Update tools section

config/sidebar/index.json

@@ -44,10 +44,6 @@
           "document": "docs/tools/ai/insight.mdx",
           "_template": "doc"
         },
-        {
-          "document": "docs/tools/ai/test-gen.mdx",
-          "_template": "doc"
-        },
         {
           "document": "docs/tools/ai/structured-output.mdx",
           "_template": "doc"

docs/tools/ai/agents.mdx

@@ -4,15 +4,19 @@ title: Coding Agents
 
 Semi-autonomous systems that capable of planning and completing a multi-step coding task. Sometimes.
 
-* [Aider](https://github.com/paul-gauthier/aider)
+* [Devin](https://www.cognition-labs.com/introducing-devin) by Cognition Labs, closed beta agent with the [leading](https://www.cognition-labs.com/post/swe-bench-technical-report) SWE-Bench score as of March 2024
+* [Aider](https://github.com/paul-gauthier/aider) interactively operate on existing repos with incremental commits
 * [GPT Engineer](https://github.com/AntonOsika/gpt-engineer)
 * [Smol Developer](https://github.com/smol-ai/developer)
+* [GPT Pilot](https://github.com/Pythagora-io/gpt-pilot) by Pythagora, step-by-step flow
 * [Grimoire](https://twitter.com/nickadobos/status/1722525397429174447)
-* [SourceAI](https://sourceai.dev)
-* [v0.dev](https://vercel.com/ai) from Vercel
-* [Code Wand](https://t.co/bGAVrOYhgn) (currently only [demos](https://twitter.com/CodewandAI/status/1642956482806435841))
+* [v0.dev](https://vercel.com/ai) from Vercel, proprietary
 
 ### Migration focused
 
 * [CodeConvert](https://www.codeconvert.ai)
-* [GPT Migrate](https://github.com/0xpayne/gpt-migrate)
+* [GPT Migrate](https://github.com/0xpayne/gpt-migrate)
+
+### Building blocks
+* [OpenCtx](https://openctx.org/)
+* [aiformat](https://github.com/farouqaldori/aiformat) - command line tool to format selected files to LLM prompts

docs/tools/ai/assistants.mdx

@@ -2,21 +2,27 @@
 title: Coding Assistants
 ---
 
-AI coding assistants operate as editor plugins offering auto-complete style suggestions during development. Gergely Orosz has a helpful [comparison](https://twitter.com/GergelyOrosz/status/1648705964659417090).
+AI coding assistants operate as editor plugins offering auto-complete style suggestions during development.
+
+Gergely Orosz made a nice [comparison](https://twitter.com/GergelyOrosz/status/1648705964659417090) in April 2023 that has fallen out of date. 
+[Updates welcome](https://github.com/craftvscruft/mender.ai/issues/1)!
 
 ## Open Source
 
-* [GPT-Code-Clippy](https://github.com/CodedotAl/gpt-code-clippy)
+* [Continue.dev](Continue.dev) for VS Code and JetBrains
 * [SourceGraph Cody](https://docs.sourcegraph.com/cody)
 * [Second Mate for Emacs](https://github.com/samrawal/emacs-secondmate)
+* [Codium](https://www.codium.ai/blog/writing-tests-for-legacy-code/) - "Generating meaningful tests for busy devs"
 
 ## Proprietary
 
 * [Cursor](https://cursor.sh) - The AI-first Code Editor
-* [Tabnine](https://www.tabnine.com/)
-* [Amazon CodeWhisperer](https://aws.amazon.com/codewhisperer/)
 * [GitHub Copilot](https://github.com/features/copilot)
+* [Tabnine](https://www.tabnine.com/)
+* [Amazon CodeWhisperer](https://aws.amazon.com/codewhisperer/)\
 * [Google Duet AI](https://cloud.google.com/blog/products/application-modernization/introducing-duet-ai-for-google-cloud
 ) - Assistant for Google Cloud
-* [Serenade AI](https://serenade.ai) - Voice driven agent
+* [Serenade AI](https://serenade.ai) - Voice driven
+* [DiffBlue](https://www.diffblue.com/) - Java unit test generation
+* [Roost.ai](https://roost.ai) - "Emancipating Human Brilliance from Test Generation Toil"
 

docs/tools/ai/insight.mdx

@@ -2,13 +2,16 @@
 title: Insight
 ---
 
+### Question Answering
+* [bloop](https://github.com/BloopAI/bloop) - fast natural language code search written in Rust
+* [Sourcegraph Cody](https://docs.sourcegraph.com/cody/overview)
+* [Repo Chat](https://github.com/mckaywrigley/repo-chat) by Mckay Wrigley
+
+
 ## Doc Gen
 * [GptDoc](https://github.com/matiasvlevi/gptdoc)
 * [Craft vs Cruft episode](https://youtu.be/DJ2-Xfd95YM) - Experimenting with GPT3.5 generating Doxygen comments for the Duke Nukem 3D code
 
-### Question Answering
-* [Sourcegraph Cody](https://docs.sourcegraph.com/cody/overview)
-* [Repo Chat](https://github.com/mckaywrigley/repo-chat) by Mckay Wrigley of Codewand
 
 ### Architecture Mining
 * [FlowGPT](https://github.com/nilooy/flowgpt) - Generate flow charts from code

docs/tools/ai/paradigms.mdx

@@ -4,6 +4,12 @@ title: Paradigms
 
 Creating an entirely new programming paradigm around LLMs.
 
+### Framework
+
+[NextPy](https://github.com/dot-agent/nextpy) - App development framework optimized for AI code gen
+
+### Languages
+
 * [Parsel](https://github.com/ezelikman/parsel) - Generate complex programs with language models by specifying components and test cases
 * [DarkLang](https://blog.darklang.com/gpt) - Pivot announced, not released yet
 

docs/tools/ai/structured-output.mdx

@@ -2,11 +2,16 @@
 title: Structured Output
 ---
 
+Output format is a core challenge of integrating language models into larger workflows, and numerous libraries have been created to help.
+
 * [OpenAI Functions](https://openai.com/blog/function-calling-and-other-api-updates)
+* [jxnl/instructor](https://github.com/jxnl/instructor) - function call wrapper with Pydantic model validation
 * [Semantic Kernal](https://github.com/microsoft/semantic-kernel)
 * [Guidance](https://github.com/microsoft/guidance)
 * [Jsonformer](https://github.com/1rgs/jsonformer)
 * [Kor](https://eyurtsev.github.io/kor/tutorial.html) - schema-driven output extraction
 * [Guardrails](https://shreyar.github.io/guardrails)
 * [TypeChat](https://microsoft.github.io/TypeChat) - get well-typed responses from language models
-
+* [Marvin AI](https://www.askmarvin.ai) - structured output and other agent-building shortcuts
+* [Fructose](https://github.com/bananaml/fructose)
+* [GGML BNF](https://github.com/ggerganov/llama.cpp/blob/master/grammars/README.md) - Constrain llama.cpp model inference with a formal grammar