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SafeDusk
searching Neon…
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SafeDusk
7mo ago
Very cool! Excited to incorporate this into https://toolkami.com which is built upon RLM. Thanks for the great work!
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SafeDusk
7mo ago
Am excited about RLM too! That's why I built https://toolkami.com so that people can try it easily for agentic workflows.
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SafeDusk
7mo ago
Working on https://toolkami.com that enables plug and play Recursive Language Model for increased context size and better recall.
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SafeDusk
7mo ago
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 agents.
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SafeDusk
8mo ago
If I were to add, "winter" is the best time to find snow, and there is enough snow for everyone.
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SafeDusk
8mo ago
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 can be a standard the project can adopt.
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SafeDusk
8mo ago
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 optimization. Thus I made codex-plus ( https://github
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SafeDusk
8mo ago
Using https://github.com/aperoc/toolkami which just spins up a worktree with pre-configured Docker containers.
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SafeDusk
8mo ago
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 Ralph loop on top of it.
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Show HN: Codex Plus – Turbocharged OpenAI Codex for Headless Workflows
(github.com)
1 points
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SafeDusk
8mo ago
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0 comments
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Ask HN: Identity crisis as a software engineer because of AI
12 points
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SafeDusk
8mo ago
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1 comments
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SafeDusk
11mo ago
hehe thanks! as a self taught AI engineer, might take awhile =D
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SafeDusk
11mo ago
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/
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SafeDusk
11mo ago
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 and cost effectiveness though, considering S
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SafeDusk
11mo ago
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 just resonates with
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Ask HN: What are you doing this week?
6 points
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SafeDusk
11mo ago
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15 comments
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SafeDusk
11mo ago
One of the core design principles at https://github.com/aperoc/toolkami
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SafeDusk
11mo ago
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/
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SafeDusk
11mo ago
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://github.com/tobi/try/blob
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SafeDusk
11mo ago
And I'm looking for a problem to spend my next decade on ...
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Open SWE-grep: architecture review request
(github.com)
3 points
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SafeDusk
11mo ago
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1 comments
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SafeDusk
11mo ago
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 actions (grep/glob/rea
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SafeDusk
11mo ago
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 code fast. I was inspired by it but too bad it’s closed
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Show HN: Open SWE-grep for fast, high-precision code context
(github.com)
5 points
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SafeDusk
11mo ago
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1 comments
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SafeDusk
11mo ago
Kickstarting an exploratory open version here https://github.com/aperoc/op-grep since it doesn't look like they will do it.
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SafeDusk
11mo ago
Any plans to offer this as a tool/MCP server for other coding agents or is it going to be Windsurf exclusive?
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SafeDusk
11mo ago
That is why a minimal framework[1] that allows me to understand the core immutable loop, but to quickly experiment with all these imperative concepts is invaluable. I was able to try Beads[1] quickly with my framework and decided I like it
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The Beads Revolution: The Todo System That AI Agents Want to Use
(steve-yegge.medium.com)
3 points
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SafeDusk
11mo ago
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0 comments
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SafeDusk
11mo ago
Release a CLI for my open source project: https://github.com/aperoc/toolkami It is a modified version of Shopify's CEO Tobi try implementation[0]. It extends his implementation with sandboxing capabilities and des
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SafeDusk
11mo ago
If anybody is looking for a simple CLI tool to spin up parallel agents, have a look at https://github.com/aperoc/toolkami !
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