Building Your Own LLM Wiki with Claude Code: A Minimalist's Guide (Without the Obsidian Lock-In)TL;DR The indexing era is ending. Once LLMs start generating most of your notes, traditional vector databases become a tax — embeddings to rebuild, egress fees to pay, dimensions to rotate. A folder Apr 27, 2026·17 min read
Source Grounding in the LLM Era: Why Claude Code's Power Users Choose Brave Search MCPJan 28, 2026·16 min read
NotebookLM: Google's Accidental Masterpiece Rewriting How We LearnTL;DR NotebookLM uses "source grounding" philosophy—it only references documents you upload, dramatically reducing AI hallucinations Gemini 3 powers the platform as of December 2025, with 90.4% on GPQA Diamond and 81.2% on MMMU Pro Audio/Video Overv...Jan 3, 2026·18 min read
Gemini Gems: Building Your Personal AI Expert Army with Dynamic Knowledge BasesTL;DR Gemini Gems combine system prompts + Knowledge Base (10 files × 100MB)—the killer feature is real-time sync with Google Docs/Sheets December 2025 breakthrough: Attach NotebookLM notebooks (300 sources) directly to Gems' Knowledge Base, and use...Dec 27, 2025·27 min read
Why Gemini Forgets You: The Hidden Limits of Saved Info & GemsTL;DR Gemini uses "conservative by design" personalization—it has your data but uses it selectively, requiring explicit triggers Saved Info has hidden limits (~10-75 active slots, ~1,500 characters each) with silent FIFO truncation Gems don't inhe...Dec 27, 2025·20 min read
The Context Rot Guide: Stopping Your Claude Code from DriftingIntroduction "The first 10 steps are genius, but once the context window gets saturated, the agent just... drifts." This observation from a Reddit user perfectly captures what Claude Code practitioners call Context Rot — the phenomenon where AI codi...Dec 25, 2025·12 min read
Gemini Finally Has a Memory: Inside the NotebookLM IntegrationIntroduction In the final week of December 2025, Google quietly redrew the map of the AI industry. On December 17th, the company began rolling out NotebookLM integration to the Gemini app. Two days later, on the 19th, NotebookLM's internal engine wa...Dec 25, 2025·11 min read
Building Bulletproof LLM Instructions: The /forge-prompt Custom Command for Claude CodeIntroduction After writing my twentieth instruction that Claude ignored, I realized the problem wasn't Claude—it was me. The instructions that sounded perfectly clear to my human brain left too much room for AI interpretation, rationalization, and s...Dec 17, 2025·17 min read
