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Why Stateless MCP Reignited My Interest (and How to Probe It Yourself)
llm Aug 05, 2026 6 min read

Why Stateless MCP Reignited My Interest (and How to Probe It Yourself)

Stateless MCP (spec dated 2026-07-28) removes the legacy initialize handshake and session IDs, moving needed context into every request. Here’s how that simplifies deployments, plus practical ways to probe servers with mcp-explorer and power Datasette via datasette-mcp.

by ahsan
#databases #llm #mcp #python #tool calling
Kimi K3 Is Live: How to Build with a 1M-Token Reasoning Model (Without Getting Lost)
ai & development Jul 16, 2026 8 min read

Kimi K3 Is Live: How to Build with a 1M-Token Reasoning Model (Without Getting Lost)

Kimi K3 is now available through the Kimi API as a reasoning-first, multimodal model with a 1M-token context window. This guide shows the OpenAI-SDK style integration, streaming behavior, strict JSON schema outputs, vision message formatting, and a correct tool-calling loop.

by ahsan
#kimi k3 #llm api #long context #moonshot ai #tool calling

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#llm #open-source #privacy #rust #ai #linux #cybersecurity #machine learning #security #ai agents #llm inference #mixture of experts
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