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refactor: port the compiler frontier, pipeline helpers and model assembly to the native extension #1642

Job	Run time
Lockfile consistency	13s
Classify verification scope	8s
Build wheel (linux-aarch64)	7m 18s
Build wheel (macos-x86_64)	21m 30s
Build wheel (windows-x86_64)	16m 13s
Build wheel (macos-arm64)	10m 8s
Build wheel (linux-x86_64)	9m 16s
Native compiler on Windows	18m 19s
Formatter performance guards	8m 30s
Static checks and unit + integration tests	20m 59s
DuckDB E2E (build core)	11m 4s
Native compiler on Python 3.14	10m 39s
Fresh-process compile (5000 models)	8m 41s
Compiler golden outputs	8m 58s
DuckDB E2E (build incremental)	11m 29s
DuckDB E2E (CLI inspection)	12m 3s
Native compiler on Python 3.13	10m 19s
Fresh-process compile cache (10000 models)	8m 17s
Dense all-rules compile (10000 models)	9m 9s
Dense all-rules compile (1000 models)	8m 35s
Fresh-process compile (3000 models)	10m 59s
Fresh-process compile cache (3000 models)	11m 1s
DuckDB E2E (CLI commands)	25m 17s
Fresh-process compile (10000 models)	8m 50s
DuckDB E2E (CLI data)	9m 48s
Same-runner compile ratio (fresh 3000 models)	18m 4s
DuckDB E2E (integrations)	8m 54s
Dense all-rules compile (5000 models)	8m 13s
Same-runner compile ratio (dense 3000 models)	20m 46s
Same-runner compile ratio (custom rules CPU vs base 3000 models)	19m 5s
Same-runner compile ratio (contracts CPU vs base 3000 models)	11m 27s
Same-runner compile ratio (model analysis CPU vs base 3000 models)	18m 14s
Fresh-process compile cache (5000 models)	6m 56s
Dense all-rules compile (3000 models)	8m 45s
PostgreSQL integration and E2E tests	8m 29s
Performance guards	0s
Rules performance guards	-1s
Verify	3s
	6h 46m 38s