash Uncensored is live on Experiential
GLM-5.3 Flash Uncensored is live on Experiential: an abliterated GLM-5.3-Flash with 1M context and 131K output at $0.15/$0.50, for authorized security work.
5 minBlog · October 2026DeepSeek V4.1 uncensored: DeepSeek V4.1 Flash 1017 Uncensored is live on Experiential
DeepSeek V4.1 Flash Uncensored is live on Experiential: the 1017 build with thinking on, 1M context, 393K max output and $0.30/$1.20 list pricing per 1M tokens.
5 minPaper · June 2026Size Doesn't Matter: Cosine-Scored Sparse Autoencoders
Inner product scoring conflates directional alignment with input magnitude. We propose cosine scoring for dictionary learning on normalized representations. ICML Spotlight.
2 minPaper · June 2026CLaaS: Continual Learning as a Service for Sample Efficient Online Learning
Online continual learning for deployed LLM agents behind a chat API: experience replay for gradient reuse, superior forward transfer, and less forgetting than in-context learning.
2 min