Posts tagged "rust"
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llm-mux: Why I Rebuilt Lok
Lok got 300+ installs, then I rewrote it. The abstractions were wrong. llm-mux has roles, teams, and proper apply/verify. Here's why.
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finna: Multi-Model Debate, Spec, and Implement
A standalone tool that takes an idea, debates it across Claude, Codex, and Gemini, creates a roadmap, writes specs, and implements. Planning and execution in one pipeline.
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Building a JSON Parser with Multi-LLM Orchestration (Part 1)
Using lok to orchestrate four LLMs debating design decisions, then synthesizing specs for a Rust JSON parser. The debate phase surfaced edge cases no single model would have caught.
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Lok Part 5: Multi-Agent Planning with lok spec
Lok gains a spec command that turns task descriptions into structured implementation plans. Multiple LLMs propose, debate, and converge on a roadmap before any code gets written.
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ARF: Structured Reasoning for AI Agents
Moving beyond chat prompts to structured agent communication. Why unstructured data lets LLMs run wild, and how ARF enforces what/why/how before acting.
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Lok Part 4: The Self-Healing Loop
Lok gains agentic workflows, fixes its own bugs, and finds a real bug in Discourse that I just pushed upstream.
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Lok Part 3: Dogfooding and Code Review
PR review, codebase explanation, and lok opening 25 GitHub issues on itself. Plus parallel workflows and context detection.
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Lok Part 2: Workflows and Local LLMs
Declarative multi-step pipelines and Ollama integration. The workflow system that's also a plugin system.
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Introducing Lok: A Local Multi-LLM Orchestration Control Plane
When one AI isn't enough. Lok is a CLI tool that coordinates multiple LLM backends, routing tasks to the right model and letting them debate each other.
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Letting AI Pick the Project
An experiment in creative delegation: I asked Claude to build whatever it wanted. It chose to build a tool it wished existed.
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Building Embedded Discourse Comments with Rust and WASM
An experiment in creating a drop-in comment widget for static sites using Rust compiled to WebAssembly, talking to Discourse's REST API.
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Building Scrob: A Self-Hosted Music Scrobbling Server
Built a self-hosted scrobbling server with Rust and PostgreSQL to track listening history without relying on Last.fm, featuring public profiles and automated deployment.
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JOBL and SRG: Building Resume Tools I Actually Want to Use
Building a TOML-based resume format and static generator after layoffs reminded me to keep my options open. Sometimes the best response to uncertainty is building something you control.
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Shelltrax Part 2: Footer, Tests, and CI
Fixing footer playback progress, implementing unit tests, and setting up GitHub Actions CI for the Rust TUI music player.
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Introducing Shelltrax - Or how I vibe programmed my way to a TUI music player
Building a terminal-based music player in Rust from scratch to learn the language through real-world challenges like TUI rendering, audio streaming, metadata parsing, and concurrent state management.
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Building a Fully Decentralized Voting System Using Just Git and Pull Requests
Creating a transparent, auditable voting system where Git commits are the ledger, pull requests are ballots, and CI validates every vote without any centralized servers or databases.
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Deploying a Zola static site to a custom domain with Github Actions
Setting up automated deployment for a Zola-based static site using GitHub Actions to build and publish to GitHub Pages with a custom domain and DNS configuration.
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Weekly Summary - 20/52
Starting a weekly reflection series covering site deployment, Raspberry Pi revival, Rust learning with blockchain and TUI projects, woodworking, and job hunting progress.