Botmonster Tech | page 72 of 79

AI eroded the web: Stack Overflow dropped 78% since ChatGPT. Sources lose traffic to AI answers, which breaks the incentive to share anything.

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

Real-ESRGAN is free and fast. Topaz Photo AI wins on quality and face recovery. SUPIR makes the most detail but needs 12GB VRAM. Speed and cost too.

Hypothesis generates hundreds of random inputs to find bugs example-based tests miss, then shrinks to the smallest failing case. Works with pytest.

Track solar production, battery charge cycles, and home consumption in the Home Assistant Energy Dashboard without any third-party vendor cloud app.

Reduce LLM hallucinations: failure taxonomies, Chain-of-Verification, RAG grounding, eval suites, and architectural defense layers for production.