#LLMs
research notes.
Large language models — comparisons, benchmarks, fine-tuning, and practical integration.
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.
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.
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.
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.
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.
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.
Ruflo: Building a 60-Agent 'Hive Mind' for Claude Code (2026)
Master high-performance agent orchestration. Learn how Ruflo (ruvnet) uses WASM boosters and persistent memory to turn Claude Code into a self-learning swarm.
Local SLMs as Life-Archivists: Personal Knowledge Management in 2026
Stop tagging; start embedding. Learn how to build a private, sovereign digital archive using Local SLMs for 2026 Personal Knowledge Management.
Local Inference Battle: Ollama vs. vLLM vs. LM Studio
Choosing your sovereign kernel. Compare the 2026 features, benchmarks, and UI snapshots of the top three local LLM inference engines.
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.
AI-Powered Web Scraping: Combining Playwright, LLMs, and Python for Structured Data
Master AI web scraping in 2026. Learn how to build self-healing pipelines that combine the speed of Playwright with the intelligence of LLMs.
Algorithmic Trading with LLM Sentiment: Building a Real-Time News Pipeline in Python
Master sentiment-driven trading in 2026. Learn how to build a Python pipeline that converts global news into actionable alpha signals using DeBERTa and CCXT.
The Cost of Intelligence: Benchmarking Claude 4.5 vs. GPT-5 for High-Volume Data Pipelines
The definitive 2026 LLM cost-performance guide. Discover the 'Cost-per-Correct-Answer' (CPCA) for Claude 4.5 and GPT-5 in enterprise data pipelines.
Prompt Engineering is Dead; Long Live Agentic Engineering
The 2026 shift from 'magic spells' to systemic design. Discover why Agentic Engineering is the new standard for building production-grade AI systems.
Zero-Trust AI: Securing Local LLMs and MCP Servers from Prompt Injection in 2026
Master AI security in 2026. Learn how to protect your MCP servers and local LLMs from prompt injection, tool poisoning, and agentic data exfiltration.
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.