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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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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.

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.

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.

LLM security: 7-stage defense pipeline against prompt injection

LLM security: 7-stage defense pipeline against prompt injection

Defend LLM apps with input sanitization, output filtering, structured generation, and system prompt isolation to prevent injection and data leaks.

Claude Code with MCP: local agent for files, SQL, APIs

Claude Code with MCP: local agent for files, SQL, APIs

Build a local AI coding agent with Claude Code and MCP servers. Read files, query databases, and run commands through standard tool interfaces.

Clone your voice with Coqui TTS: 5 minutes to custom speech

Clone your voice with Coqui TTS: 5 minutes to custom speech

Train a custom text-to-speech voice with Coqui TTS from 5 minutes of audio. Clone your voice or create synthetic voices offline on consumer hardware.

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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.

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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.

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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Opus 5.5 is the Claude comeback Reddit was waiting for

Opus 5.5 Reddit threads call it the Claude comeback. It finally talks like a person, limits stretch further, and Fable 5.1 still wins some coding tests.

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 VRAM GPU using aggressive quantization, GPU-CPU layer offloading, and tensor parallelism. Full setup guide.

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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.

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