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NOVELSEEK

A Novel Approach to Autonomous Research: Implementing NOVELSEEK with Modular AI Agents

Recent Posts

The Silent Reset: Currency Devaluation and the Extension of the Debt Cycle
The Eye That Sees
Canada: When Interest Meets Reliable Revenue
From Fuel Protests to Fiscal Risk: What’s Really Happening in Ireland
Real Problems. AI Solutions.
A Memory Gate for AI: Policy-Bounded Acceptance in the Executable Cognitive Kernel
Intelligence Through Execution: The Executable Cognitive Kernel
The “Negative Contrast Trap”: Why AI Writing Overuses “Not X, But Y”
Applied Policy: How to incorporate Policy and Hallucination in self-improving system
Hallucination Energy: A Geometric Foundation for Policy-Bounded AI
From Evidence to Verifiability: Rebuilding Trust in AI Outputs 🔏
Review: What We’ve Learned So Far
✨ TINY CRITICS: Lightweight Reasoning Checks for Large AI Systems
The Nexus Blossom: How AI Thoughts Turn into Habits
Search–Solve–Prove: building a place for thoughts to develop
The Space Between Models Has Holes: Mapping the AI Gap
A Complete Visual Reasoning Stack: From Conversations to Epistemic Fields
🔦 Phōs: Visualizing How AI Learns and How to Build It Yourself
Episteme: Distilling Knowledge into AI
🔄 Learning from Learning: Stephanie’s Breakthrough
From Photo Albums to Movies: Teaching AI to See Its Own Progress
Case Based Reasoning: Teaching AI to Learn From itself
SIS: The Visual Dashboard That Makes Stephanie's AI Understandable
ZeroModel: Visual AI you can scrutinize
Everything is a Trace: Stephanie Enters Full Reflective Mode

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Evaluation Goal-Conditioned Scoring Goal-Driven AI Graph of Thoughts Graph-Based Reasoning GRPO GSM8K H-Net Chunking Hallucination Energy HaluEval Haystack Hierarchical Cognition Hierarchical JEPA Hierarchical Memory Hierarchical Memory Systems Hierarchical Reasoning High-Trust AI Systems Household Debt HRM HRM Architecture Hugging Face Human-AI Collaboration Human-AI Interaction Hybrid AI Systems Hydra Config ICL Scaffolding ICL Training Pipelines Image Generation Image Understanding In-Context Learning Inference Speed Int4 Int8 Intelligent Retraining Interest Burden Interest Rate Shock Interest Rates Interest vs Revenue Ireland Economy Irish Fiscal Policy Iterative Analysis Jitter Knowledge Distillation Knowledge Graph Knowledge Graphs Knowledge Ingestion Knowledge Management Knowledge Measurement Knowledge Scoring Large Language Models Latent Variables Leanstral Learning-From-Learning LeCun Architecture Legacy Debt Lightweight AI Litellm Llama Factory Llama-Factory Quantization Llm 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Models SIS Small Model Tuning SmartAnswer Smolagents Spatial Intelligence Sqlite SSP Stable Diffusion Stephanie Stephanie AI Stephanie Framework Stepwise Reasoning Stochastic Generation Strategy Evolution Strategy Memory Strategy Refinement Structural Deficit Structured Prediction Structured Thinking Subconscious AI Systems Summarization Evaluation SVM Evaluation SVM Validation Symbolic AI Symbolic Control Symbolic Learning Symbolic Reasoning Symbolic Representation Symbolic Tuning Synthetic Reasoning Systemic Risk Systems Modeling Technology Text Theorems Thinking AI Tiny Critic Tiny Recursion Model Tools Trace Learning Trading Tree-GRPO Trustworthy AI Uncertainty Uncertainty-Aware Reasoning Unsupervised Structure US Debt US Integration Value Capture Verifiable AI Verification Video Editing Video Processing Visual Policy Maps Visual Proof of Mind Visual Thought Maps Visualization VPM VPM-ViT WebUI Whisper Wikipedia Policy Windfall Tax Revenue Worldview Modeling Writing Tools Xgboost 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