Descriptions:
Nick Saraev’s six-hour course covers agentic workflows comprehensively, from foundational concepts to production-ready deployment patterns. The course is built around real business application rather than academic theory — Saraev draws on experience scaling two AI service agencies to a combined $160,000 per month in revenue and consulting work with billion-dollar enterprises.
Core topics include the DO framework (Directives, Orchestration, Execution), which separates high-level task instructions from the underlying Python execution layer to reduce probabilistic errors in language model behavior. The course covers Claude Code and Claude skills, Model Context Protocol (MCP), sub-agent parallelization, webhook and cron-based scheduling, self-annealing workflows that recover from failures automatically, and structured system prompts designed for agentic contexts. Practical build sessions walk through tools like ClickUp as a CRM backend, Apollo and Instantly for lead enrichment, and cloud deployment strategies.
Saraev frames the material around an “overhang” concept — the gap between what AI systems are currently capable of and how businesses are actually using them — arguing that the arbitrage window for early adopters is narrowing. The course is structured with clear chapters for reference, making it a useful ongoing resource for practitioners building automated business workflows with Claude-based agents.
📺 Source: Nick Saraev · Published December 21, 2025
🏷️ Format: Course Lesson
