Here's a diagram comparing where each tool sits and what actually makes Temporal different from the CI/CD and IaC tools: The core distinction is what happens when something fails mid-run. Jenkins and GitHub Actions are CI/CD pipeline tools. They react to an event (a push, a PR, a schedule), run a defined sequence of steps … Continue reading Temporal vs Jenkins, Git Actions, and Terraform

# Load env variables and create client from anthropic import AnthropicVertex client = AnthropicVertex(region="global", project_id="<YOUR PROJECT ID>") model = "claude-sonnet-4@20250514" # Helper functions def add_user_message(messages, text): user_message = {"role": "user", "content": text} messages.append(user_message) def add_assistant_message(messages, text): assistant_message = {"role": "assistant", "content": text} messages.append(assistant_message) def chat(messages, system=None, temperature=1.0, stop_sequences=[]): params = { "model": model, "max_tokens": 1000, … Continue reading Prompt evaluation

Claude offers three core model families - Opus, Sonnet, and Haiku - each optimized for different priorities, plus Claude Fable 5, a new model tier that sits above Claude Opus. All of these models share Claude's core capabilities - they can handle text generation, coding, image analysis, and other tasks. The key difference is how … Continue reading claude model family

Ollama is a free, open-source framework used to run Large Language Models (LLMs) directly on your own computer   How to Install  https://ollama.com https://ollama.com/download https://docs.ollama.com/integrations   ollama serve Error: listen tcp 127.0.0.1:11434: bind: address already in use To start with lets use  Gemini model Use 270Million parameters https://ollama.com/search?q=gemma3 ollama --help Large language model runner Usage: … Continue reading Ollama