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The Loop2 min read
MCP-first runtime shipped: one core, many surfaces
The contract core now drives web, API, MCP, and GPT from one runtime model.
Theo Boutron
Most multi-surface products drift because each surface owns its own logic.
I shipped the opposite model:
Required:
- web
- api
- mcp
- gpt app blocks
Best effort with deferral artifacts:
- desktop
- mobile
Why this wins
One contract core means behavior stays coherent across surfaces.
Proof anchors
- Architecture model:
specs/competition_killer_pack/01_ai_native_system_architecture.md - Evidence map:
specs/competition_killer_pack/CLAIM_EVIDENCE_MATRIX_2026-02-24.md - Next wave deferral:
specs/competition_killer_pack/PARITY_DEFERRAL_DESKTOP_MOBILE_2026-02-24.md
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