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Hands-on guides to LLMs, agents, prompt engineering, and the AI tools Botmonster runs every day for real work, not demos.

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CLAUDE.md productivity stack: skills, Git worktrees, and hooks for parallel development

CLAUDE.md productivity stack: skills, Git worktrees, and hooks for parallel development

Build a Claude Code productivity stack with CLAUDE.md, custom skills, git worktrees, and hooks for deterministic behavior and parallel sessions.

Code interpreter with Ollama and Docker: unlimited, private

Code interpreter with Ollama and Docker: unlimited, private

Pair Ollama with Docker to run LLM-generated Python locally. A private, sandboxed ChatGPT Code Interpreter alternative with zero cloud calls.

Agentic RAG with LangGraph: 25% better accuracy, fewer calls

Agentic RAG with LangGraph: 25% better accuracy, fewer calls

Agentic RAG lets LLMs autonomously decide when to retrieve, which sources to query, and validate results. Build pipelines with LangGraph and Ollama.

Claude Code is built entirely on MCP - what the source leak revealed

Claude Code is built entirely on MCP - what the source leak revealed

Claude Code runs 40+ permission-gated MCP tools. A 2026 source leak revealed file reads, bash execution, and Computer Use are discrete MCP calls.

Run vision models locally: Florence-2 and Qwen-VL for image analysis

Run vision models locally: Florence-2 and Qwen-VL for image analysis

Run Florence-2 and Qwen2-VL locally on an 8GB NVIDIA GPU for OCR, object detection, image captioning, and visual QA, fully offline.

The Claude Code source leak: what 512,000 lines of TypeScript revealed about AI agent architecture

The Claude Code source leak: what 512,000 lines of TypeScript revealed about AI agent architecture

Claude Code source leak revealed: KAIROS daemon mode, anti-distillation defenses, and a five-stage context cascade from 512K lines of TypeScript.

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Most Popular

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Make Opus 5 less verbose with an output style and a hook

Make Opus 5 less verbose with a custom output style, a UserPromptSubmit hook, and fewer CLAUDE.md rules. The env var everyone shares backfires.

What X and Reddit users are saying about Claude Opus 4.7

What X and Reddit users are saying about Claude Opus 4.7

How power users on X and Reddit reacted to Claude Opus 4.7: praise for agentic coding, token burn concerns, and teams' practical prompting habits.

A glowing desktop graphics card streams data into a landscape painting on an easel beside VRAM and wattage gauges

Run FLUX 2 locally in 2026: VRAM by GPU + ComfyUI setup

Run FLUX 2 locally in ComfyUI. VRAM by GPU from 8GB to 24GB, GGUF builds, the variant that fits your card, cost versus cloud, and the files to grab.

Running Gemma 4 26B MoE on 8GB VRAM: three strategies that work

Running Gemma 4 26B MoE on 8GB VRAM: three strategies that work

Run Google Gemma 4 26B MoE on a budget 8GB GPU using aggressive quantization, GPU-CPU layer offloading, and tensor parallelism.

Three roped climbers ascend a cliff whose contour lines form a topographic curve over stacked memory chips at the base.

Local image models in 2026: Qwen vs FLUX vs SDXL on VRAM

Compare the best local image generation models on text-in-image accuracy, prompt adherence, VRAM, speed, and license to find your sweet spot.

AI coding benchmarks in 2026: why the leaderboard you pick decides the winner

AI coding benchmarks in 2026: why the leaderboard you pick decides the winner

AI coding benchmarks produce wildly different rankings. Which models win depends on which benchmark you choose and which agent framework wraps them.

RTX 5080 vs. RTX 5090: the best GPU for local AI workloads in 2026

RTX 5080 vs. RTX 5090: the best GPU for local AI workloads in 2026

Compare the RTX 5080 and 5090 for local AI in 2026: LLM inference benchmarks, image generation speed, power draw, and a clear value verdict.

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