Research & Science
ARCHITECTURE.md · 21 documents
Qwen Image and Edit: Open-sourcing and Local GGUF Generations with Lightning
Daniel Sandner, for article on https://sandner.art/
Smart Implementation Assistant - Complete API Design & Architecture
The Smart Implementation Assistant transforms medical recommendations from static advice into dynamic, personalized action plans. This system helps users successfully integrate multiple treatment changes into their daily routines while minimizing overwhelm and maximizing adherence.
Dense Prediction of Mammography
Eric Scuccimarra (skooch@gmail.com)
System Prompt Architecture Research & Findings
**Date:** January 2026
draft
In complex systems, we often observe complex global behavior emerge from a collection of agents interacting with each other in their environment, with each individual agent acting only on locally available information, without knowing the full picture. Such systems have inspired development of artificial intelligence algorithms in areas such as swarm optimization and cellular automata. Motivated by the emergence of collective behavior from complex cellular systems, we build systems that feed eac
Qwen3-TTS — Model Reference
Models: `Qwen/Qwen3-TTS-12Hz-0.6B-CustomVoice` and `Qwen/Qwen3-TTS-12Hz-1.7B-CustomVoice`
Part 2: Latent Action Prediction Model
This part focuses on building a model that can infer latent actions between consecutive frames. Following the LAPA paper, we'll use a VQ-VAE-inspired approach to learn a discrete codebook of latent actions that explain the transitions between frames.
IGT Risk-Sensitive RL Video Script
"In this project, we implemented a risk-sensitive reinforcement learning model for the Iowa Gambling Task, a widely-used paradigm for studying human decision-making under uncertainty. Our goal was to create an AI model that not only performs well but also exhibits human-like risk sensitivity patterns."
AI Implementation Guide: CS01 Case Study
This document details the implementation of the two AI-powered features in the CS01 Case Study: the **Term Sheet Analyzer** and the **DealCraft Negotiation** simulation. It is intended to guide developers in recreating or migrating these features to a new system.
HyQCOpt: A Unified Framework for Distributed Hybrid Quantum-Classical Optimization
**Authors**: Krishna Bajpai
Project Sarpeidon — Warp Core Simulation Engine
SYSTEM CONTEXT: This document describes the architecture of a warp core simulation engine.
Deep Learning-Based Automated Detection of Brain Tumors from MRI Scans
This document outlines a comprehensive implementation strategy for building a full-stack system that leverages deep learning to detect brain tumors from MRI scans.
RFC Document and Community Memorandum
**Title:** RFC-001: Decentralized AI Training Network – Open Design Proposal
Archipelago Alerts - Project Summary for LLMs
This document is intended to help an LLM or AI assistant understand the structure, purpose, and key components of the **Archipelago Alerts** project.
Increasing pervasiveness of machine intelligence
title: "Social, political, and ethical topics"
An Image is Worth 16X16 Words: Transformers for Image Recognition at Scale
Alexey Dosovitskiy et. al. Google Research, Brain Team
MCP-Titan HOPE Alignment & Implementation Plan
**Status:** Phase 0 - Complete | Phase 1 - Complete
The Hype Surrounding DeepSeek-OCR
This document collects claims about DeepSeek-OCR's potential for context compression that motivated [our paper](https://arxiv.org/abs/2512.03643). We've tried to represent these views fairly with sufficient context. Original links are provided so readers can verify for themselves.
Nested Learning: The Illusion of Deep Learning
alibehrouz@google.com
CMCP: Cognitive Multi-Model Communication Protocol
The provenance layer for multi-model cognitive systems. Every output in the RSPS carries metadata about who generated it, from what epistemic position, with what ground-truth access, and at what validation state. The CMCP makes the most dangerous failure in multi-model systems visible before it becomes a problem.
FHL Bible MCP Server — Research Notes
Investigated 2026-03-12. Not integrated yet.