Blog

27 minute read

The three layers an agent is made of, where a plain ReAct loop breaks, and a step-by-step lab that fixes it with a deep agent — running entirely on your own graphics card with Ollama and uv.

5 minute read

No GPU. No API keys. No cloud bill. A quantized 1.5B coding model on a Raspberry Pi 4, an OpenAI-compatible bridge, and GitPilot’s four agents building a working React app under a contract. And if you don’t own a Pi,...

5 minute read

Legal blocks AI coding agents because they cannot audit a black box. So I stopped treating the agent as a black box. Every prompt, tool call, and git diff drops into an immutable, hash-chained ledger — and one command turns...

6 minute read

Four local agents, one immutable contract, fifteen validated batches. A tangled 10,000-line Flask monolith went in at 22:14; a modular, tested, measurably safer codebase came out at 06:41 — and every single change was bounded before the first token was...

9 minute read

Let an AI brain design a workflow, a contract govern it, and an AI coder build it — then run a real multi-step agent in Python, wire it visually in LangFlow, and put a TypeScript page in front of it....

7 minute read

GitPilot gives you a team of AI agents that plan, write, test, and ship code while you approve every step. In this hands-on tutorial you will also build your own 60-line AI coder in Python — powered by OllaBridge Cloud...

5 minute read

A local large language model, a multi-agent designer, and a governed build loop — wired end to end on a plain CPU. One sentence in, a working, validated website out. Here is every step, with the diagrams and the screenshots....

5 minute read

AI writes code in seconds — then forgets the rules. Matrix Builder gives every AI coder a contract, not a prompt, and versions every change like Git. Here’s the whole loop in your terminal.

4 minute read

Download a document, ingest it once, and recall typed, budgeted, inspectable context from any agent framework — with advantages over a flat vector database.

4 minute read

Give any chatbot a memory that recalls the right facts — typed, budgeted, and inspectable — in three lines of Python.

6 minute read

Run pretrained models in one line, then grow the idea into a real prototype.

6 minute read

Train, evaluate, save, and reuse your own DistilBERT text classifier in Python.

6 minute read

Fine-tune an instruction-following Llama 3 model on a single Colab GPU with LoRA.

6 minute read

Serve a Hugging Face model as a fast, typed, documented REST API — locally and in Docker.

7 minute read

Containerize an AI agent as a FastAPI service and deploy it reliably with Docker.

6 minute read

Build an autonomous ReAct agent that investigates emails with custom tools.

8 minute read

Turn text into vectors and build a real semantic search engine — with metadata, persistence, and a reusable class.

5 minute read

Create a collaborative multi-agent workflow with Microsoft AutoGen.

7 minute read

Understand the ReAct loop by building it from scratch, then with LangChain.

13 minute read

A human, practical story about rebuilding Contract Quest from zero with a design-first AI workflow, governed code generation, verification, repairs, and evidence.

4 minute read

Not a one-shot prompt. I gave an AI a contract and let it build a complete, colorful neon Tetris one governed batch at a time — foundation, controls, scoring, juice, polish. Every batch validated before it could land. Play it,...

5 minute read

Most ‘AI built X’ demos can’t prove the AI stayed in scope. So I gave Claude a contract instead of a prompt: Matrix Builder locked the blueprint and the allow-list, GitPilot drove Claude Opus 4.8 to write the game, and...

4 minute read

A full tutorial: I had Claude Opus 4.8 build a complete neon Match-3 (Bejeweled-style) puzzle — cascades, combos, particles, levels — across 5 governed batches. Every batch bound by a Matrix Builder contract and validated before it could land. Follow...

4 minute read

A practical guide: turn one sentence into a controlled contract, let an AI coder build the game one validated batch at a time, and grow from a single-file prototype to a real Vite + TypeScript + Phaser engine — with...

2 minute read

The most advanced game in the arcade wasn’t written by Claude. I had openai/gpt-oss-120b — an open-weight model on IBM watsonx.ai — build a neon Mario-style climber across 6 governed batches, each validated before it could land. Same contracts, different...

3 minute read

Exposing an MCP server or A2A agent to the network means CORS walls, leaked tokens, and silent failures. Here are two free browser tools — and the hardened Worker — that make remote agent debugging human again.

8 minute read

MCP and A2A are powerful — and wide open by default. Here’s how authentication actually works for both, the practices production teams rely on, and two runnable Python demos protected by Bearer tokens.

13 minute read

Universal A2A Agent — Zero-to-Hero Tutorial

26 minute read

Agentic AI with Watsonx Orchestrate

28 minute read

From Hello World to Watsonx Building a Full-Stack AI App with MCP Gateway

34 minute read

How to build a full-featured Retrieval-Augmented Generation (RAG) server using IBM Watsonx.ai, ChromaDB with MCP and Claude Desktop

7 minute read

IBM watsonx.ai Integration with Langflow

9 minute read

How to build a WatsonX Chatbot Server with Model Context Protocol (MCP)

30 minute read

Introduction to A2A with Universal A2A Agent

8 minute read

Building Scalable AI Agent Systems with Nexus — a complete, reproducible engineering guide for running thousands of agents with kernel-level semantics.

8 minute read

Why language models fail at physics—and how Physica enforces conservation laws, equations, and reality itself inside AI systems.

7 minute read

Why enterprises can’t prompt their way to trust — and how mathematical verification becomes the missing control plane for production AI.

12 minute read

BeeAI Framework: Complete Guide from Beginner to Expert

3 minute read

Granite 3.1 8B Reasoning and Granite Vision 3.1 2B Preview

19 minute read

Finetune Granite3.1 for Reasoning

14 minute read

MkDocs & Reveal.js for great Presentations from a Single Markdown Source

22 minute read

DeepSeek-R1: Charting New Frontiers in Pure RL-Driven Language Models

10 minute read

How to create a MCP Server with Python

20 minute read

Building a Multimodal Transformer Model from Scratch: Understanding the Theory

14 minute read

Multimodal Model for Image Captioning with Deep Learning

6 minute read

The Rise of the New Europa with AI

11 minute read

How to build multi-agent system with WatsonX

7 minute read

How to build multi-agent system with crewAI and WatsonX

9 minute read

Building a Basic GPT Model from Scratch in Python: A Mathematical Breakdown with a Practical Example

10 minute read

Building a Basic Transformer Architecture from Scratch: A Step-by-Step Guide

8 minute read

How to Create a Hybrid Chatbot by Integrating Multimodal Systems with Large Language Models

9 minute read

Evaluating Language Models (LLMs) with Python

2 minute read

AMD GPUs for Hugging Face Model Inference

3 minute read

How to create WatsonX Docker Container with Jupyter for RAG

7 minute read

What’s Trending in Generative AI (GenAI)

21 minute read

Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service

4 minute read

How to Install and Run the Ollama WebUI Chatbot Locally Offline

3 minute read

Automating Docker Image Builds and Pushes with GitHub Actions

30 minute read

Fine Tune Mixtral-8x7B-Instruct model for answering medical assistance questions by using PEFT Parameter-Efficient Finetuning

24 minute read

How to create Watson Assistant with WatsonX.ai and Custom Vector Database

8 minute read

How to convert Models to GGUF format

14 minute read

How to load Diffusion Models in Python and Generate Images

11 minute read

How to create a React Application with IBM Carbon Design

9 minute read

Use watsonx Granite Model Series, Postgre with DbVector, and LangChain to answer questions (RAG)

7 minute read

Medical Chatbot by using a Simple Custom LLM

18 minute read

Getting started with Fine-tune Large Language Models

9 minute read

How to generate images from a prompt text by using Generative AI

6 minute read

📜 Tutorial: Deploying a Gradio Microphone Recorder App with SSL on AWS EC2

22 minute read

Multilingual Virtual 3D Assistant with ChatGTP and Google Cloud

7 minute read

Multiple Chatbots that Debug your Python Code with Llama 2

11 minute read

Building Intelligent Exam Solutions: A Guide to Developing Applications with IBM Code Engine and WatsonX Using Powerful Language Models

5 minute read

Chat with Scientific papers from ArXiv by using WatsonX.ai

10 minute read

Speak with ChatGPT in React by using Google Cloud.

9 minute read

How to connect WatsonX with Langchain and ask questions to text documents

16 minute read

Understanding the Essentials for Text Generation from Scratch

5 minute read

How to Generate and Fix Programming code with WatsonX in Django

2 minute read

How do I connect my Watson assistant to WatsonX and Watson Discovery?

18 minute read

How to Generate Answers from Documents with WatsonX without Retrain It

3 minute read

How to create a chatbot with Generative AI with IBM WatsonX

18 minute read

How to integrate Watsonx Governance for Efficient Traditional Predictive Models

8 minute read

An AI and data platform built for business - IBM watsonx.ai

7 minute read

Speech to Text by using Google Cloud Platform and Java Script

5 minute read

How to run Large Language Model Google FLAN-T5 and GPT locally with Gradio

8 minute read

How to Run a ChatGPT alternative for Free on your computer

4 minute read

How to install Hadoop on Windows 11

4 minute read

How to convert audio to text in Flask by using IBM Watson

21 minute read

Outlier Detection in BigData by using Pyspark

5 minute read

Working with Jupyter Notebook in IBM Cloud

13 minute read

Fraud Analytics using with XGBoost and Logistic Regression

5 minute read

How to run ChatGPT in Python

14 minute read

Reinforcement Learning Environment in Gymnasium with Ray and Pygame

2 minute read

How to connect a Chatbot with Serverless Function

7 minute read

How to create a simple Maven Project with Scala

15 minute read

How to work Spark in Scala from zero.

4 minute read

How to install Scala with Jupyter Notebook in Visual Studio Code

5 minute read

How to create a EC2 Server with GPU and Install CUDA and cuDNN and create your private AMI

4 minute read

How to add a zip file into a Dataframe with Python

14 minute read

Spam Detection by using Natural Language Processing NLP

14 minute read

Text to video messages from YouTube by using Tex2Lip

24 minute read

Theory and Application of Diffusion Models in Artificial Intelligence for Generative AI

10 minute read

Prediction the Natural Gas Price using Time Series with Long short-term memory (LSTM) Neural Network

14 minute read

How to predict Twitter Sentiment Analysis

14 minute read

Multiclass Classification with Neural Networks and display the representations.

27 minute read

How to adjust the activation shape, activation size and the number of parameters of the neural networks

4 minute read

Convert mp3 to mp4 with static image by using your own exe app in python

18 minute read

Elements of the Neural Networks and visualize them with TensorSpace

11 minute read

Neural Networks of an unknown Dataset in TensorFlow with TFLEARN and analysis with TensorBoard

9 minute read

Neural Network to detect speech words using Tensorflow.

16 minute read

The best machine learning model for binary classification

9 minute read

Classification with Decision Tree, Bagging, Random Forest, AdaBoost, Gradient Boosting, Xgboost, KNeighbors, GaussianNB and Logistic Regression

8 minute read

How to run WebApp on SageMaker Notebook with Ngrok

9 minute read

SageMaker Notebook via SSH and execute a WebApp from your Laptop.

2 minute read

Creation of a WebApp to translate YouTube Videos with Python

13 minute read

How to connect to MySQL using Python and import the csv file into mysql from Jupyter Notebook

15 minute read

How to deploy an endpoint for TensorFlow model in the Google Cloud Platform using Vertex AI for online prediction

8 minute read

Simple classification with Neural Networks and XGBoost to detect diabetes

36 minute read

Convolution Neural Networks with Tensorflow, Keras and Pytorch.

7 minute read

Image Classification with Google AutoML Vision

16 minute read

Voice Recognition with LST Recurrent Neural Networks

5 minute read

How to create a dashboard by using BigQuery in Google Cloud Platform (GCP)

4 minute read

Extract Text from PDF and convert to mp3

18 minute read

How to analyze images from video-games using python

7 minute read

How to connect Colab to your local computer.

31 minute read

Tutorial Pyspark in Jupyter Notebook in a Docker Container

3 minute read

Real Time Object Recognition From your Screen Desktop with Yolo3 .

5 minute read

How to create an automatic Machine Learning model with Google Cloud Platform.

9 minute read

How to create your ChatBot with dialogflow CX in Google Cloud

7 minute read

Creation of a Data Catalog with AWS Glue from your MySQL Database

21 minute read

Coding questions in Python for the largest Big Tech companies

79 minute read

Data Science Questions in IT Industry

4 minute read

Read and Write files from S3 with PySpark Container

8 minute read

Docker Container with Pyspark and Jupyter Notebook and JupyterLab and Elyra

10 minute read

Introduction to Machine Learning with Python and Spark

1 minute read

Translate video files into spoken video

8 minute read

Real-Time Data Analysis with Kinesis in EC2

8 minute read

We are going to setup an experimental Kubernetes cluster using Kubernetes in Docker in Windows with Apache Spark

6 minute read

How to Install Terraform in Ubuntu as a virtual machine on Windows

10 minute read

Deep Learning using BERT and Pytorch

2 minute read

Create a simple web app that allows us record our voice from the web browser and convert it to text on Heroku

38 minute read

Multiple classes classification with Logistic Regression and Neural Networks of an Industrial Machine

15 minute read

Video Generator from stories with Artificial Intelligence with DALL-E and DistillBART model

8 minute read

Create your own Realtime Face Recognition with Spyder and Anaconda

11 minute read

Natural Language Processing with Pycaret and Power BI

3 minute read

How to clone your voice with Artificial Intelligence

9 minute read

We will install MySQL Server 8 in virtual machine in windows and connect it via terminal.

9 minute read

ARIMA Forecasting with Django with NGIX and domain

6 minute read

Deploy your Chatbot with Flask Gunicorn , Nginx in GCP with custom domain

5 minute read

A multi-class classification with Neural Networks by using CNN

6 minute read

How to install SageMaker Notebook on your local-machine

31 minute read

What should know about Deep Learning

12 minute read

How to open an Atari games by using python an perform Reinforment Learning

8 minute read

Emulate your Self Driving Car with Neural Networks

8 minute read

Master Your Workflow: The Definitive Guide to a Reproducible Python & Jupyter Environment

40 minute read

What do you learn in data science?

2 minute read

Installation of Visual Studio Code with support of Jupyter Notebook.

9 minute read

How to install Python 3 in Windows Subsystem for Linux (WSL) and Set Up a Programming Environment in VS Code.

6 minute read

How to deploy AWS infrastructure with Terraform

38 minute read

Top concepts that any Data Engineer working in Spark should know

6 minute read

Top coding Exercises in Python that we should know

17 minute read

Fundamentals Scala and Spark in Practice

4 minute read

How to install Spark on Windows 11

18 minute read

In this work we are going to work with a big dataset by using Apache Spark

4 minute read

Text-to-Speech TTS To Synthesize Speech That Sounds Like a Real Human Person with Gradio

3 minute read

Create a repository in Github from a remote Server via SSH

5 minute read

How to perform Data Analytics with Spark on EMR cluster

6 minute read

How to create Data Pipelines with Airflow with Redshift and S3

4 minute read

Sentiment Analysis with Facial Expression Recognition with Neural Networks

2 minute read

Free Virtual Private Server with Python VNC Viewer

10 minute read

How to create Data Warehouse with Redshift

9 minute read

Running a Jupyter notebook with Fortran from a remote server without root privileges

5 minute read

How to load Database to MySQL server in AWS

19 minute read

How to run a PostgreSQL server without a static IP address with custom Domain

139 minute read

AWS Cloud Architect Tutorial from Acloud Guru

5 minute read

Deploy Elasticsearch and Kibana in a Cluster

5 minute read

How to install Cloudera HDP Sandbox on AWS EC2 and execute Hive to analize a dataset.

4 minute read

Create Fashio images with DCGANs

7 minute read

Multiclass Classification of Hotels

18 minute read

Solving a Multivariable Time Series Forecast Industrial problem with Neural Networks

4 minute read

How to deploy a WebApp on EC2 Instance with Flask

2 minute read

AWS Elastic Beanstalk with Flask

5 minute read

Machine Learning Web App with Streamlit and Python

6 minute read

Deploy and Configure a Single-Node Hadoop Cluster

4 minute read

Image Classification with CNN of 60 000 colour images.

10 minute read

Collaborative Filtering with Python and Spark

6 minute read

Image Classification with Tensorflow

3 minute read

Neural Network in TensorFlow from Scratch

7 minute read

How to work with AWS Step Functions

6 minute read

K-Means Clustering

6 minute read

Decision Tree classification

8 minute read

Linear transformation tool for dimensional reduction

6 minute read

Logistic Regression with Python and Spark

5 minute read

Linear Regression with Python and Spark

9 minute read

Regression with Neural Networks

15 minute read

How to use Jupyter Notebook, Tips, Tricks, and Shortcuts

6 minute read

How to Install Cntlm in Windows 10 and Linux

2 minute read

Download and Load Models from Hugging Face

4 minute read

Create a Flask Regression Plot App Docker Container.

2 minute read

How to install Pandas without Internet or restricted connectivity

54 minute read

Machine Learning questions in Google Cloud Platform.

66 minute read

Top questions about Data Science in Microsoft Azure.

15 minute read

Get started with Quantum Machine Learning with TensorFlow Quantum

4 minute read

How to enter in DarkWeb by using free VPN in a safe way

less than 1 minute read

How to download files or folders in google drive in python

6 minute read

Creation of a lists, arrays and matrices

less than 1 minute read

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