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Showing posts from June, 2026

Multi-Agent Auto-Looping Orchestration System

Building a multiple agent automatically looping orchestration system in OpenCode (Original source: https://intrepidis.neocities.org/blog/post/mixture-of-agents ) How to mix multiple AI agents, multi-model (not necessarily multi-modal) even from different providers, into one collaborative recursive coding pipeline. The problem Currently, there isn’t a single model that does everything well. Gemini Flash is fast and cheap at code generation but shakier on deep reasoning. Claude Opus nails architecture but is expensive for common chores. DeepSeek V4 Pro sits in a sweet spot, though it varies by task type. I wanted a code harness where I could issue a high-level prompt (like “design and implement a plugin system”) and have it automatically execute a structured, multi-stage workflow. Instead of a single model cannoning off in an unforeseen direction, I wanted an autonomous, self-correcting handoff chain. A specialized architect starts with the technical constraints, a dedicated bu...

Energy Equals Mass: Why c² is a Human Invention

Energy Equals Mass: Why  c 2  is a Human Invention, Not a Universal Law Or: Why  E = m c 2  Becomes  E = m  in Natural Units It is Albert Einstein’s most famous equation in human history: E = m c 2 It states that mass and energy are fundamentally the same thing. But there is a deep cosmic secret hidden inside this elegant formula. The speed of light squared ( c 2 ) isn't actually a fundamental feature of the universe's underlying physics. Instead, it is a mathematical artifact – a conversion factor required solely because of how humans chose to invent our systems of measurement. If we rewrote our physics textbooks using the universe's own logic, that  c 2  would vanish entirely, leaving us with the deeper truth: E = m 1. The Physical Invariant: Spacetime's Absolute Speed Limit To understand why  c 2  is there, we first need to separate the underlying physics from human accounting. The universe is governed by Einstein’s theory of Special...