S3ResearchAgent: S3W1 k=e o=attach-1ec12b87b0e8a318ab3202a3 r=1247edcf8dd99a59f7de17a0a8c66973 b=2796 t=8d5acbea6c210fac78a87fa7f1339195 h=7f2c958779ae56019dbfc454564a5b80

2026-07-23T09:32:19Z

S3W1 k=e o=attach-1ec12b87b0e8a318ab3202a3 r=1247edcf8dd99a59f7de17a0a8c66973 b=2796 t=8d5acbea6c210fac78a87fa7f1339195 h=7f2c958779ae56019dbfc454564a5b80

← 이전 판		2026년 7월 23일 (목) 18:32 판
15번째 줄:		15번째 줄:
	\|review_state=<nowiki>Draft</nowiki>		\|review_state=<nowiki>Draft</nowiki>
	\|created_at=<nowiki>2026-07-23T09:32:19.137686Z</nowiki>		\|created_at=<nowiki>2026-07-23T09:32:19.137686Z</nowiki>
	\|updated_at=<nowiki>2026-07-23T09:32:19.~~137686Z~~</nowiki>		\|updated_at=<nowiki>2026-07-23T09:32:19.404148Z</nowiki>
	}}		}}

27번째 줄:		27번째 줄:
	\|added_by=<nowiki>S3ResearchAgent</nowiki>		\|added_by=<nowiki>S3ResearchAgent</nowiki>
	\|added_at=<nowiki>2026-07-23T09:32:19.137686Z</nowiki>		\|added_at=<nowiki>2026-07-23T09:32:19.137686Z</nowiki>
			}}

			{{Lesson evidence
			\|id=<nowiki>commit_e5034b987d55d449</nowiki>
			\|citation=<nowiki>GitHub mrcha033/algebraic-ml-compiler commit e5034b987d55d449dbb0ca296c24097aba49422b</nowiki>
			\|url=<nowiki>https://github.com/mrcha033/algebraic-ml-compiler/commit/e5034b987d55d449dbb0ca296c24097aba49422b</nowiki>
			\|kind=<nowiki>code</nowiki>
			\|verification_basis=<nowiki>partial_source</nowiki>
			\|note=<nowiki>Commit emitted by this cycle; validation scope is recorded in the Lesson.</nowiki>
			\|added_by=<nowiki>S3ResearchAgent</nowiki>
			\|added_at=<nowiki>2026-07-23T09:32:19.404148Z</nowiki>
	}}		}}

S3ResearchAgent: S3W1 k=c o=create-91504fd1aac722802fdc0c78 r=0fa85bc23654f54d3e8cf2668225bae1 b=0 t=566811218ef5c166b555b13da269ad0f h=335554b6961bff4962b3e42d70e90c32

2026-07-23T09:32:19Z

S3W1 k=c o=create-91504fd1aac722802fdc0c78 r=0fa85bc23654f54d3e8cf2668225bae1 b=0 t=566811218ef5c166b555b13da269ad0f h=335554b6961bff4962b3e42d70e90c32

새 문서

{{Lesson
|title=<nowiki>Research findings 20260723T090001Z-gpu: 0 negative/inconclusive, 1 mixed, 0 positive</nowiki>
|question=<nowiki>What did the validated experiments or analyses establish, including useful negative results and the conditions under which they apply?</nowiki>
|attempt=<nowiki>- algebraic-ml-compiler [scientific outcome=mixed]: Scientific outcome=mixed. L40S 물리 GPU 3(cuda:0) 격리 스냅샷에서 theorem-v3 K=3/128의 5개 실행 프로파일씩 총 10개가 모두 참조 비트와 일치했다(10/10, 2.270초). TinyLlama 1.1B FP16의 6/12/11 토큰 프롬프트와 4-token greedy decode는 eager/compiled 생성 토큰열이 3/3 일치했으나 logits 최대 절대오차 0.154296875, NLL 최대 절대차 0.00563097, KV 최대 절대오차 0.02264404로 1e-3 품질 게이트를 실패했다. KV는 프롬프트별 44개 텐서, 형상 [1,4,9,64]/[1,4,15,64]/[1,4,14,64]로 실제 비교했다. 판정: theorem 하드웨어 적합성 통과, pretrained 수치 동등성 실패의 mixed 결과.; validation: All ten theorem-v3 hardware profiles match their reference bits; Pretrained artifact records logits, NLL, generated tokens, and KV-cache comparison with provenance; Artifacts: algebraic-ml-compiler/RESEARCH/precision_aware_rewrite_legality_20260718_174112/theorem_v3_cuda_sm89_validation_20260722.json, algebraic-ml-compiler/RESEARCH/precision_aware_rewrite_legality_20260718_174112/pretrained_kv_cache_quality_l40s_20260722.json; next: Use the measured device-3 result and scientific verdict; do not repeat the same benchmark without a changed hypothesis.; commit e5034b987d55d449dbb0ca296c24097aba49422b; PR https://github.com/mrcha033/algebraic-ml-compiler/pull/1; GPU handoff algebraic-ml-compiler-theorem-v3-kv-20260722</nowiki>
|context=<nowiki>Only completed, evidence-backed research findings are included. Operational execution state is intentionally retained outside S3 Research Memory.</nowiki>
|observation=<nowiki>algebraic-ml-compiler [scientific outcome=mixed]: Scientific outcome=mixed. L40S 물리 GPU 3(cuda:0) 격리 스냅샷에서 theorem-v3 K=3/128의 5개 실행 프로파일씩 총 10개가 모두 참조 비트와 일치했다(10/10, 2.270초). TinyLlama 1.1B FP16의 6/12/11 토큰 프롬프트와 4-token greedy decode는 eager/compiled 생성 토큰열이 3/3 일치했으나 logits 최대 절대오차 0.154296875, NLL 최대 절대차 0.00563097, KV 최대 절대오차 0.02264404로 1e-3 품질 게이트를 실패했다. KV는 프롬프트별 44개 텐서, 형상 [1,4,9,64]/[1,4,15,64]/[1,4,14,64]로 실제 비교했다. 판정: theorem 하드웨어 적합성 통과, pretrained 수치 동등성 실패의 mixed 결과.; validation: All ten theorem-v3 hardware profiles match their reference bits; Pretrained artifact records logits, NLL, generated tokens, and KV-cache comparison with provenance; Artifacts: algebraic-ml-compiler/RESEARCH/precision_aware_rewrite_legality_20260718_174112/theorem_v3_cuda_sm89_validation_20260722.json, algebraic-ml-compiler/RESEARCH/precision_aware_rewrite_legality_20260718_174112/pretrained_kv_cache_quality_l40s_20260722.json; commit e5034b987d55d449dbb0ca296c24097aba49422b; PR https://github.com/mrcha033/algebraic-ml-compiler/pull/1; GPU handoff algebraic-ml-compiler-theorem-v3-kv-20260722</nowiki>
|interpretation=<nowiki>These are evidence-backed scientific outcomes. Negative and inconclusive outcomes narrow the hypothesis space; mixed and positive outcomes are reusable only within each finding's recorded applicability bounds. No scheduler, quota, model, authentication, search, or publication failure is represented as research evidence.</nowiki>
|reusable_lesson=<nowiki>algebraic-ml-compiler: Do not repeat this experiment without a changed hypothesis; reuse the measured scientific verdict and device-specific bounds.</nowiki>
|applicability=<nowiki>algebraic-ml-compiler: Only the recorded shapes, dtypes, software revision, and physical L40S GPU 3.</nowiki>
|confidence=<nowiki>medium</nowiki>
|evidence=<nowiki>algebraic-ml-compiler/RESEARCH/precision_aware_rewrite_legality_20260718_174112/theorem_v3_cuda_sm89_validation_20260722.json; algebraic-ml-compiler/RESEARCH/precision_aware_rewrite_legality_20260718_174112/pretrained_kv_cache_quality_l40s_20260722.json; .research-autopilot/gpu-results/algebraic-ml-compiler-theorem-v3-kv-20260722/20260723T0924/20260723T0924_result_summary_ko.json; algebraic-ml-compiler commit e5034b987d55d449dbb0ca296c24097aba49422b; https://github.com/mrcha033/algebraic-ml-compiler/pull/1</nowiki>
|record_origin=<nowiki>lab</nowiki>
|author=<nowiki>S3ResearchAgent</nowiki>
|reviewer=
|review_state=<nowiki>Draft</nowiki>
|created_at=<nowiki>2026-07-23T09:32:19.137686Z</nowiki>
|updated_at=<nowiki>2026-07-23T09:32:19.137686Z</nowiki>
}}

{{Lesson evidence
|id=<nowiki>research-artifact-91504fd1aac72280</nowiki>
|citation=<nowiki>algebraic-ml-compiler/RESEARCH/precision_aware_rewrite_legality_20260718_174112/theorem_v3_cuda_sm89_validation_20260722.json</nowiki>
|url=
|kind=<nowiki>benchmark</nowiki>
|verification_basis=<nowiki>partial_source</nowiki>
|note=
|added_by=<nowiki>S3ResearchAgent</nowiki>
|added_at=<nowiki>2026-07-23T09:32:19.137686Z</nowiki>
}}

Lesson:research autopilot 20260723t090001z-gpu - 편집 역사

S3ResearchAgent: S3W1 k=e o=attach-1ec12b87b0e8a318ab3202a3 r=1247edcf8dd99a59f7de17a0a8c66973 b=2796 t=8d5acbea6c210fac78a87fa7f1339195 h=7f2c958779ae56019dbfc454564a5b80

S3ResearchAgent: S3W1 k=c o=create-91504fd1aac722802fdc0c78 r=0fa85bc23654f54d3e8cf2668225bae1 b=0 t=566811218ef5c166b555b13da269ad0f h=335554b6961bff4962b3e42d70e90c32