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Blog

🌟 Featured Series & Special Topics

Finetuning Ninja

Agentic Design Patterns

AI Dev Tools
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📚 All Posts

LegacyLoom — 72 Hours at the AI Vibe Coding Hackathon

AI
Hackathon
Vibe Coding
Python

Preserving family memories through AI-driven storytelling. A look into how we built LegacyLoom in just three days.

Mar 8, 2026
2 min

Memory-Based Agent: AI That Remembers and Learns

AI
Agents
LLM
Design Patterns
Memory
RAG

The Memory Pattern: how AI agents use short-term and long-term memory to maintain context and learn from past interactions.

Feb 10, 2026
5 min

Multi Agent Collaboration: When AI Agents Work as a Team

AI
Agents
LLM
Design Patterns
Multi-Agent

The Multi-Agent Pattern: specialized AI agents collaborating to solve complex problems that no single agent could handle alone.

Feb 10, 2026
3 min

Poetry vs UV: which tool for your Python projects?

python
packaging
tooling

A comparison between Poetry and UV, two modern Python dependency managers.

Feb 10, 2026
8 min

ReAct Pattern: Reasoning and Acting in Harmony

AI
Agents
LLM
Design Patterns
ReAct

The ReAct Pattern: an agent that interleaves reasoning and action to solve complex, multi-step tasks autonomously.

Feb 10, 2026
4 min

Finetuning Ninja: Week 1 - The Lab

LLM
Finetuning
Pretraining
Hardware
Lab

Detailed summary of the first lab covering Continued Pretraining, Curriculum Learning, and hardware optimization strategies.

Feb 5, 2026
6 min

Finetuning Ninja: Week 1 - The Landscape

LLM
Finetuning
AI
Deep Learning

Exploring the evolution from RNNs to Transformers and the modern LLM training pipeline.

Feb 4, 2026
7 min

AI Hero: Day 1 - Ingest and Index Your Data

AI Agents
LLM
Python
RAG
AI Hero

Building the foundation of an AI agent by automating data retrieval and metadata parsing.

Jan 22, 2026
3 min

AI DEV TOOLS Project: AI News Aggregator

Project
AI Agents
AI Dev Tools
VIBE CODING
FastAPI

A full-stack, AI-powered news platform that scrapes, summarizes, and serves AI trends using FastAPI, Streamlit, and Multi-Agent Orchestration.

Jan 20, 2026
3 min

AI Dev Tools: Week 4 - Building Coding Agents

AI
Zoomcamp
Agents
AI Dev Tools

Mastering the creation of autonomous coding agents using Agents, Tools, and Context.

Jan 15, 2026
3 min

Tool Using Agent: Extending AI Beyond Text Generation

AI
Agents
LLM
Design Patterns
Tools

The Tool Use Pattern: how AI agents leverage external tools, APIs, and services to interact with the real world.

Jan 15, 2026
4 min

Reflection Agent: Self-Improving AI Through Iterative Critique

AI
Agents
LLM
Design Patterns

Learn the Reflection Pattern: an agent that evaluates and improves its own output through iterative self-critique loops.

Jan 10, 2026
3 min

AI Dev Tools: Week 3 - MCP & Agents

AI
Zoomcamp
MCP
Agents
AI Dev Tools

Diving deep into the Model Context Protocol, Agents, and building custom tools.

Dec 12, 2025
3 min

AI Dev Tools: Week 2 - End-to-End Application Development

AI
Zoomcamp
CI/CD
AI Dev Tools

Building a complete application with AI: Frontend-first, OpenAPI, Docker, and CI/CD.

Dec 5, 2025
4 min

AI Dev Tools: Week 1 - Vibe Coding & Foundations

AI
Zoomcamp
Vibe Coding
AI Dev Tools

Exploring the landscape of AI-assisted development, from coding assistants to project bootstrappers.

Nov 28, 2025
2 min
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