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feat(native): enrich analysis inputs natively behind the preview engine #1512

Job	Run time
Lockfile consistency	11s
Classify verification scope	7s
Compiler engine differential	16m 4s
Native compiler on Python 3.14	14m 7s
Native compiler on Windows	13m 58s
Native compiler on Python 3.13	14m 0s
Fresh-process compile cache (5000 models)	6m 5s
Fresh-process compile cache (3000 models)	5m 44s
Fresh-process compile (5000 models)	5m 36s
DuckDB E2E (CLI inspection)	10m 48s
Fresh-process compile (3000 models)	8m 10s
Fresh-process compile cache (10000 models)	7m 41s
Formatter performance guards	5m 45s
PostgreSQL integration and E2E tests	8m 8s
DuckDB E2E (integrations)	7m 49s
Same-runner compile ratio (fresh 3000 models)	15m 33s
DuckDB E2E (CLI data)	8m 41s
Static checks and unit + integration tests	10m 14s
Fresh-process compile (10000 models)	7m 34s
Same-runner compile ratio (dense 3000 models)	11m 54s
DuckDB E2E (build core)	9m 58s
Build wheel (windows-x86_64)	14m 12s
DuckDB E2E (CLI commands)	18m 51s
Dense all-rules compile (1000 models)	7m 16s
DuckDB E2E (build incremental)	7m 14s
Build wheel (linux-x86_64)	6m 17s
Build wheel (macos-x86_64)	13m 11s
Dense all-rules compile (5000 models)	8m 51s
Build wheel (macos-arm64)	7m 40s
Build wheel (linux-aarch64)	6m 9s
Dense all-rules compile (10000 models)	7m 55s
Dense all-rules compile (3000 models)	8m 31s
Performance guards	-1s
Rules performance guards	-1s
Verify	3s
	4h 54m 15s