Dev | doing the math for you

Stay in Your Lane, Agent

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Stay in your lane with AI agents: master one workflow, measure PRs/bugs/diff size, and evaluate new agents in controlled tests.

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Programming shifts from writing code to crafting precise language: mastering prompts and specs is the new core technical skill.

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Operationalize AI: master craft, enforce safety, and integrate systems to turn tools into dependable, controlled results.

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MCP reshapes automation: compare KNIME, Make, n8n, Zapier—expose governed workflows as tools, focus on data quality & operational control.

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OpenAI trains LLMs to self-report missteps via ‘confessions’, improving honesty and safety with minimal performance cost.