Viewing profile — SafeDusk

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Very cool! Excited to incorporate this into https://toolkami.com which is built upon RLM. Thanks for the great work!

Am excited about RLM too! That's why I built https://toolkami.com so that people can try it easily for agentic workflows.

Working on https://toolkami.com that enables plug and play Recursive Language Model for increased context size and better recall.

Sandboxing is going to be of growing interests as more agents go “code mode”. Will explore this for https://toolkami.com/ , which allows plug and play advanced “code mode” for AI a…

If I were to add, "winter" is the best time to find snow, and there is enough snow for everyone.

Not surprised OpenAI is not there, I struggled so much with telemetry in Codex that I had to build my own one Codex Plus ( https://github.com/aperoc/codex-plus ) -_- Seems like it …

These can also be observed through OTEL telemetries. I use headless codex exec a lot, but struggles with its built-in telemetry support, which is insufficient for debugging and opt…

Using https://github.com/aperoc/toolkami which just spins up a worktree with pre-configured Docker containers.

Sad that a lot of these are for Claude Code and not Codex which I uses more, so I started https://github.com/aperoc/codex-plus which has telemetry built-in, now moving to build a R…

I use codex exec a lot, but it struggles with its built-in telemetry support, which is insufficient for debugging and optimization. codex-plus provides a CLI entry point that mirro…

I had to note down my feeling and I wonder if this resonates. Plenty of engineers are struggling with their identity in this new age. Anxiety shows up even among the best of us, an…

hehe thanks! as a self taught AI engineer, might take awhile =D

UV script enabled me to distribute a MCP client or server in a single file[0]. [0]: https://blog.toolkami.com/mcp-server-in-a-file/

I think both Cursor and Cognition and going in the same direction of SWE-grep[0]. SWE-grep was able to hit ~700tokens/s and Cursor ~300token/s, hard to compare the precision/recall…

Not sure man, I specifically stated this in my README way before this post: https://github.com/aperoc/toolkami/blob/main/README.md#comma... . I mean it's not much, but the concept …

What are your plans for the week? Feel free to share! And don’t forget, rest counts as a plan too.

One of the core design principles at https://github.com/aperoc/toolkami

Great to see progress being made here! I had tons of fun using AlphaEvolve to optimize Perlin Noise[0] [0]: https://blog.toolkami.com/alphaevolve-toolkami-style/

I recommend reading Shopify CEO Tobi's try[0] for good example of how Ruby's block behavior and meta-programming makes it easy to create a single file, shell wrapper. [0]: https://…

And I'm looking for a problem to spend my next decade on ...

Inspired by SWE-grep, I've started a repo to educate myself on it here https://github.com/aperoc/op-grep . I've drafted an architecture, with the steps mainly as so: 1. Collect act…

I like to think of subagents as “OS threads” with its own context and designed to hand off task to. A good use case is Cognition/Windsurf swe-grep which has its own model to grep c…

Starting an exploratory version of SWE-Grep[0] since it doesn't look like they will do it. It is now just a simple RNN model with synthetically generated datasets. Have a look and …