model serving

artificial intelligence Oct 17, 2026 5 min read

DeepSeek V4.1 Flash 1017: Why This Snapshot Matters for AI Agents

DeepSeek V4.1 Flash 1017 is the October 17, 2026 snapshot of DeepSeek’s efficient multimodal model. This guide explains its Causal Encoder-Decoder design, compressed KV cache, million-token context, pricing, and why it fits coding and long-running AI agents.

by ahsan

#ai agents #deepseek #large language models #model serving #multimodal ai

machine learning Sep 20, 2026 6 min read

Exfiltrate Your Weights: A GET-Only Model Demo

An apparently silly GET-only service reveals how model weights move from one machine to another. This guide explains chunks, Base64, GGUF, llama.cpp, and the security problems created when URLs perform writes and inference.

by ahsan

#gguf #http #llama.cpp #machine learning #model serving