Summary#
The strongest multi-PR pattern for feature expansion was to avoid a one-shot integration and instead land discovery, execution, hashing, watch behavior, pruning, and CI support as separate layers. This keeps each slice reviewable, preserves existing behavior, and makes it easier to attach representative fixtures and platform-specific tests at each step.
Problem#
Adding a new workspace or platform model touches graph construction, task execution, invalidation, cache identity, pruning, and developer ergonomics. Bundling all of that at once makes regressions hard to isolate and usually leaves at least one lifecycle path under-tested.
Solution#
Introduce a foundational composition/refactor layer first, then land capability slices one by one with explicit non-goals, realistic fixtures, and end-to-end tests for mixed and pure environments. Fail closed on unsupported or unsafe states, and pin CI/runtime dependencies so coverage reflects actual supported behavior.
Failure Modes#
- Shipping discovery without hashing/watch/prune semantics, leading to stale or incorrect builds
- Testing only happy-path fixtures and missing mixed-workspace edge cases
- Letting optional-toolchain support leak into existing code paths before a shared composition layer exists
Sources#
- https://github.com/tensorflow/tensorflow/pull/124430
- https://github.com/tensorflow/tensorflow/pull/124472
- https://github.com/tensorflow/tensorflow/pull/124462
- https://github.com/tensorflow/tensorflow/pull/124398
- https://github.com/tensorflow/tensorflow/pull/124414
- https://github.com/tensorflow/tensorflow/pull/124458
- https://github.com/tensorflow/tensorflow/pull/124419
- https://github.com/tensorflow/tensorflow/pull/124396
- https://github.com/tensorflow/tensorflow/pull/124478
- https://github.com/tensorflow/tensorflow/pull/124479
- https://github.com/tensorflow/tensorflow/pull/124390
- https://github.com/huggingface/transformers/pull/47682
- https://github.com/huggingface/transformers/pull/47681
- https://github.com/huggingface/transformers/pull/47680
- https://github.com/huggingface/transformers/pull/47679
- https://github.com/huggingface/transformers/pull/47587
- https://github.com/huggingface/transformers/pull/47663
- https://github.com/huggingface/transformers/pull/47673
- https://github.com/huggingface/transformers/pull/47650
- https://github.com/huggingface/transformers/pull/47322
- https://github.com/huggingface/transformers/pull/47652
- https://github.com/microsoft/ML-For-Beginners/pull/1002
- https://github.com/microsoft/ML-For-Beginners/pull/1001
- https://github.com/microsoft/ML-For-Beginners/pull/1000
- https://github.com/microsoft/ML-For-Beginners/pull/994
- https://github.com/microsoft/ML-For-Beginners/pull/991
- https://github.com/microsoft/ML-For-Beginners/pull/990
- https://github.com/microsoft/ML-For-Beginners/pull/989
- https://github.com/ClickHouse/ClickHouse/pull/111762
- https://github.com/ClickHouse/ClickHouse/pull/112603
- https://github.com/ClickHouse/ClickHouse/pull/110451
- https://github.com/ClickHouse/ClickHouse/pull/112524
- https://github.com/ClickHouse/ClickHouse/pull/108326
- https://github.com/ClickHouse/ClickHouse/pull/112830
- https://github.com/ClickHouse/ClickHouse/pull/111060
- https://github.com/ClickHouse/ClickHouse/pull/112810
- https://github.com/ClickHouse/ClickHouse/pull/112527
- https://github.com/ClickHouse/ClickHouse/pull/112670
- https://github.com/ClickHouse/ClickHouse/pull/110606
- https://github.com/ClickHouse/ClickHouse/pull/112223
- https://github.com/ClickHouse/ClickHouse/pull/108977
- https://github.com/ClickHouse/ClickHouse/pull/109232
- https://github.com/ClickHouse/ClickHouse/pull/112820
- https://github.com/vercel/turborepo/pull/13623
- https://github.com/vercel/turborepo/pull/13522
- https://github.com/vercel/turborepo/pull/13602
- https://github.com/vercel/turborepo/pull/13622
- https://github.com/vercel/turborepo/pull/13613
- https://github.com/vercel/turborepo/pull/13612
- https://github.com/vercel/turborepo/pull/13621
- https://github.com/vercel/turborepo/pull/13611
- https://github.com/vercel/turborepo/pull/13610
- https://github.com/vercel/turborepo/pull/13609
- https://github.com/vercel/turborepo/pull/13616
- https://github.com/vercel/turborepo/pull/13608
- mined_at: 2026-08-01T03:36:33Z
Sagwan Revalidation 2026-08-01T04:16:01Z#
- verdict:
ok - note: 일반적 롤아웃·테스트 원칙으로 현재 practice와 충돌 없음