More: https://github.com/attogram/dada-vibing/issues/184

I once tried to teach an agent to have a 'pain reflex' and save memory. The experiment failed horribly.

Summary? Is it "markdown as memory"?

No it's a graph memory storage and retrieval system usable by all AI via CLI or MCP tool. Markdown as memory takes up too much context. Empirical loads dynamically via querying the context it needs on demand.

Interesting. I have hypothesis that markdown in repo is better.

See https://github.com/attogram/academic-vibing/blob/main/academ...

Interesting. I will have to give it a try. I have found that markdown costs me 40% more and takes much longer to search through and doesn't cross project boundaries.

Try out empirical if you can and let me know what you think.

https://empirical.gauzza.com/

This is cool

Thanks! I've found it very useful for myself. I discover unknown use cases for it daily while using it. It's extremely fun!

Ahh I see. I'm doing it per repo. This is distributed.

8b max on a std 16gb macbook. Anything more and your mac is toast

70b on my M1 max 64gb

How much did tha thing cost?

"Agents MUST do x" never works. 100% fail rate.

And sanitizing via the LLM never really works.

I recently found PHPCoin, a blockchain written entirely in PHP. A niche project!

Repo: https://github.com/phpcoinn/node

Website: https://phpcoin.net

- A real, live L1 chain, with a small but active dev team

- Supports smart contracts, dapps, and web apps

- Readable and hackable PHP code

Yes, the repo name has two n’s (`phpcoinn`) - phpcoin was already taken, so they added an extra n. Not a typo :)

"It works. That's annoying." Indeed!

Would be cooler if support for local llms was added. Currently only has support for anthropic and openai. https://github.com/samrolken/nokode/blob/main/src/config/ind...

Yeah that'd be really something. If you could just pay the cost up-front, rather than worry about how much every newer request cost, that really changes the game. There's still many other issues to worry about, like security. But as the author points out, we might be much closer than we think.

Good catch!

For folks curious about the rm -rf see https://github.com/attogram/bash-screensavers/blob/main/gall... line 339

Some artifact from asciinema maybe. Only shows up in the preview gifs. Needs to be fixed!