Dockerizing Needle 2 Local AI: 14MB LLM Deployment Guide
Learn how to package and deploy the 14MB Needle 2 Local AI model using Docker. A complete guide for engineers building efficient, edge-ready LLM applications.
Deterministic Python vs LLM Reasoning: Docker Bench
Benchmark deterministic Python vs LLM reasoning using Docker for reproducible runs. Learn test cases, logging, and reporting to catch hallucinations—try it now.
Private LLM Deployment: 5 Must-Dos with vLLM & Docker
Learn private LLM deployment with vLLM: privacy, compliance, architecture, ops checklist, and rollout by industry. Follow this guide and deploy safely.
Voice AI Agent Observability: 5 Failures w/ OTel
Learn Voice AI agent observability with OpenTelemetry: 5 failure modes after 300K calls, a tracing map, Docker Compose lab, and runbook alerts. Read now.
DeepSeek-V4, 1M Context and the New Inference Portability
Learn what DeepSeek-V4’s “no Nvidia GPU” claim means for inference. See where NVIDIA Triton Inference Server fits, plus Docker builds you can ship.
Genesys Memory System: 89.9% LoCoMo vs Vectors
Learn why vector search fails for agent memory and how Genesys Memory System uses a causal graph to hit 89.9% LoCoMo. Build it with Docker Compose.
RAG vs Fine-Tuning: 7 Tradeoffs with Kubeflow
Learn RAG vs fine-tuning tradeoffs for enterprises using Kubeflow: freshness, cost, latency, privacy, eval, drift, ops—plus a hybrid LoRA pattern. Read now.
OpenTelemetry for Agentic IR: FalconClaw vs IR Tools
Compare NeuBird FalconClaw vs classic IR tools using OpenTelemetry. Learn what to automate now, control blast radius, and pilot safely—read the checklist.
Stop SQL Injection in 2026: Text-to-SQL + OPA
Stop SQL injection in text-to-SQL agents using Open Policy Agent (OPA): threat model, guardrails, MCP-style tools, and a security test plan. Read now.
Building a Full RAG Stack on Docker with Ollama, Open WebUI, Qdrant, and VectorAdmin
TL;DR (Executive Summary) This project implements a local, privacy-focused Retrieval-Augmented Generation (RAG) stack using Docker, combining Ollama (TinyLlama and nomic-embed-text), Open WebUI, Qdrant, and VectorAdmin. The system delivers end-to-end capabilities…