Filed under
Open Source
12 entries
Ai·10 min read·
A Month of Modularization: nexus-agents in April 2026
Extracting benchmarks into a standalone package was the punchline. The setup was a month of governance, skills, security, and pipeline discipline that made the extraction possible in an afternoon.
Open Source·6 min read·
Grading GitHub Repos: Six-Dimension Hygiene Scores from repo-health-report
A static-analysis tool that grades any GitHub repo across security, testing, docs, architecture, devops, and maintenance. The methodology is still WIP, but the findings are consistent: most repos are skipping the basics.
Design·9 min read·
Remarque: A Typography-First Design System for Technical Sites
Most developer sites look like SaaS dashboards. Remarque is the antidote — a design system rooted in book typography, 17px body text, 46rem reading columns, and the OKLCH color space. Self-hosted fonts, AI-native tokens, zero CDN dependencies.
Ai·11 min read·
Building Nexus-Agents: What I Learned Creating a Multi-Model AI Orchestration System
The engineering story behind nexus-agents, a research-backed multi-model orchestration system that coordinates Claude, Gemini, and Codex through consensus voting, adaptive routing, and graph workflows.
Ai·8 min read·
Consensus Voting With AI Models: When Three Opinions Beat One
How multi-model consensus voting catches blind spots that single models miss. The research behind adversarial roles, Bayesian aggregation, and structured deliberation across Claude, Gemini, and Codex.
Ai·8 min read·
From RouteLLM to Contextual Bandits: How Research Papers Shaped My Model Router
How I went from naive round-robin model selection to a five-stage routing pipeline backed by RouteLLM, TOPSIS, and LinUCB research. The failures that led to each improvement.
Ai·6 min read·
Supercharging Development with Claude-Flow: AI Swarm Intelligence for Modern Engineering
Deploy Claude-Flow AI agent swarms for development—achieve 84.8% SWE-Bench solve rate with neural learning and multi-agent orchestration for complex tasks.
Ai·13 min read·
Down the MCP Rabbit Hole: Building a Standards Server
Build MCP standards server for Claude AI—implement Model Context Protocol for intelligent code standards and context-aware workflows.
Automation·9 min read·
Vulnerability Management at Scale with Open Source Tools
Build enterprise vulnerability management with open source—deploy scanning, remediation tracking, and compliance using Nessus and OpenVAS.
Automation·4 min read·
Automating Home Network Security with Python and Open Source Tools
Automate home network security with Python and Ansible—deploy patching, threat detection, and compliance scanning for homelab infrastructure.
Web Development·3 min read·
Building My Digital Garden with Eleventy
Build privacy-respecting sites with Eleventy—create fast, accessible static websites with zero tracking and excellent Core Web Vitals.
Ai·13 min read·
Open-Source vs. Proprietary LLMs: A Battle of Accessibility, Customization, and Community
Compare open-source vs proprietary LLMs with Llama 3 and GPT-4 benchmarks—understand performance, cost, and customization trade-offs for production.