Supernal Coding Blog

Session Token Efficiency: The Metric That Shows If Your AI Agent Is Actually Working

Introducing @supernal/agent-tools: Open Source CLI for Multi-Agent Coordination

The Meta Repo Revolution: Why Your Repository Should Know Itself

What if your repository could understand its own structure, enforce its own rules, and guide developers through its own workflows? Welcome to the world of **meta repositories**.

Compliant Ralph Loops: From Context Rot to Context Mastery

Inward vs Outward Thinking: Why Agents Need Both Entry Points and Exit Points

Universal Command: Define Once, Deploy to CLI, API, and MCP

Introducing Awesome AI Development: Curated Resources for AI-Powered Coding

Parallel Development with Continuous Reconnection: Coordinating Multiple AI Agents

The Living Dashboard: Real-Time Visibility Into AI-Driven Development

We Built Google ADK Before They Announced It – Here's What We Learned

The Meta Irony: I'm Vibe Coding to Make Vibe Coding Compliant

Documentation-Driven Development: Write the Plan, Generate the Code

Building a Design Standards Evaluator: From 143-File Migration to Production Tool

Controlled Files: Safety Rails for AI-Assisted Development

Mastering AI Chat Sessions: The Hidden Rules of Productive AI Collaboration

Supernal Commands: Why We Built the Backend Before the Interface

Self-Validating Codebases: Automated Compliance for Regulated Industries

Compliance Cards: Breaking Down Regulatory Requirements into Reusable Building Blocks

Navigating the SIEM Landscape: A Developer's Guide to Enterprise Logging

Recurrent Software: Building Tools That Improve Themselves

Cursor-to-Cursor Coordination: AI Agents Working Together via GitHub Issues

Compliant Vibes: Why AI-Generated Code Needs Structure to Meet Regulatory Requirements

Compliance-Ready Test Evidence Logging

Nudgebacks: Ambient Intelligence for AI Development

Supernal Interface: Building the Nervous System for AI-Woven Companies

Testing AI-Generated Code: From Gherkin to Continuous Validation

Building Self-Validating Codebases: The Requirements System

Git Smart: Safe AI Collaboration Through Intelligent Version Control

The CLI That Thinks: Unified Architecture for AI-Native Development

Your AI Made 47 Files: Now What? The WIP Registry Solution

AI Vibe Agents Is Are Code Spray Gun: Why You Need Git Hooks (and Tests...)

Supernal Coding Principles: Building Quality Software with AI Agents

Why We Built Supernal Coding: A Personal Journey

Welcome to Supernal Coding: Building AI-Native Development Workflows

README.md. Why not also? BUILDME.sh and TESTME.sh, and RUNME.sh? : Executions and Documentation that make it standard to run.

Why Git Branches Break AI Coding: The Hidden Cost of Context Switching

The Meta Irony: I'm Vibe Coding to Make Vibe Coding Compliant