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.
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.
What Is Generative AI? A Beginner-Friendly Guide to How GenAI Actually Works (Part 1)
Generative AI has quickly moved from research labs into everyday tools. It helps people write, learn, create, and work more efficiently. Still, many explanations remain overly technical or abstract. This…
Docker-based Model Runner for AWS CloudWatch Log Analysis
Concise Summary This project Convert plain-English questions into concise summaries over CloudWatch-style logs. Conversational CloudWatch converts natural-language questions into structured insights over CloudWatch-style logs. It runs locally or with LocalStack,…
Kubestalk: Uncovering Hidden Security Risks in Your Kubernetes Clusters
Kubestalk is a powerful GitOps tool that simplifies Kubernetes management by integrating with Git repositories. By adopting a GitOps workflow, you can automate the deployment, updating, and management of Kubernetes…