When I ask Bob to build a Project with CUGA!
I could not believe Bob was able to do this!!! TL;DR — What is CUGA Imagine you’ve...
Oct 15, 2026
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7 min
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📯Introducing CUGA
CUGA (ConfigUrable Generalist Agent) Introduction — What is CUGA? CUGA (ConfigUrable...
Oct 15, 2026
6 min
Building Document Intelligence with docling-context
Implementing docling-context! Introduction Large Language Models excel at reasoning,...
Oct 13, 2026
10 min
Extending AI Capabilities: Looking into Implementing Lifecycle Hooks with IBM Bob
An introdcution to “Hooks” in IBM Bob. Introduction As AI-assisted software development...
Oct 8, 2026
6 min
Bridging AI Agents and VS Code: Implementing the Agent Client Protocol (ACP) for IBM Bob
A “test” implementation of ACP for VSCode! Introduction The landscape of developer...
Oct 6, 2026
7 min
Inside Apple Containers: Architectural Deep Dive, CLI Parity, and Benchmarking against Podman
Benchmarking Apple Containers vs. Podman Introduction With the release of macOS 26...
Oct 2, 2026
10 min
Mastering Multi-Agent Systems: Building Sub-Agent Pipelines
A sub-agent demonstration implementation with IBM Bob Introduction Large Language Model...
Oct 1, 2026
13 min
Unlocking Background Automation: Wrapping IBM Bob Shell into a Headless REST Service
Building a ‘Bob’ headless agent! Introduction When building developer tools and...
Sep 25, 2026
8 min
Deep Agents in Action: Building a Multi-Agent Research System
I tested yet another implementation of a multi-agent orchestrator. The paradigm for AI agents is...
Sep 22, 2026
10 min
Building a Synthetic Data Generator
Building a synthetic data generator based on Red Hat's "sdg hub" Introduction For a...
Sep 16, 2026
10 min
Testing NVIDIA NemoClaw in a Sandboxed Environment
Testing NVIDIA NemoClaw in a Local Sandboxed Environment with Bob Introduction For a...
Sep 12, 2026
9 min
Kafka 101: Why Event Streaming is the Central Nervous System of Modern Data
Digging into a new universe of data streaming after IBM’s recent accquisition of...
Sep 11, 2026
13 min
Image Generation with Ollama is back with Japanese, Korean and Chinese Languages 🇯🇵 Support!
An international collaborative work 🎌 Introduction At the start of the year, I...
Sep 11, 2026
8 min
Markdown Everything: My New Personal Project: HTML/URL to Markdown Converter
Simplifying Documentation using IBM Bob to Create My New Personal Project: HTML/URL to Markdown...
Sep 11, 2026
8 min
Stop Hashing Passwords: A Practical Step-by-Step Passkey Tutorial
Code-First Security: A Practical Implementation of a Go Passkey Manager Introduction —...
Sep 11, 2026
9 min
End-to-End Enterprise RAG Pipeline with IBM Docling Pipelines and OpenSearch
Implementing a RAG pipeline with docling-pipelines and OpenSearch Introduction In...
Sep 9, 2026
7 min
What is Text Watermarking?
Implementing a didactical ‘water marking’ sample application (for self learning and...
Sep 6, 2026
6 min
Kubernetes Architectural Shift: Moving Workloads from Rancher Desktop (K3s) to Managed Cluster (part 1)
Enterprise Production vs. Local Prototyping: IBM Kubernetes Service (IKS) vs. Rancher Desktop! Introduction and context Following a recent t...
Sep 3, 2026
25 min
Shift Your Paradigm: Building Self-Improving LLM Workflows with DSPy
A book review of “Building LLM Applications with DSPy” Disclaimer: I want to be completely transparent that I am not affiliated with Manning...
Sep 3, 2026
11 min
Prompt Injection 101-The Ghost in the Machine- Engineering a Modular Showcase for Indirect Prompt Injection
An introduction to prompt injection! TL;DR-Understanding Prompt Injection In classical software development, separating execution logic from...
Sep 3, 2026
16 min
Automating AI Context: How I Built a Custom Extension for IBM Bob IDE to Inject Project Rules
Building my own “vsix” extension to automate my own projects Introduction Setting up consistent workspace instructions across projects can q...
Sep 3, 2026
9 min
Building a Secure, Local Outlook Mail Extractor with Electron, PKCE, and Microsoft Graph
Extracting your email(s) from MS Outlook client Introduction Extracting corporate data securely often comes with a major hurdle: credential ...
Sep 3, 2026
5 min
Testing ‘Mellea’ Skills Compiler
An implementation of skills compiler provided by ‘Mellea’ What is Mellea Skills Compiler and how it helps? In modern enterprise AI architect...
Sep 3, 2026
7 min
Decoupled User Management in Python
Hands-On tests with 'UserHarbor' and IBM Bob: A Modular Approach to Python User Authentication and Permissions Introduction When evaluating ...
Sep 3, 2026
7 min
Empowering the Team: How I Built a Lightweight Web UI for Bob (With Bob’s Help)
A lite UI to use Bob shell! Introduction As developers and tech professionals, we are incredibly spoiled by the modern Software Development ...
Sep 3, 2026
8 min
Context-Driven Automation: How Bob Generates Project-Specific Skill.md Files
Contextual Awareness: Let Bob Write the Skills.md for Your Next Project Coding Assistants: From Autofill to Autonomous As more and more AI c...
Sep 3, 2026
2 min
Building Smarter Agents: A Guide to IBM Bob’s “MCP Builder with Agent Utils”
Using a new “Mode” in IBM Bob to create MCP/Agent utils! Building Smarter Agents: A Guide to IBM’s “MCP Builder with Agent Utils” In the evo...
Sep 3, 2026
9 min
Reading Epub and .EML files with Docling for RAG and more…
Docling v2.102 and new great features! Introduction In its latest release, Docling expands its robust parsing capabilities by introducing na...
Sep 3, 2026
12 min
Securing the Agentic Mesh with Kagenti
Building a Local Kagenti Sandbox with Podman, Kind, Minikube, and Bob Introduction Until just a few days ago, Kagenti wasn’t even on my rada...
Sep 3, 2026
9 min
An Update on Mellea: Building Predictable AI Pipelines with Granite-Switch
Software-Industrialized AI: Orchestrating Granite-Switch Architecture Using Mellea Note: Portions of the technical text, code snippets, and ...
Sep 3, 2026
10 min
Forge Your Context: Orchestrating the “ContextForge MCP Gateway” with IBM Project Bob
Building an MCP Gateway & Registry using demonstration based on “ContextForge MCP Gateway” with IBM Project Bob. Introduction The world of L...
Sep 3, 2026
14 min
Running vinD with Podman: Local Kubernetes without Docker Desktop
Transforming vinD to vinP (vCluster in Podman) on macOS! Introduction I always wanted to test vinD which seems more complete than Kind for a...
Sep 3, 2026
6 min
Vaulting Beyond Defaults: The Evolution of Secrets Management on Red Hat OpenShift
Why using Vault is better to manage your secrets? In modern containerized infrastructures, managing sensitive data like database passwords, ...
Sep 3, 2026
12 min
The Repo Tracker: Automating My Daily GitHub Catch-Up
Taming the Tech Stack: Building an Agent to Watch My Favorite Repos Introduction We all have that daily routine: opening a dozen browser tab...
Sep 3, 2026
13 min
Kubernetes Architectural Shift: Moving Workloads from Rancher Desktop (K3s) to Managed Cluster (part 2)
Enterprise Production vs. Local Prototyping: Red Hat OpenShift (called ROKS) vs. Rancher Desktop! Introduction and context Following a recen...
Sep 3, 2026
16 min
Book Review: Build Applications with Local AI Models on a Mac
Feedback and synthesis on of my latest readings: “Build Applications with Local AI Models on a Mac” Introduction As cloud-based AI infrastru...
Sep 3, 2026
6 min
How Losing My Typora License Led to Building My Own Markdown Editor
How Losing My Typora License Led to Building My Own Markdown Editor Introduction For years, Typora has been my go-to Markdown editor — it’s ...
Sep 3, 2026
7 min
Building an AI-Native Document Platform with Doclang
A technical deep dive into architecting an end-to-end playground for DocLang — the AI-native markup language built for LLMs. 🚀 Introduction...
Sep 3, 2026
6 min
Industrializing Container Security: Scaffolding gVisor Sandboxes on Apple Silicon with Bob
The Zero-Trust Container: Implementing Multi-Layered gVisor Isolation on arm64 Architecture Introduction: The Shared-Kernel Paradigm and Its...
Sep 3, 2026
9 min
Planning Modernizing Legacy Micro Focus COBOL to .Net? Listen to Bob Advices First
Modernization of legacy code needs a strong plan! Introduction In a recent discussion with a partner, we talked about a customer (running so...
Sep 3, 2026
12 min
Decouple Your Telemetry: Implementing OpenTelemetry Traces via Declarative Config
Step-by-Step: Implementing OpenTelemetry Declarative Configuration with Traces Introduction It was quite some time ago that I first stumbled...
Sep 3, 2026
14 min
Securing Your GenAI Pipeline: Automated PII Obfuscation with Docling & Microsoft Presidio
Architecting an Open-Source Document Anonymizer with Docling, Presidio, and Bob Introduction-PII (Personally identifiable information) As or...
Sep 3, 2026
16 min
Spec-Driven Development with IBM Bob SDLC
Using the SDD mode with Bob to implement specifications at the center of AI-assisted software development! Short Introduction-What is SDD? I...
Sep 3, 2026
12 min
Elevating Document Parsing to Warp Speed: Introducing Docling-Rust and a Native Desktop GUI
Testing the brand new implementation of Docling in Rust Introduction In the enterprise Artificial Intelligence and Retrieval-Augmented Gener...
Sep 3, 2026
5 min
The ROI of SDLC (Part 5): Compiling Orchestration-Porting Our Multi-LLM Routing Engine to Pure Go for Low-Latency and Zero-Dependency Performance
Part 5 (bonus): Implementing Multi-LLM Routing in Go for performance Introduction Throughout this series, we have treated the LLM orchestrat...
Sep 3, 2026
11 min
The ROI of SDLC: How Bob Orchestration of LLMs Makes Financially Sense (Part 3)-Showtime
Part 3: A theorical implementation of LLM selection and orchestration through a UI Introduction-Bringing the Logic to Life by Integrating Ou...
Sep 3, 2026
10 min
The ROI of SDLC: Proving the Financial Logic of Multi-Model Orchestration: An Advanced Dual-Layer Routing Implementation (Part 4)
Dealing with financial and failover side! Introduction Static routing rules are insufficient when building production-grade AI pipelines. If...
Sep 3, 2026
6 min
The ROI of SDLC: How Bob Orchestration of LLMs Makes Financially Sense (Part 2) Using LiteLLM
Part 2: A theorical implementation of LLM selection and orchestration using the open source LiteLLM Introduction In the first part of this s...
Sep 3, 2026
10 min
The ROI of SDLC: How Bob Orchestration of LLMs Makes Financially Sense (Part 1)
Part 1: A theorical implementation of LLM selection and orchestration Introduction One of the greatest strengths of Bob Orchestrator lies in...
Sep 3, 2026
9 min
Rapid Documents Conversion Using Docling (locally and Remotely) with an Apify Actor
Recent work on implementing and using Docling and Apify Introduction If you have been following my posts, you already know I am a massive ad...
Sep 3, 2026
12 min
Automating AI Context: How I Built a Custom Extension for IBM Bob IDE to Inject Project Rules
Building my own “vsix” extension to automate my own projects Introduction Setting up consistent workspace instructions across projects can q...
Aug 31, 2026
10 min
Deep Dive: Testing Radar UI for Kubernetes using MCP, a Go GUI, and an Autonomous Agent
Hand-on test of radarhq.io K8S UI and dashboard on a macOS with Minikube and Podman Introduction Kubernetes dashboards are often either over...
Aug 31, 2026
5 min
Embedding Docling-NLP in Ad-Hoc UI Applications: A Lightweight Blueprint
Implementing a “Graph Language Model” with Docling-NLP Image from Docling-AI Building a local, privacy-focused Document AI pipeline often fe...
Aug 31, 2026
3 min
Loop Engineering 101
From Curiosity to Creation: Building a Loop Engineering Application with IBM’s Bob Introduction For some time now, “Loop Engineering” has be...
Aug 31, 2026
9 min
Building an OpenTelemetry Instrumentation Wizard
Accelerating observability adoption by automating OpenTelemetry instrumentation across heterogeneous codebases Introduction Years ago, I was...
Aug 31, 2026
14 min
Benchmarking Local AI: Building a llama.cpp vs. Ollama Comparison & Benchmarking App
Pros and cons of both tools provided by Bob! Introduction I’ve been reading and seeing blog posts regarding the virtues of llama.cpp versus ...
Aug 31, 2026
5 min
Implementing A Simple MCP Hook: From Zero to Stdio-Connected Tools
An introduction to MCP Hooks! Introduction The Model Context Protocol (MCP) has quickly become a standard for bridging Large Language Models...
Aug 31, 2026
8 min
Book Review & Technical Implementation: Kubernetes in Action, Second Edition
Book review: Kubernetes in Action, Second Edition from Manning 🚀 Introduction Back to back to some of my initial technical interests, I thi...
Aug 31, 2026
13 min
Inside IBM Granite 4.2: Building an Orchestrate-Ready Reasoning App
A sample application built by IBM Bob to demonstrate reasoning and implementing plug-and-play tool calling Introduction to IBM Granite 4.2 I...
Aug 31, 2026
17 min
The Token Economy of Programming Languages
Architecting LLM-Powered SDLC Platforms for Efficiency & Cost Optimization Introduction When software teams build AI-assisted development pi...
Aug 31, 2026
35 min