Blog

Articles on AI/ML engineering, system design, and production deployments — grouped by topic

Agentic AI

Articles on Agentic AI, Production AI, System Design

Title	Date	Categories
Tool Use in LLM Agents: From Local Functions to the Model Context Protocol	Mar 14, 2026	agentic-ai langgraph ai-engineering
Designing User Experience for Agentic AI Systems	Mar 6, 2026	Agentic AI LangGraph Production Systems
Designing Agentic AI Systems That Survive Production	Mar 5, 2026	Agentic AI System Design Production AI
5 Principles for Building Production-Grade Agentic AI Systems	Mar 4, 2026	agentic-ai mlops system-design
The 7 GenAI Architectures Every AI Engineer Should Know	Mar 3, 2026	agentic-ai ai-infrastructure system-design
From LLMs to Agents: The Mindset Shift Nobody Talks About	Mar 2, 2026	agentic-ai ai-foundations langgraph
CopilotKit in Production: Where the Abstraction Holds and Where You're on Your Own	Mar 1, 2026	agentic-ai ai-infrastructure frontend-ai
Agentic AI Observability: Why Traditional Monitoring Breaks with Autonomous Systems	Feb 27, 2026	ai-engineering mlops ai-observability
Closing the Loop: How to Actually Measure RAG Quality in Production	Feb 26, 2026	rag-systems ai-observability production-ai
Building Production-Ready AI Agent Services: FastAPI + LangGraph Template Deep Dive	Feb 15, 2026	ai-engineering production-systems agent-architecture

Agentic Systems

Articles on Agentic Systems, AI Security, Observability

Title	Date	Categories
Consequence Modeling for Agent Systems: Predicting Action Impact Before Execution	Feb 28, 2026	ai-safety agentic-systems risk-management
Multi-Party Authorization: Requiring Human Approval Without Killing Autonomy	Feb 25, 2026	ai-security agentic-systems authorization
Beyond Copy-Paste: Staying Relevant in the Age of AI Code Assistants	Feb 24, 2026	ai-engineering developer-productivity
Agent Audit Trails: Logging Context, Not Just Actions	Feb 23, 2026	ai-security agentic-systems observability
Credential Scoping for Agents: Why Temporary Keys Aren't Enough	Feb 22, 2026	ai-security agentic-systems credential-management
The Tool Execution Firewall: Pattern-Based Defense for Agent Actions	Feb 21, 2026	ai-security agentic-systems security-architecture
Trust Gradients: Dynamic Permission Scaling Based on Agent Behavior	Feb 17, 2026	ai-security agentic-systems access-control
Capability Tokens: Fine-Grained Authorization for Non-Deterministic Agents	Feb 16, 2026	ai-security agentic-systems authorization
Context Sandboxing: How to Prevent Tool Response Poisoning in Agentic Systems	Feb 14, 2026	ai-security agentic-systems production-security
The Agent DMZ: Isolating Decision-Making from Execution in Production AI	Feb 13, 2026	ai-security agentic-systems architecture
Zero Trust Agents: Why 'Verify Every Tool Call' Is the Only Defensible Architecture	Feb 12, 2026	ai-security agentic-systems zero-trust
The Panopticon Agent: How Agentic AI Makes Surveillance Trivial and Invisible	Feb 11, 2026	ai-ethics surveillance agentic-systems
Prompt Injection Is Just the Beginning: The Undefendable Attack Surface of Agentic AI	Feb 10, 2026	ai-security agentic-systems llm-security
The Agentic Security Divide: Why Only Rich Companies Can Deploy AI Agents Safely	Feb 9, 2026	ai-security agentic-systems production-ai
The Autonomous Credential Problem: When Your AI Needs Root Access	Feb 8, 2026	ai-security agentic-systems infrastructure
Choosing the Right LLM Is a Systems Decision, Not a Model Benchmark	Feb 6, 2026	ai-engineering llm-deployment production-ml
The Agent Trust Problem: Why Security Theater Won't Save Us from Agentic AI	Feb 5, 2026	agentic-ai ai-security llm-systems

LLM Architecture

Articles on LLM Architecture, Production AI, System Design

Title	Date	Categories
Model Context Protocol (MCP): Architecture, Tradeoffs, and Production Realities	Feb 20, 2026	production-ai-engineering agentic-ai-systems ai-security-and-governance
Why MCP Servers Will Replace Most Agent Tool APIs	Jan 23, 2026	agent-architecture mcp-adoption api-design
Building a Production MCP Server: Architecture, Pitfalls, and Best Practices	Jan 23, 2026	ai-engineering mcp-protocol production-systems
Can MCP Replace Memory Systems? A Critical Analysis	Jan 23, 2026	agent-architecture memory-systems mcp-analysis
Implementing MCP with LangGraph: A Practical Walkthrough	Jan 23, 2026	langgraph-integration mcp-implementation agent-systems
How MCP Changes Agent Architecture (From Loops to Context Graphs)	Jan 23, 2026	agent-architecture mcp-systems llm-orchestration
Designing Secure MCP Servers: Preventing Context Injection & Data Exfiltration	Jan 23, 2026	mcp-security llm-systems production-ai
MCP as an AI Control Plane: Context Routing, Governance, and Policy	Jan 23, 2026	ai-infrastructure governance control-plane
Multi-Tenant MCP Servers: Isolating Context at Scale	Jan 23, 2026	multi-tenancy mcp-infrastructure enterprise-architecture
Observability for MCP Servers: Debugging Context, Not Prompts	Jan 23, 2026	observability mcp-operations debugging
Building an MCP Server for Non-LLM Clients (CLIs, IDEs, Pipelines)	Jan 23, 2026	mcp-implementation developer-tools infrastructure
MCP vs RAG vs Tools: When to Use Each (and When Not To)	Jan 23, 2026	llm-architecture production-ai system-design

Developer Tools

Articles on Developer Tools, Fintech Development, Open Source

Title	Date	Categories
Frontend Architecture for GenAI: Why Your React Patterns Don't Work Anymore	Feb 19, 2026	frontend-architecture genai-engineering react-patterns
Building ChatGPT-Style Streaming in React: FastAPI + Next.js Production Guide	Feb 18, 2026	llm-engineering frontend-architecture streaming-apis
Building a Local Banking Sandbox: Why I Created DevBankSDK	Jan 20, 2026	fintech-development developer-tools open-source

Machine Learning Engineering

Articles on Machine Learning Engineering, MLOPS, Production ML

Title	Date	Categories
MLOps Foundation: What Actually Breaks When You Deploy ML Systems	Feb 6, 2026	mlops machine-learning-engineering production-ml
Open Source AI's Original Sin: The Illusion of Democratization	Dec 10, 2025	ai-infrastructure open-source ai-economics
Inside the LLM Inference Engine: Architecture, Optimizations, Tools, Key Concepts and Best Practices	Feb 9, 2025	ai_ml ai-engineering genai

Information Retrieval

Articles on Information Retrieval, RAG Systems, Search Engineering

Title	Date	Categories
BM25 for Developers: What Actually Matters in Production	Jan 17, 2026	information-retrieval search-engineering rag-systems
BM25 vs Dense Retrieval for RAG: What Actually Breaks in Production	Jan 17, 2026	genai information-retrieval rag-systems
Building Hybrid Search That Actually Works: BM25 + Dense Retrieval + Cross-Encoders	Jan 17, 2026	information-retrieval rag-systems search-engineering

Agentic AI

Articles on Agentic AI, MLOPS, System Design

Title	Date	Categories
Stop Pasting Screenshots: How AI Engineers Document Systems with Mermaid	Dec 30, 2025	agentic-ai ai_ml ai-engineering
Building Production-Ready AI Agents with LangGraph: A Developer's Guide to Deterministic Workflows	Dec 29, 2025	agentic-ai ai_ml ai-engineering
Choosing the Right LLM Inference Framework: A Practical Guide	Dec 24, 2025	ai_ml ai-engineering genai
Agent Building Blocks: Build Production-Ready AI Agents with LangChain \| Complete Developer Guide	Dec 22, 2025	agentic-ai ai_ml ai-engineering
When Your Chatbot Needs to Actually Do Something: Understanding AI Agents	Dec 19, 2025	agentic-ai ai_ml genai
The AI Ouroboros: How Gen AI is Eating Its Own Tail	Dec 5, 2025	agentic-ai ai_ml genai
Building Agents That Remember: State Management in Multi-Agent AI Systems	Nov 30, 2025	agentic-ai ai_ml ai-engineering
Asynchronous Processing and Message Queues in Agentic AI Systems	Nov 27, 2025	agentic-ai ai_ml ai-engineering
Building Production-Ready Agentic AI: The Infrastructure Nobody Talks About	Nov 27, 2025	agentic-ai ai_ml ai-engineering
LLM-Powered Chatbots: A Practical Guide to User Input Classification and Intent Handling	Aug 12, 2025	agentic-ai ai_ml ai-engineering

GenAI

Articles on GenAI, Information Retrieval, LLMs

Title	Date	Categories
How Google's SynthID Actually Works: A Visual Breakdown	Dec 16, 2025	ai_ml genai llms
The Tyranny of the Mean: Population-Based Optimization in Healthcare and AI	Dec 8, 2025	ai_ml genai llms
The Splintered Web: India 2025	Dec 7, 2025	ai_ml genai
Introducing My New Book: The ChatML (Chat Markup Language) Handbook	Nov 17, 2025	ai_ml genai llms
A Deep Dive into Cross Encoders and How they work	Oct 2, 2025	genai information-retrieval llms
Cursor AI Code Editor: Boost Developer Productivity with MCP Servers	Sep 18, 2025	ai_ml genai llms
LLMs for SMEs - 001: How Small Businesses Can Leverage AI Without Cloud Costs	Aug 22, 2025	ai_ml genai llms
Reranking for RAG: Boosting Answer Quality in Retrieval-Augmented Generation	Aug 11, 2025	ai_ml genai llms
ChatML Guide: Master Structured Prompts for LLMs	Aug 10, 2025	ai_ml genai llms
Question Answer Chatbot using RAG, Llama and Qdrant	May 19, 2025	ai_ml genai llms
On Emergent Abilities of Large Language Models	Mar 26, 2025	ai_ml genai llms
Prompt Engineering Deep Dive: Parameters, Chains, Reasoning, and Guardrails	Mar 9, 2025	ai_ml genai natural-language-processing-nlp
LLM Text Clustering and Topic Modeling: HDBSCAN and BERTopic Tutorial	Mar 4, 2025	ai_ml genai natural-language-processing-nlp
Text Classification using Large Language Models (LLMs)	Mar 3, 2025	ai_ml genai natural-language-processing-nlp
Fact-Checking in LLM Systems: From Hallucinations to Verifiable AI	Feb 5, 2025	ai_ml genai
Summary of the paper DeepSeek-R1	Jan 30, 2025	ai_ml genai
How do you choose among competing open-source products? Example comparison of open-source vector databases.	Jan 28, 2025	ai_ml genai
Hands-on Tutorial on Making an Audio Bot using LLM, and RAG	Jan 27, 2025	ai_ml genai natural-language-processing-nlp
My notes on AI-Generated Content (AIGC)	Jan 7, 2025	ai_ml computer-vision genai
Making a talking bot using Llama3.2:1b running on Raspberry Pi 4 Model-B 4GB	Jan 2, 2025	ai_ml genai iot-edge-computing
Install, run, and access Llama using Ollama	Dec 17, 2024	ai_ml genai

AI & ML

Articles on AI/ML, Deep Learning, Medical Imaging

Title	Date	Categories
Playwright + AI: The Ultimate Testing Power Combo Every Developer Should Use in 2025	Nov 24, 2025	ai_ml software-development software-testing
When Models Stand Between Us and the Web: The Future of the Internet in the Age of Generative AI	Sep 26, 2025	ai_ml explainable-ai genai
Building Privacy-Preserving Machine Learning Applications in Python with Homomorphic Encryption	Sep 3, 2025	ai_ml deep-learning medical-imaging
Provenance in AI: Auto-Capturing Provenance with MLflow and W3C PROV-O in PyTorch Pipelines – Part 4	Aug 29, 2025	ai_ml deep-learning explainable-ai
Navigating AI Risks with NIST’s AI Risk Management Framework (AI RMF)	Aug 28, 2025	ai_ml deep-learning explainable-ai
Provenance in AI: Building a Provenance Graph with Neo4j – Part 3	Aug 28, 2025	ai_ml computer-vision deep-learning
Provenance in AI: Tracking AI Lineage with Signed Provenance Logs in Python - Part 2	Aug 28, 2025	ai_ml computer-vision deep-learning
Provenance in AI: Why It Matters for AI Engineers - Part 1	Aug 27, 2025	ai_ml computer-vision deep-learning
Fast Face Search (Billion-scale Face Recognition) using Vector DB (Faiss)	May 19, 2025	ai_ml computer-vision deep-learning
Fine-Tuning Cross-Encoders: When Accuracy Matters More Than Speed (A Practical Guide)	Jan 17, 2025	ai_ml deep-learning natural-language-processing

Python

Articles on Python, Software Development, Unstructured Data

Title	Date	Categories
Python Audio Recording Tutorial - Record, Save & Play	Dec 5, 2024	python software-development unstructured-data