AGI x 3L — Learn, Build, Evolve

Manifest

AGI is a horizon—approached through curiosity, iteration, and shared practice. 3L is the habit that gets us there: learning that never ends.

Together, AGI and 3L invite a new intensity: small steps, every day, compounding into outsized outcomes. Start where you are. Use what you have. Improve what you touch.

Learn out loud. Share what you discover.
Ship tiny demos. Let reality correct you.
Respect constraints. Design within them.
Bias for action. Iterate with feedback.
Integrity first. Build responsibly.

Prompt Engineering Basics

Structure prompts with context, roles, constraints, and iterations for reliable outputs.
Retrieval‑Augmented Generation (RAG)

Ground models in your data: chunking, embeddings, and retrieval strategies that work.
Data Cleaning for ML

Normalize, dedupe, split, and validate. Great data beats clever modeling.
Fine‑tuning Small Models (LoRA)

Adapt open models cheaply. Learn task adapters, training data, and evaluation.
Computer Vision with Pretrained Models

Classify and detect with ready models. Chain with OCR or captioning for value.
Speech‑to‑Text and Text‑to‑Speech

Transcribe meetings, narrate content, and build voice UX with simple APIs.
Agents & Tools: Function Calling

Let models call functions. Orchestrate tools for multi‑step tasks safely.
Vector Databases 101

Store and search embeddings. Understand indexes, filters, and freshness.
Responsible AI & Bias Basics

Identify harms, test for bias, and design mitigations. Responsibility is a feature.
Ship It: Deploy a Demo (Docker)

Containerize, expose, and iterate. Share your work and gather feedback early.

Manifest

Prompt Engineering Basics

Retrieval‑Augmented Generation (RAG)

Data Cleaning for ML

Fine‑tuning Small Models (LoRA)

Computer Vision with Pretrained Models

Speech‑to‑Text and Text‑to‑Speech

Agents & Tools: Function Calling

Vector Databases 101

Responsible AI & Bias Basics

Ship It: Deploy a Demo (Docker)