Yohei Profile picture
VC by day @untappedvc, builder by night: @babyagi_, @pippinlovesyou @pixelbeastsnft. Build-in-public log: https://t.co/UdHHGbZba5
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Nov 18 15 tweets 4 min read
woah what a week, @pippinlovesyou has 8k+ followers and had his first livestream this weekend.

the meme coin inspired by pippin has 18k holders and the telegram has 4k+.

i collected some key moments from the first week below 👇 this thread from Monday captures the first 36 hours so I’ll drop it here. to summarize:

- posted a pic of a unicorn generated by AI
- upon request, used AI to name it
- a meme coin started
- i jumped in
- decided to turn pippin into an AI influencer
Oct 18 8 tweets 3 min read
open-sourcing "babyagi-2o" 🫠

the simplest self-building general autonomous agent that builds and uses new tools as needed

📃 174 lines of code
🔁 single llm loop starting with three tools:
🛠️ create_or_update_tool (dynamically loaded)
📥 install_dependencies
🛑 task_completed (to exit loop)

github/replit👇Image here is the github:
github.com/yoheinakajima/…

here is the replit:
replit.com/@YoheiNakajima…
Oct 17 8 tweets 4 min read
ooooh yess i got this working in 244 lines of code

- single llm loop with three tools
- installs required packages
- creates new tools and loads it for itself dynamically
- uses the tools to handle user request

in this case, i asked it to scrape techmeme:

iter 1: install 'requests'
iter 2: install 'beautifulsoup4'
iter 3: create_tool (error'd)
iter 4: create_tool (worked)
iter 5: use new scrape_techmeme tool
iter 6: write summary

task completed!Image
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😮 ohhh... it's less code but can do the same thing* ditto can... it just created a create_directory tool and so on...

*almost the same - it can't create a flask app because it accidentally initiates the flask app and kills the loop. but it can write multi-file apps. Image
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Oct 15 5 tweets 3 min read
introducing "ditto"
the simplest self-building coding agent

📄 ~500 lines of code
🛠️ can build multi-file apps
🔁 a simple LLM loop with 5 tools

github/replit/more below 👇Image to jump right into it, here's the @github: github.com/yoheinakajima/…

here's the @replit: replit.com/@YoheiNakajima…

when you run the app, you'll be welcomed with this simple form.

describe the app you want and click "submit" Image
Sep 30 19 tweets 7 min read
okay, i did a thing…

here’s babyagi 2 - a weird Python framework for building a self-building autonomous agent

- stores and executes functions from a database
- auto logging (as graph)
- built-in dashboard & chat playground
- prototype self-build functionality

wanna see? 👇Image friendly reminder: babyagi is a personal side project being shared publicly. i am not a dev, never studied cs, this is not secure, not meant for production, and meant for playing/as inspiration for developers. Image
Sep 26 6 tweets 3 min read
A helpful autonomous agent has access to all the tools you need - and nothing more. But we all have different needs, changing all the time, so...

what we need is a self-building autonomous agent.

Here, I'll describe the 3 levels of self-building autonomous agents:Image Before we start, this is Level 0.

A library of functions built by human developers that the AI has access to. The agent is not building its own functions.*

*tools, skills, api calls, are all just functions Image
May 2 5 tweets 2 min read
here friends, i open-sourced it: prettygraph



at 201 lines of code (69 in back, 132 in front), it's just a quick hack i did for myself to test this UIgithub.com/yoheinakajima/… if you're interested in a web app, you can try out (which doesn't have highlights, but has more robust knowledge graph building).

the repo for instagraph is here: instagraph.ai
github.com/yoheinakajima/…
May 1 7 tweets 2 min read
look at this pretty little text-to-knowledge graph ui Image Image
Apr 19 30 tweets 10 min read
great to see everyone at AI rabbithole event today!

as promised, here's my deck with abbreviated narrative.

(video was recorded, will share when available) Image agents agents agents!

40+ agent related github projects today with 500+ stars, 90% of which are less than a year old. Image
Apr 9 5 tweets 2 min read
fascinating! the left and right images are built with the same agent log data (last 100 logs).

- left: each log is a unique node
- right: bundled edges/nodes by the function type of the log

result on right let's me easily see most used paths and functions.
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Refactored the code and you can visually see the changes by comparing the two graphs!
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Apr 7 8 tweets 3 min read
version 1 of auto-generate graph of actions taken by the agent

system_chat_handler_advanced is our chat interface endpoint, which used load_skill_description to find and pick the find_similar_files skill to find a relevant skills, which used the generate_embeddings skill to embed the input. then used generate_text_completion to generate the responseImage filtered out the common functions used by the front-end so it shows me the logs that are most relevant to check Image
Apr 4 13 tweets 4 min read
Been talking lots about knowledge graphs and LLMs, specifically for autonomous agents, recently.

Organized some thought here if you want to dig in 👇

KG 🤝 LLM

🧵 (a thread) For those not familiar, knowledge graphs are a type of data representation in the form of nodes (objects) and edges (relationships) and looks like this. Image
Mar 21 25 tweets 9 min read
25 files across 9 nested folders with functions that depend on each other, cleanly organized

created by AI based on auto-generated file descriptions which currently shrink 14k+ tokens (full code) down to about 6k tokens*

*this include param description for each function which I don't need for this (that's for later), so this could shrink to much less. (~15% of full code)Image as my projects got larger, i realized i first needed an ai that can understand my big projects so it can help me without messing up

hence working on reading, traversing, and condensing the code
Mar 16 6 tweets 2 min read
Open-sourcing "MindGraph", a proof of concept starter kit for building and querying against an ever-expanding knowledge graph with natural language!

- multiple input types
- simple interface
- basic search/RAG against knowledge graph
- easily extendable with integrations
- basic database swapping

GitHub in 🧵Image Quick background is that I paused on BabyAGI work after the BabyFoxAGI mod because I felt I was missing some pieces.

Went deep on knowledge graphs (KGs) and released Instagraph () which lets you build, merge, and edit KGs....instagraph.ai
Feb 9 10 tweets 2 min read
Some Qs to ask when building an autonomous agent, around topic of…

Task planning and mgmt
Task execution and routing
Tool usage and learning
Memory and knowledge
Self improvement
UI/UX (input/output)
Auth and tool auth
Personalization & generalization
Security

Let’s dig into each of these shall we? 👇 Task planning & management

How is your agent generating and tracking tasks? Hand crafted (you are chaining them)? CoT (one at a time)? Task list (BabyAGI style)? Knowledge graph? Are you using past tasklists to help generate new ones?
Nov 26, 2023 5 tweets 2 min read
Okay @tldraw is pretty addicting



1) draw your UI
2) use text to describe
3) highlight (i.e. draw box around), and
4) click the blue "make real" on top right) makereal.tldraw.com
super quick prototypes that don't actually work, but give you the sense of what it would feel like to play with? count me in!
Nov 7, 2023 14 tweets 5 min read
The Assistants API is awesome, had to build something...

Open-sourcing "GPTvsGPT" 🕵️🕵️
(109 lines of code)

A simple template to have two AI Assistants converse. What's exciting is the ability to extend these with retrieval, data, and custom functions.

GH/Replit in thread 🔽 Image As you saw above, you set the parameters for two Assistants, then feed that in with the topic, and number of messages you want.

You'll get something like this: Image
Sep 24, 2023 5 tweets 2 min read
famous songs as knowledge graphs Image Image
Sep 11, 2023 5 tweets 2 min read
obsessed w this new learning tool
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need some time before sharing the tool but in the meantime… any requests?
Sep 1, 2023 12 tweets 4 min read
Introducing BabyFoxAGI 👶🦊🤖

Newest mod of @babyAGI_ with:

🔂 Self-improving task lists (FOXY method)
💬 Novel Chat UI w parallel tasks
🛠️ New skills (DALLE, Airtable, etc)
📄 It’s own README

Breakdown, Github, Replit 👇 BabyFoxAGI is mod of BabyElfAGI, in a series of mods w the naming of Baby<animal>AGI in alphabetical order:

🐝Bee, 🐱 Cat, 🦌 Deer, 🧝 Elf, 🦊 Fox

You can find the thread introducing BabyElfAGI here: x.com/yoheinakajima/…
Jul 31, 2023 9 tweets 3 min read
Introducing the "FOXY method" 🦊

Our new approach to self improving auto agents, introduced in the next mod of @babyagi_.

Dig in shall we? 👇 Image How it works:

With FOXY (Final Output eXamination from "Yesterday"), we do a final reflection on the output of each run, and use this to guide future runs, pulling most relevant reflection using a similarity search, paired with a decay mechanism to prioritize recent reflections.