#AI
research notes.
Artificial intelligence, LLMs, prompt engineering, and the tools shaping the AI landscape.
How I Built an Automated Forex Trading Bot with AI in MQL5
How to build an automated forex trading bot with AI in MetaTrader 5 MQL5. Covers flip-flop logic, trailing stops, broker safeguards, and GitHub source.
How to Claim $4,000 in Free AI API Credits for DeepSeek V3, GLM 5.2 & KIMI K2
Unlock $4,000 in free AI API credits for DeepSeek, GLM 5.2 & Kimi K2. No credit card required. Plug into Cursor or VS Code today!
Master AI Agents from Scratch: The Ultimate No-Framework Beginner's Guide
Build a real AI agent from scratch with plain Python and OpenRouter. This no-framework beginner's guide reveals exactly how tool calling and reasoning loops work under the hood.
I'm Back: On Reclaiming My Groove, and a Question for You
Back after two months. My honest take on geopolitics vs open-source tech, how to stop Big Tech from using your data for AI training, and a question for readers.
The Chasing-Model Trap: Why Upgrading Your LLM Won't Fix Bad Prompting
Stop wasting money on the newest LLM. Learn why prompt technique matters more than model version, and how to get flagship results at a fraction of the cost.
Best Premium AI Note Takers for Teams: 7 Elite Options Ranked (2026)
Hands-on testing of 7 meeting intelligence platforms ranked across features, security, automation, and team ROI. Includes Krisp, Bluedot, Fyxer, Fireflies.ai, Otter.ai, Fathom, and Supernormal.
Top 5 Multi-Agent AI Platforms for Enterprise Workflows in 2026
I tested the top 5 multi-agent AI platforms for 2026. Here is my breakdown of AutoGen, CrewAI, AirgapAI, Sema4.ai, and LangGraph for enterprise workflows.
Agent Identity Protocols (AIP): Giving Your AI Agent a Passport and a Wallet
AI has hit a wall: it can't pay for itself. Learn why I'm moving my whole stack to Agent Identity Protocols (AIP) to solve this.
The 'Agent-Washing' Scandal: Why 90% of AI Startups Aren't Actually Agentic
Honestly, most of these 'agents' are fakes. Here is how I spot the difference between real engineering and marketing hype.
MCP Server Registry: The Ultimate Discovery Guide for 2026 Coding Agents
Stop writing boilerplate. Use the 2026 MCP Server Registry to give your AI agents real hands.
MCP Gateways: Building a Secure OS for your Autonomous AI Agents
Move beyond direct tool-calling. Learn how to build an MCP Gateway in 2026—the centralized security layer for Model Context Protocol agents.
Prompt Engineering is Dead: The Rise of Agentic Orchestration in 2026
The era of the 'perfect prompt' is over. Learn why agentic orchestration is the dominant skill of 2026 and how it delivers 3.4x higher productivity.
The Karachi Edge: Why Solo-Building in Karachi is the Geopolitical Play of 2026
Discover the 'Karachi Edge' in 2026. Learn how solo-builders in emerging markets use Geopolitical Arbitrage and AI to out-innovate Silicon Valley hubs.
The Sovereign Agentic Stack: A 2026 Blueprint for AI Independence
Move from 'Rented Intelligence' to 'Owned Infrastructure'. Learn the 5-layer blueprint for the Sovereign Agentic Stack (SAS) in 2026. Data, Compute, and Autonomy.
The Privacy Empire: Why 100 Million People Ditched Big Tech for Proton AG in 2026
I switched my entire digital life to Proton AG. From Lumo AI to Proton Workspace, here is the iconic reality of living in a Swiss-encrypted fortress.
The Silicon-Silver War: How the Permanent War Footing is Strangling the AI Supply Chain
In 2026, the biggest threat to AI isn't regulation; it's physics. Discover how the defense vs AI commodity scramble is causing a critical silver shortage.
Geopatriation: Why Global Clouds are Now Considered a National Security Vulnerability
In 2026, 'Geopatriation' is the biggest trend in tech. Learn why nations and enterprises are pulling AI workloads into Sovereign Cloud infrastructure.
The Future of Data Science 2030: From Analysts to Decision Engineers
Data science is evolving. Master the shift toward Agentic Orchestration, Synthetic Data, and Decision Engineering in this 2030 roadmap for the industry.
IBM Think 2026: Launching the 'Agentic Enterprise' & watsonx Orchestrate
Generative AI is over. Master the era of Agentic Orchestration with IBM's new Control Plane, Sovereign Core, and the Confluent context layer.
AI-First Design Systems: Interfaces for Agents, Not Humans (2026)
The definitive guide to Generative UI (GenUI) and AI-First Design Systems. Learn how to build morphing interfaces for the era of autonomous agents.
The Entropy Era: How to Build Synthetic Data Factories for 2026
The definitive guide to high-entropy synthetic data generation. Learn how to break the 'Data Wall' using Evol-Instruct, Magpie, and Rectified Scaling Laws.
Agent Skills: The Complete 2026 Guide to AI Agent Superpowers (260+ Skills Explained)
Master Agent Skills in 2026. Learn how to give Gemini CLI and Claude Code specialized superpowers with 260+ explained skills, setup guides, and best practices.
The AI Sovereignty War: Why Countries are Building National LLM Clusters
Analysis of the 2026 global race for AI dominance. Discover why national LLM clusters and sovereign compute have become the new global reserve currency.
I Built My Own AI Trading Bot. Here's the Brutally Honest Guide to Doing It Yourself
A no-fluff, battle-tested breakdown of how to build an AI trading bot in Python — covering strategy, data, model selection, backtesting, and the real reasons most bots blow up.
The Real Math Requirements for Data Scientists in 2025…Based on Evidence, Not Fear
How much math do you actually need to be a top-tier data scientist? After reviewing 60+ sources, job postings, and practitioner stories, the answer is clearer — and calmer — than you think.
LiteLLM: The Ultimate Open-Source AI Gateway for 100+ LLMs
Learn how LiteLLM unifies 100+ LLMs (OpenAI, Anthropic, Gemini, Groq) behind one AI gateway, cuts provider lock-in, and gives teams full control, observability, and cost tracking.