BACK_TO_LOGS
PRODUCTIVITY
LLM-First Workflow: Generalizing Capability
How I use agents and tools to move from idea to verified implementation across domains.
LLMs multiply execution speed; they do not replace taste or responsibility.
Workflow: capture intent → verifiable steps → tight feedback → write down what worked.
Custom tools (MCP skills, chart helpers, local RAG) matter more than prompt poetry.
Same agentic loop can ship a trading UI or debug a scaling controller — with human review on irreversible steps.
If it cannot be checked, it does not ship.