AI
Open Source Research

Projects organized by research question, method, and learning outcome.

Phase 1 ships the project knowledge system and explorer. Phase 2 will expand each project into a dedicated research case study with architecture diagrams and implementation notes.

10
Projects
4
Areas
4
Featured
Agent Systems

Agent-You-MustKnows

2026

A structured knowledge base for core AI agent concepts, research papers, and engineering patterns.

Focus
Agent research foundation
Difficulty
Intermediate
Status
Research notes
AgentTool UsePlanningReflection
Stack
MarkdownPythonLLM
Agent Systems

CognitiveTemp DeepSearch Agents

2026

A deep search agent direction for decomposing questions, retrieving evidence, reasoning over sources, and generating research-grade answers.

Focus
Deep research agent
Difficulty
Advanced
Status
Research prototype
Deep SearchRAGAgentReasoning
Stack
PythonLLMVector Search
Agent Systems

NEXUS

2026

An AI agent system exploration project focused on emergent workflows, coordination, and agent environment design.

Focus
Agent system architecture
Difficulty
Advanced
Status
Prototype
AgentSimulationWorkflowCoordination
Stack
PythonLLMRAG
Agent Systems

NEXUS Navigating Emergent X-agent Universe Simulator

2026

A simulator direction for studying emergent multi-agent behavior, world state, and autonomous interaction loops.

Focus
Multi-agent simulation
Difficulty
Advanced
Status
Research prototype
Multi-AgentSimulationEnvironmentEmergence
Stack
PythonLLMAgent Runtime
Agent Systems

UPAIRS-Agents

2026

A personal agent research project exploring agent roles, interaction patterns, and structured workflows.

Focus
Agent workflow research
Difficulty
Advanced
Status
Experimental
AgentWorkflowPlanningResearch
Stack
PythonLLMPrompt System
LLM Engineering

LLaMA Factory Fine-tuning Pipeline

2025

A fine-tuning pipeline study covering dataset preparation, supervised fine-tuning, LoRA-style adaptation, and evaluation.

Focus
LLM fine-tuning
Difficulty
Intermediate
Status
Implementation practice
LLMFine-tuningSFTLoRA
Stack
PythonPyTorchLLaMA Factory
Computer Vision

P-ADONIS

2025

A vision-oriented project used to study perception pipelines, model architecture, and applied AI experimentation.

Focus
Perception system
Difficulty
Intermediate
Status
Research project
Computer VisionOCRPerceptionPipeline
Stack
PythonPyTorchOpenCV
Computer Vision

PEANUT

2025

A computer vision project direction connected to visual understanding, restoration, or multimodal learning practice.

Focus
Computer vision research
Difficulty
Intermediate
Status
Research project
Computer VisionMultimodalRestorationRepresentation
Stack
PythonPyTorchOpenCV
LLM Engineering

Qwen Fine-tuning

2025

A Qwen model adaptation project focused on dataset formatting, parameter-efficient tuning, and model behavior inspection.

Focus
Model adaptation
Difficulty
Intermediate
Status
Implementation practice
QwenFine-tuningSFTEvaluation
Stack
PythonPyTorchTransformers
Machine Learning

Machine Learning Foundation Lab

2024

A foundation track for Bayesian networks, optimization algorithms, deep reinforcement learning, and ML framework implementation.

Focus
ML foundations
Difficulty
Foundational
Status
Learning system
Machine LearningBayesianOptimizationRL
Stack
PythonNumPyPyTorch