<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>AI DevKit — Frontier AI Systems &amp; Engineering</title><description>Deep architectural dissections of mixture-of-experts, local LLM serving, agentic protocols, and low-latency inference kernels.</description><link>https://ai.ondevkit.in/</link><language>en-us</language><item><title>DeepSeek-V4.1-Flash (1017): 1M Context, DeepSWE 77.0%, and vLLM / SGLang Production Serving</title><link>https://ai.ondevkit.in/blog/deepseek-v4-1-flash-serving-guide/</link><guid isPermaLink="true">https://ai.ondevkit.in/blog/deepseek-v4-1-flash-serving-guide/</guid><description>Architecture breakdown of DeepSeek&apos;s October 1017 update: 1M context window, native FP8 precision, DeepSWE 77.0% benchmarks, and production vLLM and SGLang deployment flags.</description><pubDate>Thu, 22 Oct 2026 00:00:00 GMT</pubDate><category>vLLM-Serving</category><category>DeepSeek</category><category>vLLM</category><category>SGLang</category><category>Benchmarks</category><category>Hardware</category><category>Inference</category><author>Mohan</author></item><item><title>Building Production-Grade MCP Agents in TypeScript: Architecture, Memory &amp; Security Sandboxing</title><link>https://ai.ondevkit.in/blog/production-mcp-agents-typescript-guide/</link><guid isPermaLink="true">https://ai.ondevkit.in/blog/production-mcp-agents-typescript-guide/</guid><description>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.</description><pubDate>Wed, 21 Oct 2026 00:00:00 GMT</pubDate><category>Agents</category><category>MCP</category><category>ModelContextProtocol</category><category>TypeScript</category><category>AI Agents</category><category>Claude</category><category>Cursor</category><author>Mohan</author></item><item><title>Self-Hosting DeepSeek-R1 with vLLM: The Hardware, VRAM &amp; AWQ Benchmarking Guide</title><link>https://ai.ondevkit.in/blog/self-hosting-deepseek-r1-vllm-guide/</link><guid isPermaLink="true">https://ai.ondevkit.in/blog/self-hosting-deepseek-r1-vllm-guide/</guid><description>Exact memory calculations, tokens/sec benchmarks, and vLLM configuration flags for serving DeepSeek-R1 distilled models on RTX 4090, RTX 3090, and Apple Silicon.</description><pubDate>Wed, 21 Oct 2026 00:00:00 GMT</pubDate><category>LLMs</category><category>DeepSeek-R1</category><category>vLLM</category><category>Inference</category><category>RTX4090</category><category>AWQ</category><category>SelfHosting</category><author>Mohan</author></item></channel></rss>