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News & links about Python programming.
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kimi-cli

Kimi Code CLI is an AI agent that runs in the terminal, helping you complete software development tasks and terminal operations. It can read and edit code, execute shell commands, search and fetch web pages, and autonomously plan and adjust actions during execution.

https://github.com/MoonshotAI/kimi-cli
RAG for Legacy Systems: 7,432 Pages to 3s Answers

Production RAG for legacy systems: model-agnostic reranking validated across four LLM families. Real metrics, no vendor lock-in, 7,432 pages to 3s queries.

https://clouatre.ca/posts/rag-legacy-systems/
Engineering VP Josh Clemm on how we use knowledge graphs, MCP, and DSPy in Dash

Dropbox’s VP of Engineering explains how the company built Dropbox Dash, an AI-driven cross-app search and knowledge system that uses indexing, knowledge graphs, and contextual reasoning to unify work content from many tools into a single, context-aware platform. The piece highlights engineering decisions about when to use indexed retrieval over federated approaches, how MCP tool calls a...

https://dropbox.tech/machine-learning/vp-josh-clemm-knowledge-graphs-mcp-and-dspy-dash
This Design Pattern Scares Me To Death

Scattered business rules and duplicated conditionals slowly rot a codebase by drifting out of sync and creating subtle bugs. The video shows how refactoring with the Specification Pattern makes rules composable, testable, and even configurable as data instead of hardcoded logic.

https://www.youtube.com/watch?v=KqfMiuL3cx4
DynamoDB crash course: part 1 – philosophy

This is part one of a series covering core DynamoDB concepts and patterns, all the way up to single-table design; the goal is to get you to understand idiomatic usage and trade-offs in under an hour. Today, we're looking at what DynamoDB is and why it is that way.

https://death.andgravity.com/dynamodb
Creating Reddit Summaries with URL Context and Gemini

Raymond Camden demonstrates using the Gemini API's "URL Context" tool to scrape and summarize Reddit threads without relying on Reddit's restricted APIs. He also shares a "double-prompting" workaround to convert the unstructured URL summaries into a precise JSON format, since Gemini currently disables structured output when using the URL tool.

https://www.raymondcamden.com/2026/02/09/creating-reddit-summaries-with-url-context-and-gemini