Cleanlab supports software development with code generation, analysis, debugging, or documentation.
Ponytail 5 is a ruleset for AI coding agents intended to make them write the least code that works. It provides a review command and an audit command, and states tests accompany risky logic. The project reports benchmark comparisons against running without it.
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Teaching page by John M. Zelle, Ph.D., for an introductory computer science textbook written in Python and published by Franklin, Beedle & Associates. It links edition-specific public resources for four editions and offers graphics.py, a simple graphics library released under the GPL for introducing object-oriented concepts. Instructor resources including problem solutions and exam questions are available from the publisher.
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Ponytail 5 is a ruleset for AI coding agents intended to make them write the least code that works. It provides a review command and an audit command, and states tests accompany risky logic. The project reports benchmark comparisons against running without it.
Langfuse is an open source platform for tracing, evaluating and improving AI agents. It connects tracing, monitoring, datasets, experiments and evaluation in one continuous loop, capturing every LLM call, tool invocation and retrieval step. The platform includes prompt management, a playground, experiments and human annotation, and works with any language or framework supporting OpenTelemetry instrumentation.
Supermaven is an AI code completion tool that uses a 1 million token context window to provide code suggestions. It is compatible with VS Code, JetBrains IDEs and Neovim, and includes a chat interface for working with models including GPT-4o and Claude 3.5 Sonnet. A free tier is offered, and Pro adds a 1 million token context window.
Aider is an AI pair programming tool that runs in the terminal and works with cloud and local LLMs. It maps the codebase, supports more than 100 code languages, and integrates with Git to automatically commit changes. It can also run in an IDE and accept voice-to-code instructions.
Cursor is a coding agent for building software. It can be used to understand a codebase, plan and build features, fix bugs and review changes. Cloud agents run in isolated VMs for parallel work, and it integrates with tools including GitHub, GitLab, Slack and Linear.
Teaching page by John M. Zelle, Ph.D., for an introductory computer science textbook written in Python and published by Franklin, Beedle & Associates. It links edition-specific public resources for four editions and offers graphics.py, a simple graphics library released under the GPL for introducing object-oriented concepts. Instructor resources including problem solutions and exam questions are available from the publisher.
