AGENTIA AI BASE
A comprehensive technical AI knowledge engine, interactive textbook, scientific research library, and engineering reference. Explore fundamental mathematics, machine learning algorithms, transformer architectures, STEM research applications, and autonomous agents.
Multidisciplinary library
Explore fields of knowledge
Browse structured field hubs, learning paths, research questions, and connected concepts. Resource counts reflect the currently available catalog, not popularity.
Artificial Intelligence
Intelligent systems, representation, learning, reasoning, and responsible deployment.
Computer Science
Computation, software, algorithms, systems, and the theory that connects them.
Mathematics
Structure, proof, quantity, uncertainty, and formal reasoning across the sciences.
Physics
Matter, energy, motion, fields, and the laws used to describe the physical world.
Astronomy
Stars, galaxies, planetary systems, and the observable universe.
Chemistry
Composition, structure, transformations, and properties of matter.
Biology
Living systems from cells and genes to organisms, ecosystems, and evolution.
Medicine & Health Sciences
Health, disease, prevention, clinical evidence, and care systems.
Engineering
Designing safe, useful systems under real constraints.
Data Science & Statistics
Evidence, measurement, uncertainty, data quality, and decisions.
Economics
Choices, incentives, markets, institutions, and distribution under scarcity.
Business & Entrepreneurship
Creating value, organizing work, serving customers, and building durable ventures.
Psychology
Mind, behavior, development, cognition, and the methods used to study people.
Sociology
Social groups, institutions, inequality, culture, and collective change.
Political Science
Power, governance, political behavior, institutions, and public life.
Law & Public Policy
Rules, rights, institutions, and evidence-informed public decisions.
Environmental Science
Earth systems, human impact, ecosystems, and environmental decisions.
Earth Science
The planet's materials, processes, history, hazards, and changing surface.
History
Evidence-based study of change, continuity, people, institutions, and the past.
Philosophy
Questions about knowledge, reality, ethics, reasoning, and how to live.
Literature
Texts, forms, interpretation, narrative, and cultural expression.
Languages & Linguistics
Language structure, meaning, use, acquisition, and communication across communities.
Education
Learning, teaching, assessment, curriculum, and equitable learning environments.
Interdisciplinary Research
Methods for connecting evidence, concepts, and methods across fields.
AGENTIA Knowledge Base
Educational PDF library
Every book is 20 pages, watermarked, readable online, downloadable, and indexed for grounded chat answers.
Knowledge Pillars & Learning Paths
8 Core Technical Domains1. Fundamentals
History of AI, Symbolic AI, ML vs DL, Foundation Models, Multimodal AI, AGI Concepts.
2. Mathematics for AI
Linear Algebra, Calculus, Probability, Statistics, Optimization, Derivations & LaTeX.
3. Machine Learning
Supervised & Unsupervised Algorithms, Pseudocode, Python, Complexity, Failure Modes.
4. Deep Learning
MLPs, Backpropagation, CNNs, RNNs, LSTMs, VAEs, GANs, Diffusion Models, GNNs, MoE.
5. Transformers & LLMs
Self-Attention, Embeddings, RLHF, DPO, Fine-Tuning (LoRA/QLoRA), KV Cache, Temperature.
6. AI Agents
ReAct Loop, Planning, Memory, Function Calling, Multi-Agent Swarms, Tool Orchestration.
7. AI + Scientific Research
Biology, Drug Discovery, Clinical Medicine, Chemistry, Physics, Astronomy, Climate Science.
8. Research Library & Agent
Research Paper Database, ArXiv/DOI search, Historical Timeline, Autonomous Research Agent.
Interactive Learning & Algorithmic Simulators
Experiment with parameters and observe loss decay, attention weight heatmaps, and retrieval pipeline steps in real time.
Interactive Gradient Descent Simulator
| Step | x Value | Gradient ∇L | Loss L(x) |
|---|---|---|---|
| #0 | 4.0000 | 8.0000 | 16.0000 |
| #1 | 3.2000 | 6.4000 | 10.2400 |
| #2 | 2.5600 | 5.1200 | 6.5536 |
| #3 | 2.0480 | 4.0960 | 4.1943 |
| #4 | 1.6384 | 3.2768 | 2.6844 |
| #5 | 1.3107 | 2.6214 | 1.7180 |
| #6 | 1.0486 | 2.0972 | 1.0995 |
| #7 | 0.8389 | 1.6777 | 0.7037 |
| #8 | 0.6711 | 1.3422 | 0.4504 |
| #9 | 0.5369 | 1.0737 | 0.2882 |
Self-Attention Softmax Heatmap Visualizer
Observe how the pronoun "it" places 85% of its attention weight on "animal" in the attention matrix.
Interactive RAG Pipeline Simulator
Step 1: Documents & Chunking
Split raw PDF/text docs into overlapping 512-token chunks.
AI Research Agent & Technical Synthesis
Generate structured technical research reports with equations, literature citations, and open research problems.
AGENTIA AI Research AgentAutonomous Synthesis
Deconstructs research questions, queries AI Base literature, extracts equations & code, and compiles structured technical reports.