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Nikola Balic nibzard

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RFC: Changelog and Release Conventions

Status

Proposed

Goal

Adopt a release workflow that:

@nibzard
nibzard / ATLAS_SDK_SPECIFICATION.md
Created May 25, 2026 18:31
Atlas SDK Specification — deep-research framework designed for coding agents as primary builders (Agent Experience / AX as design north star)

Atlas SDK Specification

Deep-research framework where the primary builder is a coding agent, not a human developer.

Status: Design proposal. Not yet implemented. Current @steel-dev/atlas (v0.1.x) ships a single opinionated research() function and CLI. This document specifies how to evolve it into an SDK for building domain-specific researchers, with Agent Experience (AX) as the primary design constraint.


0. Why this exists

@nibzard
nibzard / context-rot-research.html
Created May 15, 2026 10:34
Context Rot: A Cross-Disciplinary Research Review — Cognitive Overhead of Managing Multiple AI Coding Agents in Parallel
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>Context Rot — A Cross-Disciplinary Research Review</title>
<style>
:root {
--bg: #fafafa;
--text: #1a1a2e;
@nibzard
nibzard / COLLAB-PLAN.md
Created April 21, 2026 21:36
Steel × ClawBench Collaboration Plan

Steel × ClawBench Collaboration Plan

Why This Makes Sense

ClawBench runs 153 tasks on live production websites (Uber Eats, Booking.com, Robinhood, etc.) inside local Docker containers with a DIY Chromium stealth layer. Steel solves exactly this problem as a managed service. The integration surface is minimal — browser-use already accepts a custom CDP endpoint, meaning the harness change is one line of code.

ClawBench is also the most credible AI browser agent benchmark published to date (arXiv

@nibzard
nibzard / RFC-OVERLAYS.md
Created April 15, 2026 10:22
RFC: Skill Overlays (Draft) — optional extension for specializing a base skill without forking

RFC: Skill Overlays

Status: Draft Last Updated: 2026-03-09 Author: @nibzard

Abstract

Skill overlays are an optional extension for specializing a base skill without forking it.

@nibzard
nibzard / llm-wiki.md
Created April 9, 2026 07:40 — forked from karpathy/llm-wiki.md
llm-wiki

LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

@nibzard
nibzard / hn-dead-post-analysis.md
Created April 6, 2026 11:24
Hacker News [dead] Post Analysis — content moderation patterns

Hacker News [dead] Post Analysis

Date: April 6, 2026
Method: Steel browser session (logged in as nibzard with "showdead" enabled), JS-based DOM extraction
Scope: 23 pages of /newest (~690 stories), 100 domains investigated via /from?site=

What is a [dead] post on HN?

Posts marked [dead] have been killed by HN moderators or the anti-spam algorithm. They are invisible to logged-out users and to users who haven't enabled "showdead" in their profile. They are NOT the same as HTTP 404s — the linked URLs may still work fine. It's a content moderation signal.

@nibzard
nibzard / steel-cli-evolution.md
Created March 21, 2026 16:09
The Evolution of Steel CLI: From Node.js to agent-browser Integration to Rust

The Evolution of Steel CLI: From Node.js to agent-browser Integration to Rust

Prologue: The Original Vision

The story of the Steel CLI begins in April 2025, when the first lines of code were committed to create a tool for Steel.dev — a browser automation platform. The initial commit on April 20, 2025 (52ea53c) established a foundation built with Pastel, a React-based CLI framework that allowed developers to create beautiful terminal interfaces using React components.

feat: init pastel cli tool, added api and login authentication
@nibzard
nibzard / zai-glm-thinking-issue.md
Created March 20, 2026 18:18
Z.ai/GLM models produce garbled output with thinking parameter enabled

Z.ai/GLM models produce garbled output with thinking parameter enabled

Description

When using z.ai endpoints with GLM 4.7 or GLM 5 models, the LLM sometimes returns garbled outputs—random tokens that are unusable. The same endpoints and LLM work correctly in other harnesses like CloudCode CLI, suggesting the issue is specific to OpenCode's handling of these models.

Root Cause Analysis

After investigation, the issue appears to be related to the thinking parameter configuration in transform.ts:

@nibzard
nibzard / optimization_report.html
Created March 10, 2026 22:05
SkillPA optimization report: opt-booking-20260310-152921
<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<title>Optimization Report - booking</title>
<style>
:root {
--bg: #f6f7f3;
--surface: #ffffff;