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From Textbook to Terminal Part 3: When Agents Argue, Talk at the Same Time or Quit (and How to Recover)
Multi-Agent Systems

From Textbook to Terminal Part 3: When Agents Argue, Talk at the Same Time or Quit (and How to Recover)

Welcome back to my "robustified" rebuild of Victor Dibia's Designing Multi-Agent Systems. Part 1 reimagined the first technical chapters of Victor book, re-implemented in three modern

31 Mar 2026 17 min read
From Textbook to Terminal Part 2: Browser Agents & DAG Pipelines - Where Agentic Frameworks Diverge
Multi-Agent Systems

From Textbook to Terminal Part 2: Browser Agents & DAG Pipelines - Where Agentic Frameworks Diverge

In Part 1, using robust secure modern AI development practices, I rebuilt the first two technical chapters of Victor Dibia's Designing Multi-Agent Systems. I mirrored the rebuild across

10 Mar 2026 15 min read
From Textbook to Terminal Part 1: A Robust Multi-Framework Rebuild of "Designing Multi-Agent Systems"
Multi-Agent Systems

From Textbook to Terminal Part 1: A Robust Multi-Framework Rebuild of "Designing Multi-Agent Systems"

A walkthrough of reimplementing chapters from Victor Dibia's multi-agent systems book using Microsoft AutoGen, and the gap between educational code and production-ready engineering.

6 Mar 2026 18 min read
How I built a Full-Stack Custom AI Research Platform
LLMs

How I built a Full-Stack Custom AI Research Platform

A deep dive into building a custom full-stack chat application with FastAPI, Next.js, PostgreSQL/pgvector, and multi-provider LLM support. Covers architecture decisions, RAG memory, streaming, deployment, and what I deliberately left out.

24 Feb 2026 15 min read
Someone Else Owns My Best Code, So I Rewrote It
Time Series

Someone Else Owns My Best Code, So I Rewrote It

Rebuilding proprietary ML projects from scratch with modern tooling and synthetic data. GRU and Prophet for freight forecasting, K-means with LSA for network event clustering, served behind a FastAPI inference layer.

21 Feb 2026 15 min read
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