Programmer.ie: Modern AI programming

A site about AI programming

Home
AI
Finance
Programming
Lists
About

Self-Learning

Self-Learning LLMs for Stock Forecasting: A Python Implementation with Direct Preference Optimization

Recent Posts

Codex Manager: Building a Prompt-State Runtime for Hackathon-Grade Code Optimization
Cognitive Graphs: A General Architecture for Replayable Reasoning
AI as an Amplifier, Not a Utility
🎂 CAKE: Cognitive Amplification Knowledge Engine
The Answering Machine Effect
Beyond Hallucination Energy: A Three-Dimensional Framework for Reliable AI Outputs
Living Against Parkinson’s: A Practical Guide to Fighting Back
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

Categories

Tags

Ablation Study Absorbing Knowledge Adaptive Agents Adaptive AI Adaptive AI Pipelines Adaptive AI Systems Adaptive Reasoning Adaptive Reasoning Depth Advantage-Weighted Learning Advantage-Weighted Regression Adversarial Evaluation Adversarial Validation Agent Agent Architecture Agent Collaboration Agent Orchestration Agent Swarms Agent-Based Training Loops Agentic Systems Agentic Tree Search Agentic Tree Search AI AI Amplification AI Architecture AI Art AI as an Amplifier AI Backlash AI Co-Scientist AI Coding AI Compression AI Debugging AI Detection AI Distillation AI Distrust AI Evolution AI Future AI Memory Systems AI Model Evolution AI Observability AI Orchestration Ai Paper Walkthrough AI Pipelines AI Prototyping AI Provenance AI Reasoning AI Reasoning Framework AI Reliability AI Research Systems AI Safety AI Scalability AI Self-Evaluation AI Self-Improvement AI System Design AI Systems Design AI Training AI vs Human AI Writing AI-Assisted Health AI-Assisted Research Alignment via Embeddings Answering Machine Effect Append-Only Logs Arena Competition ARM Artificial Intelligence Arxiv Assumption Testing Attribution Auditable Reasoning Authenticity Crisis Autogptq Automated Research Agents Autonomous Intelligence Autonomous Research Agents Autonomous Retraining Autoround Belief Cartridges Betti Numbers Bitsandbytes Blossom Engine Bond Yields Calibration Canada Economy Cartridges Case-Based Reasoning CBR Chain of Rubrics Chain of Thought Chronic Illness CLIP Co-Ai Framework Code Generation Codex Cognitive Amplification Cognitive Architecture Cognitive Architectures Cognitive Garden Cognitive Graph Cognitive Heartbeat Cognitive Patterns Cognitive Planning Cognitive Runtime Cognitive State Engineering Cognitive Surgery Command Line Common Sense Reasoning Confidence Tracking Consistency Score Constitutional Reasoning Content Explosion Content-Addressable Cognition Context Engineering Context Sensitivity Contrastive Learning Controlled Reasoning Corporate Tax Ireland Cost of Living CoT CoT Encyclopedia Cot vs Debate Critical Thinking Cross-Domain Reasoning Transfer Cross-Modal Analysis CSO Data Curriculum Learning Cycle Detection Dashboard Debt Rollover Debt Sustainability Debugging Decision Frameworks Decision Lineage Deep Learning Deep Learning Deployment Deep Learning Limitations Delta Field Deterministic Gating Deterministic Replay Developer Productivity Developer Tools Digital Biomarkers Dimension-Wise Evaluation Dimensional Scoring Distributed AI Systems Document Embedding Strategies Document Profiling Document Scoring Domain Classification DPO DQN DSPy Dual-Pass Scoring Dynamic Chunking Dynamic Model Loading Dynamic Reasoning Dynamic Scoring EBT Scoring Economic Signals EDGAR Edge AI Editing Embedding Alignment Embedding Comparison Embedding Compatibility Embedding Protocol Design Embedding Subspaces Embedding-Based Reasoning Embedding-Based Training Embedding-Based Tuning Energy-Based Models Entity Recognition Epistemic Architecture Epistemic Engines Epistemic Fields Epistemic Memory Epistemic Quality Epistemic Scaffolding Evaluation Frameworks Event Sourcing Event-Sourced Cognition Evidence-Based AI Evidence-Bound Synthesis Evidential Reasoning Executable Cognitive Kernel Execution Traces Explainable AI Explainable Analysis Extrinsic Hallucination Failure Taxonomy False Acceptance Rate FastAPI Feature Extraction Feature Importance Federal-Provincial Dynamics Feedback Loops Feedback Loops in AI FFmpeg Filmstrip Fin-R1 Finance Fine-Tuning Fiscal Constraint Fiscal Policy Format Selection Fp16 Fuel Protests Functional Intelligence Functions GAP Component General Reasoner Geometric Machine Learning GILD Integration GILD Training GNI vs GDP Goal-Based Learning Goal-Conditioned Evaluation Goal-Conditioned Scoring Goal-Driven AI Graph of Thoughts Graph-Based Memory Graph-Based Reasoning GRPO GSM8K H-Net Chunking Hackathon Hallucination Energy Hallucination Mitigation HaluEval Hash-Verified State Haystack Health Systems Hierarchical Cognition Hierarchical JEPA Hierarchical Memory Hierarchical Memory Systems Hierarchical Reasoning High-Trust AI Systems Household Debt HRM HRM Architecture Hugging Face Human Value 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 Inspectable AI Int4 Int8 Intelligent Retraining Interest Burden Interest Rate Shock Interest Rates Interest vs Revenue Intrinsic Hallucination 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 LLM Agents LLM Alignment LLM Arbitration LLM Evaluation LLM Governance LLM Judgement LLM Pipeline LLM Supervision LLM Validation LLMs Logistic Regression Logits LoRD Distillation Low-Resource LLMs Machine Learning Macroeconomic Analysis Macroeconomic Modeling MARS Master–pupil Architecture Measurement Memento Paper Memory Graph Meta-Agents Meta-Learning Meta-Prompting Meta-Reasoning Metacognition in AI Metacognitive Awareness Mirror Machine Model Alignment Model Comparison Model Compression Model Development Model Distillation Model Head Specialization Model Interpretability Model Monitoring Model Optimization Model Switching Model Tuning Engines Model Validation Modular Embeddings Modular Scoring Monotone Calibration MR.Q MRQ MRQ Evaluation MRQ Feedback Loops MRQ Models MRQ Scoring Multi-Agent Systems Multi-Axis Evaluation Multi-Dimensional Scoring Multi-Model Reasoning Multi-Stage Reasoning Multidimensional Scoring Multimedia Multimodal AI Multimodal Representation Multinational Concentration Multistrategy Reasoning NER Retriever Nested Reasoning Loops Neural Networks Nexus Nlp NOVELSEEK OECD Pillar Two Ollama OOD Detection Open Source AI OpenCV Opinion Orchestrator PACS Pairwise Evaluation PaperSearch Parkinsons Patient Support Pattern Detection Peft Per-Capita GDP Persistent Cognition Persistent Homology Perturbation Testing Pgvector Phos PHOS VPM Phōs PiHead Optimization Pipeline Learning Pipeline Optimization Pipeline Tuning Plan Traces PlanTrace Policy Constraints Policy Learning Policy Refinement Policy Synthesis Policy-Based Evaluation Policy-Bounded AI Pollinator Agent Postgres PostgreSQL Predictive World Models Preference Learning Preference Modeling Primitive Decomposition Procedural Learning Procedural Reasoning Productivity Gap Projection Geometry Prompt Compiler Prompt Engineering Prompt Optimization Prompt Tuning Provenance Enforcement Pupil Models Python Ai Pytorch Q-Learning With Embeddings Quantization Techniques Rag RAG Verification Raspberry Pi AI Reasoning Reasoning Failure Analysis Reasoning Geometry Reasoning Pathway Analysis Reasoning Provenance Reasoning Strategies Reasoning Systems Reasoning Trace Encoder Reasoning Traces Reasoning Verification Recurrent Reasoning Blocks Refinancing Risk Reflection Agents Reflective AI Regression Tuner Regularized Training Reinforcement Learning Reinforcement-Based Scoring Reliable Revenue Replay vs Snapshot Equivalence Replayable Reasoning Reports Representation Learning Reproducibility Research Automation Research Filtering Retention Policy Revenue Concentration Revenue Quality Reversible Systems Reward Modeling Rhetoric RHLF RIVAL Framework RMSNorm Stability Routing Rubric Classification Rubric-Based Evaluation Rule-Based Reasoning Sae Scenario Analysis Scientific Research SCM Scorable Score Convergence Scoring Pipelines Scoring Stack Search Self-Play Self-Improvement Self-Improvement Loop Self-Improving Agents Self-Improving AI Self-Improving AI Systems Self-Improving Systems Self-Learning Self-Referential AI Self-Reflective Agents Self-Supervised Learning Self-Tracking Self-Tuning AI Self-Tuning Loops Self-Tuning Systems Semantic Compression Semantic Drift Semantic Vector Tuning Sensitivity Analysis Sensitivity Score Shared Canonical Metrics Sharpening SICQL SICQL Integration SICQL Models SIS Small Model Tuning SmartAnswer Smolagents Snapshot Verification Software Architecture 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 Reasoning Structured Thinking Subconscious AI Systems Summarization Evaluation SVM Evaluation SVM Validation Symbolic AI Symbolic Control Symbolic Learning Symbolic Reasoning Symbolic Representation Symbolic Tuning Symptom Tracking Synthetic Content Synthetic Reasoning Systemic Risk Systems Modeling Tech Culture Technology Text Theorems Thinking AI Tiny Critic Tiny Recursion Model Tools Trace Learning Trading Tree-GRPO Trendslop 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 Wearables WebUI Whisper Why Graphs Wikipedia Policy Windfall Tax Revenue Worldview Modeling Writing Tools Xgboost ZeroModel

Social

ernanhughes@gmail.com

© 2026 Programmer.ie: Modern AI programming.