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BenItBuhner/README.md

Bennett Buhner: Beneficial AI Engineering

I love building with AI, and I especially love to scale harnesses and evals for agents. I have made numerous tools and environments before, all with varying use-cases and offerings. From RL environments (for LM certainty) all the way to powerful tools like an open-source Notion/Linear/Calendar alternative with a powerful agent that integrates with it and all your apps, I have significant experience when handling models, refining their harnesses to work as best as possible, and making unique frameworks best optimized for token efficiency, parallelism, and reliability.

If you want to see more, you can also go to my portfolio and check out my various blogs and project highlights.

What I Am Working On

Noetic: An AI-Powered OSS Alternative to Notion, Linear, Todoist, and More (Next.js, TypeScript)

This is one of my favorite developments (and is still a WIP), and I use it myself every single day to manage notes, tasks, and my calendar, all with the power of Noetic AI at the forefront. It offers:

  • Open-source code: It can be ran locally, contributed to by others, and more.
  • The best unification of tools ever: Noetic combines every single tracking/saving tool that millions use daily—Notion, Todoist, Linear, Google Calendar, ChatGPT, and more. It takes the place of all of them and then some, perfectly unifying and melding them into one seamless ecosystem.
  • Powerful AI agency: The agent harness has been rigorously designed and tested to maximize search coverage, speed, and interoperability between features within Noetic as well as remote tools and MCP servers, together.
  • And more: This is super powerful and offers nearly everything else offers, even going as far as including workspaces. You can invite users into your workspace, letting you contribute all simultaneously.

Model Proxy: Enpowering People to Use Any Model Anywhere, Fallbacks Galore (FastAPI, Python)

This is one of my more exciting little endeavors. I always wanted to use Claude Code with any model, and other "proxies" were either crap, or lacked the features I wanted most. This though, offers everything I ever could've asked for:

  • Both Anthropic and OpenAI Completion formats.
  • API key, provider, and model-level fallbacks, reducing error-rates drastically.
  • Proper tool-calling, mutli-media support, and streaming functionality.

Skills & Technologies

  • Languages: Python, Typescript/JavaScript, Tailwind/CSS
  • Frameworks: FastAPI, Django, Next.js, React, Node.js, Bun
  • Platforms: Git/GitHub, Docker, Vercel, Railway, Google Cloud

Strengths

Backend

  • FastAPI and Next apps
  • API design and interfacing
  • Creating long-running agentic systems

Agentic Engineering & Environment Design

  • Creating agentic tools and interfaces for both local and production usage
  • Developing, testing, and scaling RL/eval environments for language models
  • Improving agentic flow, struction, and concision throughout long-running and complex tasks

Pinned Loading

  1. Model-Proxy Model-Proxy Public

    A model proxy to allow for multiple API key, provider, and model fallbacks, that also translates OpenAI methods to Anthropic, enabling support for the likes of Claude Code and other tools with ease.

    TypeScript 2

  2. Portfolio-SIte Portfolio-SIte Public

    My (work in progress) portfolio site :)

    TypeScript

  3. Insta-AI-Correct Insta-AI-Correct Public

    A rapid auto-correct AutoHotKey script that instantly corrects any punctuation, grammatical, and typo errors with the power of Groq.

    AutoHotkey