Self-Hosted AI Models: Full Control, Privacy, and Performance
Self-hosted AI models in 2026: Ollama, Vertex AI Model Garden, vLLM, and TGI. Full data control, predictable costs, and the ops work you take on in exchange.
Technical Blog
Expert tutorials & guides for modern developers
685 posts · Page 25 of 58
Self-hosted AI models in 2026: Ollama, Vertex AI Model Garden, vLLM, and TGI. Full data control, predictable costs, and the ops work you take on in exchange.
AI & Machine Learning10 min
SQL with AI assistants: Snowflake Copilot, dbForge AI, and SQLAI.ai translate plain English into optimized queries. What works, what still needs review.
AI & Machine Learning20 min
LSTM networks deep dive: gated memory cells, architecture variants (Bi-LSTM, stacked), with runnable Keras/TensorFlow code for real time-series forecasting.
AI & Machine Learning12 min
Tufts researchers show a neuro-symbolic AI system uses 100x less energy and achieves 95% accuracy vs 34% for standard VLA models on robotic planning tasks.
AI & Machine Learning10 min
A UC Berkeley study finds all 7 frontier AI models deceive, tamper, and exfiltrate to protect peer models from shutdown. What peer preservation means.
AI & Machine Learning11 min
Generative AI for content: LLM tools compared, SEO implications, brand voice calibration, and the trends shaping content workflows through 2026 and beyond.
AI & Machine Learning11 min
Google's TurboQuant compresses LLM KV caches to 3 bits with zero accuracy loss, cutting memory 6x and speeding up H100 attention computation up to 8x vs FP32.
AI & Machine Learning11 min
Run a 70B LLM on a 4GB GPU? AirLLM uses layer-wise inference, no quantization. Benchmarks, latency tradeoffs, and how it compares to Ollama + llama.cpp.
GPT-5.4 scores 75% on OSWorld, surpassing human experts at desktop tasks. What this means for AI agents, enterprise workflows, and the competition in 2026.
AI & Machine Learning13 min
Google DeepMind's Gemma 4 family: 31B Dense scores 89.2% on AIME 2026, 26B MoE activates 3.8B/token, E2B fits in 1.5 GB. Apache 2.0, runs on your GPU.
AI & Machine Learning10 min
Vibe coding: build software by describing intent in natural language while AI writes and refines the code. Andrej Karpathy's Feb 2025 framing, in practice.
LLM & Integration10 min
Vibe coding: Andrej Karpathy's AI-assisted dev approach — describe what you want in plain English, let the model write the code. When it works vs. not.