Internship Experiences

Technical reports and first-hand experiences from interns across BIF startups — sharing what they built, learned, and discovered.

Experience Reports

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Hex-1 Local Deployment

BudEcosystem / Robotic Bell · June 2026

Running the BudEcosystem Hex-1 4-billion-parameter Indian-language model entirely offline on a low-resource Windows laptop with no GPU — using GGUF Q4_K_M quantization and llama.cpp CPU-only inference.

Edge AI LLM llama.cpp Quantization Offline AI

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Local LLM Internship Report — Part 2

Robotic Bell · June 2026

Second phase of the local AI deployment internship: Ollama model benchmarking across three machines, resolving the Malayalam encoding issue, evaluating Qwen3 4B, and building PyLM Studio — a custom offline desktop AI app with RAG, voice, vision, and face recognition.

Edge AI Ollama Qwen3 RAG Offline AI