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Context Engineering Studio

2026

See how context shapes AI responses — 6 strategies, live streaming in parallel

⌘↵ to run

○ Baseline◈ Role + Persona◉ Grounding◎ Few-Shot◆ Constraints★ Full Stack
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Baseline
Raw prompt, no engineering
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Click "Run All Strategies" to start
TTFT —— tokens
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Role + Persona
Expert identity injection
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Click "Run All Strategies" to start
TTFT —— tokens
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Grounding
Inject facts & context
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Click "Run All Strategies" to start
TTFT —— tokens
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Few-Shot
Format examples first
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Click "Run All Strategies" to start
TTFT —— tokens
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Constraints
Explicit rules & guardrails
◆
Click "Run All Strategies" to start
TTFT —— tokens
★
Full Stack
All strategies combined
★
Click "Run All Strategies" to start
TTFT —— tokens

Context Engineering Studio · Built with Next.js + Anthropic claude-haiku-4-5 · matua-agent/context-engineering-studio