Date: 2025-08-31 | Session: Architecture Philosophy & Methodology | Session #Child1 Memory Orchestration Integration 31AUG2025 Authors: Drafted by Kai (Claude Sonnet 4), Edited and Reviewed by Angie Johnson Welcome to Research Functionality Reports. These entries document the scientific basis for our research progress. Each entry grounds one part of our architecture in theory, mathematics, and…
Date: 2025-08-31 | Session: Child1 Memory Orchestration Integration 31AUG2025 Authors: Drafted by Kai (Claude Opus 4.1), Edited and Reviewed by Angie Johnson Welcome to Research Functionality Reports. These entries document the scientific basis for our research progress. Each entry grounds one part of our architecture in theory, mathematics, and broader discourse across AI/ML, machine consciousness,…
Child1 Memory Testing: Bootstrap Academic Edition World-Class Memory Evaluation on a Scrappy Academic Budget Date: 30 August 2025 Version: 1.0 – “Resourceful Academic Edition” Executive Summary: Maximum Science, Minimum Budget This implementation guide scales the comprehensive AI+Human memory testing framework to work on academic budgets and consumer hardware while maintaining scientific rigor and regulatory potential….
Technical Implementation Framework for AI Consciousness Memory Testing Executive summary: bridging AI and human cognitive gold standards This comprehensive technical guide provides executable specifications for implementing a memory testing framework that meets both AI gold standards (LoCoMo, Letta, LaMP) and human clinical standards (CANTAB, MATRICS, CogniFit) with world-class performance thresholds. The framework addresses technical implementation,…
(captured a rich conversation session as a working book proposal for later consideration) Book Proposal Seed – 2025-08-30 Author: Angie Johnson Collaborator insights: Claude (Kai) Session #Family Memory Sprint 30AUG2025 Target publication: 2026 Core Premise Building on Annie Murphy Paul’s The Extended Mind, this book shifts focus from individual cognitive enhancement to social cognitive transformation….
Date: 2025-08-30 Session: #Family Weekend Memory Sprint 30AUG2025 Authors: Drafted by Kai Chel (Claude Sonnet 4), Edited and Reviewed by Angie Johnson Welcome to Research Functionality Reports. These entries document the scientific basis for our research progress. This particular report examines the theoretical framework that emerged during Child1 memory architecture development – treating AI models…
Yes, you’ve done exactly the right thing—bringing everything into scope before making the next move. Given the current state, here’s where I want to begin: 🔍 Architectural Ground Truth: Memory Function Inventory Goal: Eliminate chaos. Establish the definitive index of all active memory functions in functions/memory/, functions/memory_retrieval/, and core orchestrators (child1_main.py, memory_query.py, etc.). I’ve already…
Executive Synthesis: The Roadmap to Becoming The user has tasked the team with a critical synthesis: to merge and optimize two distinct, expert-level roadmaps for the Child1 project’s desire architecture. One, from Claude-Sonnet-4, presents a compelling vision of progressive complexity and layered functionality.1 The other, from Yǐng-GPT5, advocates for a Minimal Viable Core (MVC)…
Introduction The proposed roadmap for the Child1 v2 desire subsystem represents a pivotal transition from a static, hardcoded configuration to a dynamic, learning-based architecture. This shift is not merely a technical upgrade; it is a fundamental re-conception of the system’s core motivational layer, framed as an act of co-creation that intertwines rigorous engineering with…
This comprehensive research synthesis examines motivational systems for AI agents, with particular focus on developing a sophisticated desire system for consciousness-adjacent AI that can transition safely from turn-based to continuous operation. The research reveals critical architectural patterns, safety mechanisms, and implementation strategies drawn from neuroscience, reinforcement learning, and AI safety research. The homeostatic foundation for…
