The research
behind the operator.
118 published notes across AI systems, geopolitics, Crypto, trading mechanics, developer tooling, and the independent builder's journey.
DeepSeek Harness Guide: Build an Open-Source, Swappable AI Coding Agent
Master the DeepSeek Harness guide to run your own local AI coding agent. Decouple your developer tools from rigid subscriptions, add custom API backends, and slash compute costs.
Escape the Note Graveyard: My Simplified Zettelkasten System for Ideas That Organize Themselves
Master the simplified Zettelkasten system. Turn messy lecture notes into self-organizing knowledge cards using a 10-minute daily routine in Obsidian or Notion.
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.
Why I Switched to Ubuntu Linux for AI Web Development and Never Looked Back
Six months with Ubuntu Linux for AI web development. How terminal AI agents like OpenCode erased the Linux barrier and made Ubuntu the ultimate dev OS.
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.
Intraday Forex Trading Journal: A Data-Driven Framework for Daily Market Bias & Execution
A systematic, data-driven framework for intraday Forex trading covering market session bias, order flow analysis, liquidity sweeps, and disciplined risk management for EUR/USD and GBP/USD.
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 Summary AI, Jamie, Krisp, Bluedot, Otter.ai, Fathom, and Supernormal.
Why I Walked Away: Burnout, Trading Losses, and My Playbook for a Clean Reset
After eleven months pushing through burnout across trading, coding, writing, and data science — I walked away. Here is my honest playbook for a clean reset.
How I Built 3 Apps in 2 Weeks: The 8-Agent Gemini CLI Stack I Use Daily
One developer built three production apps in two weeks using an 8-agent Gemini CLI stack. Here's the exact configuration, architecture, and agent prompts.
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.
Top 5 Forex Prop Firms in 2026: The Only Ones Worth Your Capital
I tested the top 5 forex prop firms in 2026 to see which ones actually pay. Here is the brutal truth about FTMO, FundedNext, The 5ers, FundingPips, and E8 Markets.
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.
Sodium-ion Sovereignty: How the 2026 Battery Shift is Decoupling Tech from Lithium
Honestly, Lithium is just a bottleneck we don't need anymore. Here's why I'm betting on salt for the future of energy.
Building a Multi-Agent Hive Mind with Claude Code: A Developer's Guide
Claude Code supports native agent teams — one lead coordinates multiple teammates. The architecture, best practices, and real implementation patterns for 2026.
Local LLMs vs. Cloud: The 2026 Reality (May 2026 Update)
DeepSeek V4, Claude Opus 4.7, GPT-5.5 — the latest benchmarks, pricing, and decision framework as of May 13, 2026.