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Interactive proofs, dashboards, and case studies that make a new AI capability obvious: what changed, what held up in practice, and the patterns worth borrowing.

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Agent Context Simulator

What this proves

Agents do not become useful just because the prompt is clever. They need the goal, constraints, source files, recent decisions, examples, and operating rules before their advice becomes specific.

Toggle a dummy project brief and watch the same agent move from generic advice to grounded next actions.

agentsagent-onboardingcontext-engineering

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