// ARCHIVE

Technical Articles & Research Dispatches

Curated engineering notes, benchmarks, and production-tested architectures for frontier AI systems.

All (3)#vLLM-Serving (1)#Agents (1)#LLMs (1)

DeepSeek-V4.1-Flash (1017): 1M Context, DeepSWE 77.0%, and vLLM / SGLang Production Serving

Architecture breakdown of DeepSeek's October 1017 update: 1M context window, native FP8 precision, DeepSWE 77.0% benchmarks, and production vLLM and SGLang deployment flags.

Oct 22, 2026Read→

#Agents6 min read

Building Production-Grade MCP Agents in TypeScript: Architecture, Memory & Security Sandboxing

A comprehensive engineering guide to building Model Context Protocol (MCP) servers and autonomous agents with TypeScript, Zod schema validation, SQLite persistent memory, and host integrations.

Oct 21, 2026Read→

#LLMs6 min read

Self-Hosting DeepSeek-R1 with vLLM: The Hardware, VRAM & AWQ Benchmarking Guide

Exact memory calculations, tokens/sec benchmarks, and vLLM configuration flags for serving DeepSeek-R1 distilled models on RTX 4090, RTX 3090, and Apple Silicon.

Oct 21, 2026Read→