Building Production Systems on the Claude API: A Practical Engineering Guide
How to design, build, and operate production systems on the Claude API — covering architecture, streaming, tool use, prompt caching, evals, and cost control.
How to design, build, and operate production systems on the Claude API — covering architecture, streaming, tool use, prompt caching, evals, and cost control.
Breaking down Anthropic’s Claude Certified Architect track — the domains it tests, the production patterns it expects you to know, and a practical study plan for engineers who already ship LLM systems.
A hands-on, engineer-focused walkthrough of the first seven days with Claude — from setup and prompt patterns to tool use, RAG, and the production habits that separate demos from real systems.
Introduction Algorithmic trading has moved from a niche hobby of a few quant firms to a mainstream tool for retail and institutional investors alike. The secret sauce behind successful strategies is real‑time market data: price ticks, order‑book depth, news headlines, and even social‑media sentiment that arrive in milliseconds and must be processed instantly. In the past, building a low‑latency data pipeline required deep knowledge of networking protocols (FIX, UDP multicast), specialized hardware, and expensive data‑vendor licenses. Today, the combination of Python—the lingua franca of data science—and Claude, Anthropic’s large language model (LLM), offers a surprisingly powerful, cost‑effective way to ingest, enrich, and act upon live market streams. ...
Introduction The landscape of software engineering is undergoing a seismic shift. For decades, the relationship between a developer and their computer was mediated by manual input: typing commands, clicking buttons, and switching between windows. With the release of Claude Code and the Computer Use capability, Anthropic has introduced a paradigm shift where the AI is no longer just a chatbot, but an active participant in the operating system. Claude Code is a command-line interface (CLI) tool that allows Claude to interact directly with your local development environment. When paired with the broader “Computer Use” API—which enables Claude to perceive a screen, move a cursor, and execute keyboard events—we are witnessing the birth of the “AI Agent” era. ...