Posts

Multi-Agent Auto-Looping Orchestration System

Building a multiple agent automatically looping orchestration system in OpenCode How to mix multiple AI agents, multi-model (not necessarily multi-modal) even from different providers, into one collaborative recursive coding pipeline. Original source: https://intrepidis.neocities.org/blog/post/mixture-of-agents NOTE: The original source has since been updated to include better features. I'm not going to update this post further. Hence it would be better to follow that link now. 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...
Post a Comment
Read more

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...
Post a Comment
Read more

Seyons to explain Quantum Wave Function Collapse

Here’s a proposed explanation of wave function collapse in quantum mechanics by using the concept of something called "seyons" - a simple and singular lowest level particle. Seyons are hypothesized pre-spatiotemporal constituents underlying all known particles, fields, and spacetime itself. They have no intrinsic mass, charge, or position; instead, they possess only internal relational states and phases. What we call particles (photons, electrons, etc.) are stable, large-scale configurations of vast numbers of seyons. A photon corresponds to a maximally coherent, phase-locked configuration whose internal dynamics cancel out, yielding zero emergent proper time and enforcing propagation at the speed of light. Massive particles correspond to configurations with non-zero internal reconfiguration rates, giving rise to proper time, rest mass, and localization. Spacetime, causality, and relativistic structure emerge statistically from the collective behavior of seyons rather tha...
Post a Comment
Read more

šŸœ Nongshim Shin Ramyun Noodle Soup - An Examination

Nongshim's Shin Ramyun Noodle Soup is an ultra-processed product, and an assessment of its ingredients and nutritional profile reveals key areas of concern for regular consumption. The soup powder and seasoning are a blend of extracts, salt, and numerous enhancers. This sachet contains common flavour enhancers like Disodium Guanylate ( E627 ) and Disodium Inosinate ( E631 ), along with Monosodium Glutamate (MSG, often listed as E621 ), which is used to significantly amplify the savoury taste. The powder also contains sugar and fructose, along with thickeners and emulsifiers. The noodles themselves are not a simple carbohydrate. They are pre-fried, contributing significantly to the product's high fat content. The noodles contain palm oil , various mineral salts ( E501 , E500 , E452 , E339 ) which act as acidity regulators and raising agents, and an emulsifier (Lecithin, E322 , which contains Soy). Nutritionally, this product is exceptionally high in refined...
Post a Comment
Read more

AdhocTree in C#

A Performant Flexible Tree Structure with Type-Segregated Storage When working with hierarchical or tree-structured data, developers often face a trade-off between flexibility and performance . Traditional approaches either use: Concrete types for strict schemas and fast access, but limited flexibility. Dynamic objects for flexible, schema-less data, but with runtime overhead and boxing of value types. AdhocTree  attempts to provide the best of both worlds. It's a tree data structure that combines the flexibility of dynamic objects with the performance benefits of type-specific storage. What Is It? AdhocTree is a tree-like data structure designed to store arbitrary named values at each node, supporting a wide range of value types. It achieves this by: Storing values in separate arrays by type (e.g., one array for int , another for double , etc.), avoiding boxing of value types. Maintaining a mapping from names to (type, index) pairs, so each name points to the corr...
Post a Comment
Read more