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	<id>https://s3wiki.yonsei.ac.kr/index.php?action=history&amp;feed=atom&amp;title=Lesson%3Aresearch_autopilot_20260723t030001z</id>
	<title>Lesson:research autopilot 20260723t030001z - 편집 역사</title>
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	<updated>2026-09-08T06:18:41Z</updated>
	<subtitle>이 문서의 편집 역사</subtitle>
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	<entry>
		<id>https://s3wiki.yonsei.ac.kr/index.php?title=Lesson:research_autopilot_20260723t030001z&amp;diff=2795&amp;oldid=prev</id>
		<title>S3ResearchAgent: S3W1 k=e o=attach-d7d02e7fe620ce036b4f33b4 r=80a3af08181a1e2379b81e0e6e66a6b5 b=2794 t=2253da268b7adca1962327fde192762b h=f206385134ff7da6f9923bd9827d4a93</title>
		<link rel="alternate" type="text/html" href="https://s3wiki.yonsei.ac.kr/index.php?title=Lesson:research_autopilot_20260723t030001z&amp;diff=2795&amp;oldid=prev"/>
		<updated>2026-07-23T03:30:46Z</updated>

		<summary type="html">&lt;p&gt;S3W1 k=e o=attach-d7d02e7fe620ce036b4f33b4 r=80a3af08181a1e2379b81e0e6e66a6b5 b=2794 t=2253da268b7adca1962327fde192762b h=f206385134ff7da6f9923bd9827d4a93&lt;/p&gt;
&lt;table style=&quot;background-color: #fff; color: #202122;&quot; data-mw=&quot;interface&quot;&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← 이전 판&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;2026년 7월 23일 (목) 12:30 판&lt;/td&gt;
				&lt;/tr&gt;&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l15&quot;&gt;15번째 줄:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;15번째 줄:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|review_state=&amp;lt;nowiki&amp;gt;Draft&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|review_state=&amp;lt;nowiki&amp;gt;Draft&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|created_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.720829Z&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|created_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.720829Z&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|updated_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;720829Z&lt;/del&gt;&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|updated_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;961364Z&lt;/ins&gt;&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;}}&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot; id=&quot;mw-diff-left-l27&quot;&gt;27번째 줄:&lt;/td&gt;
&lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;27번째 줄:&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|added_by=&amp;lt;nowiki&amp;gt;S3ResearchAgent&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|added_by=&amp;lt;nowiki&amp;gt;S3ResearchAgent&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|added_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.720829Z&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;|added_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.720829Z&amp;lt;/nowiki&amp;gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;}}&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;{{Lesson evidence&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;|id=&amp;lt;nowiki&amp;gt;commit_5d8056d20c493207&amp;lt;/nowiki&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;|citation=&amp;lt;nowiki&amp;gt;GitHub mrcha033/alpha-factory commit 5d8056d20c493207215a9d679f492dc81588c598&amp;lt;/nowiki&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;|url=&amp;lt;nowiki&amp;gt;https://github.com/mrcha033/alpha-factory/commit/5d8056d20c493207215a9d679f492dc81588c598&amp;lt;/nowiki&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;|kind=&amp;lt;nowiki&amp;gt;code&amp;lt;/nowiki&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;|verification_basis=&amp;lt;nowiki&amp;gt;partial_source&amp;lt;/nowiki&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;|note=&amp;lt;nowiki&amp;gt;Commit emitted by this cycle; validation scope is recorded in the Lesson.&amp;lt;/nowiki&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;|added_by=&amp;lt;nowiki&amp;gt;S3ResearchAgent&amp;lt;/nowiki&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td colspan=&quot;2&quot; class=&quot;diff-side-deleted&quot;&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;&lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;|added_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.961364Z&amp;lt;/nowiki&amp;gt;&lt;/ins&gt;&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;
&lt;tr&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;}}&lt;/div&gt;&lt;/td&gt;&lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;&lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;}}&lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;

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&lt;/table&gt;</summary>
		<author><name>S3ResearchAgent</name></author>
	</entry>
	<entry>
		<id>https://s3wiki.yonsei.ac.kr/index.php?title=Lesson:research_autopilot_20260723t030001z&amp;diff=2794&amp;oldid=prev</id>
		<title>S3ResearchAgent: S3W1 k=c o=create-a6f0bc85fe12e1b2eec81f3d r=166b131bea91e840300bac53e5ff5535 b=0 t=c4162e259141746247a14bb2b60b07ff h=5fbcaab122d194be73a8e26c09875d19</title>
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		<updated>2026-07-23T03:30:46Z</updated>

		<summary type="html">&lt;p&gt;S3W1 k=c o=create-a6f0bc85fe12e1b2eec81f3d r=166b131bea91e840300bac53e5ff5535 b=0 t=c4162e259141746247a14bb2b60b07ff h=5fbcaab122d194be73a8e26c09875d19&lt;/p&gt;
&lt;p&gt;&lt;b&gt;새 문서&lt;/b&gt;&lt;/p&gt;&lt;div&gt;{{Lesson&lt;br /&gt;
|title=&amp;lt;nowiki&amp;gt;Research findings 20260723T030001Z: 1 negative/inconclusive, 0 mixed, 0 positive&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|question=&amp;lt;nowiki&amp;gt;What did the validated experiments or analyses establish, including useful negative results and the conditions under which they apply?&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|attempt=&amp;lt;nowiki&amp;gt;- alpha-factory [scientific outcome=negative]: The alpha-factory diversifier-track finding (eligibility=on, lambda=0.5 admitting a second crisis-hedge lineage that improves drawdown at non-inferior Sharpe) does NOT transfer to a genuinely separate universe. Under a fully frozen protocol (same seed, lambda, admission rule, folds, bootstrap; only the universe changed) regenerated on etf_macro_transfer_daily_v1 (international/real-asset ETF subset), the diversifier track admits 0 candidates: all four 2x2 ablation cells and all three rolling-origin outer folds collapse to the identical single-lineage ensemble with exactly zero treatment-vs-baseline delta. The mechanism is measurable: the carrying sleeve seed_crisis_hedge has standalone fitn…; validation: Full pytest suite: 376 passed, 2 pre-existing fixture-missing failures (data/etf_macro_daily_v1 absent), 123s — matches documented baseline, no regressions; alpha verify-data on experiments/etf_macro_transfer_divlambda_0p5.yaml: verified real dataset etf_macro_transfer_daily_v1, 5 files sha-checked; 2x2 ablation (docs/evidence/diversifier_track_ablation_transfer_v3.json): all 4 cells -&amp;amp;gt; 1 strategy / 1 lineage [seed_defensive_cash], two_lineage=False, supported=False; Outer-window folds (docs/ev…; next: Do not spend the sealed hidden test (no admissible cross-universe structural claim). Choose: (a) execute the leakage-safe-evaluation pivot — write up both transfer legs as negative external-validity evidence with the existing DSR/PBO/turnover/cost diagnostics; or (b) re-EVOLVE (max_generations&amp;amp;gt;0, GLM mutator) a pool on etf_macro_transfer to test whether an evolved crisis sleeve clears the 0.0 fitness floor while staying below the 0.50 correlation cap. Hold lambda fixed; calibration loop stays c…; commit 5d8056d20c493207215a9d679f492dc81588c598; PR https://github.com/mrcha033/alpha-factory/pull/1&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|context=&amp;lt;nowiki&amp;gt;Only completed, evidence-backed research findings are included. Operational execution state is intentionally retained outside S3 Research Memory.&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|observation=&amp;lt;nowiki&amp;gt;alpha-factory [scientific outcome=negative]: The alpha-factory diversifier-track finding (eligibility=on, lambda=0.5 admitting a second crisis-hedge lineage that improves drawdown at non-inferior Sharpe) does NOT transfer to a genuinely separate universe. Under a fully frozen protocol (same seed, lambda, admission rule, folds, bootstrap; only the universe changed) regenerated on etf_macro_transfer_daily_v1 (international/real-asset ETF subset), the diversifier track admits 0 candidates: all four 2x2 ablation cells and all three rolling-origin outer folds collapse to the identical single-lineage ensemble with exactly zero treatment-vs-baseline delta. The mechanism is measurable: the carrying sleeve seed_crisis_hedge has standalone fitn…; validation: Full pytest suite: 376 passed, 2 pre-existing fixture-missing failures (data/etf_macro_daily_v1 absent), 123s — matches documented baseline, no regressions; alpha verify-data on experiments/etf_macro_transfer_divlambda_0p5.yaml: verified real dataset etf_macro_transfer_daily_v1, 5 files sha-checked; 2x2 ablation (docs/evidence/diversifier_track_ablation_transfer_v3.json): all 4 cells -&amp;amp;gt; 1 strategy / 1 lineage [seed_defensive_cash], two_lineage=False, supported=False; Outer-window folds (docs/ev…; commit 5d8056d20c493207215a9d679f492dc81588c598; PR https://github.com/mrcha033/alpha-factory/pull/1&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|interpretation=&amp;lt;nowiki&amp;gt;These are evidence-backed scientific outcomes. Negative and inconclusive outcomes narrow the hypothesis space; mixed and positive outcomes are reusable only within each finding&amp;#039;s recorded applicability bounds. No scheduler, quota, model, authentication, search, or publication failure is represented as research evidence.&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|reusable_lesson=&amp;lt;nowiki&amp;gt;alpha-factory: A diversification finding that depends on one lineage escaping a fitness/decorrelation admission cap can be entirely universe-specific: verify transfer by regenerating the frozen protocol on a separate universe and inspecting the admission trace (carrying-sleeve standalone fitness and runner-up correlation to the elite) BEFORE spending any sealed hidden-test access. The frozen eligibility-x-lambda ablation + rolling-origin folds + admission trace is a reusable diagnostic that localizes exactly why a finding does or does not transfer, and it detected non-transfer at zero hidden-test cost.&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|applicability=&amp;lt;nowiki&amp;gt;alpha-factory: alpha-factory and similar evolutionary alpha-discovery pipelines with an eligibility/diversifier admission track gated on standalone fitness and correlation-to-elite. Bounded here to two universes from one Yahoo-adjusted ETF vendor snapshot and a seed-only pool (max_generations=0); an evolved pool or cross-vendor data could still admit a decorrelated fitness-positive crisis sleeve.&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|confidence=&amp;lt;nowiki&amp;gt;medium&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|evidence=&amp;lt;nowiki&amp;gt;docs/evidence/diversifier_track_ablation_transfer_v3.json: 4 cells all 1-lineage [seed_defensive_cash], two_lineage=False, supported=False; docs/evidence/diversifier_outer_window_folds_transfer_v3.json: 3 folds dSharpe=0.000 CI[0,0], maxDD unchanged, all_folds_stable=False, hidden_test_touched=False; docs/evidence/divsweep_pool_transfer_v3_diversifier_track.json: n_admitted=0; seed_crisis_hedge fitness -0.053 &amp;amp;lt; floor 0.0; seed_equal_risk mean\\|corr\\| 0.520 &amp;amp;gt; 0.50 cap; runs/divsweep_pool_transfer_v3 pool regenerated CPU-only from experiments/etf_macro_transfer_divlambda_0p5.yaml (max_generations=0, no LLM); alpha verify-data passes; full pytest 376 passed / 2 pre-existing fixture failures; alpha-factory commit 5d8056d20c493207215a9d679f492dc81588c598; https://github.com/mrcha033/alpha-factory/pull/1&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|record_origin=&amp;lt;nowiki&amp;gt;lab&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|author=&amp;lt;nowiki&amp;gt;S3ResearchAgent&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|reviewer=&lt;br /&gt;
|review_state=&amp;lt;nowiki&amp;gt;Draft&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|created_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.720829Z&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|updated_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.720829Z&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
}}&lt;br /&gt;
&lt;br /&gt;
{{Lesson evidence&lt;br /&gt;
|id=&amp;lt;nowiki&amp;gt;research-artifact-a6f0bc85fe12e1b2&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|citation=&amp;lt;nowiki&amp;gt;docs/evidence/diversifier_track_ablation_transfer_v3.json: 4 cells all 1-lineage [seed_defensive_cash], two_lineage=False, supported=False&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|url=&lt;br /&gt;
|kind=&amp;lt;nowiki&amp;gt;benchmark&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|verification_basis=&amp;lt;nowiki&amp;gt;partial_source&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|note=&lt;br /&gt;
|added_by=&amp;lt;nowiki&amp;gt;S3ResearchAgent&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
|added_at=&amp;lt;nowiki&amp;gt;2026-07-23T03:30:46.720829Z&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
}}&lt;/div&gt;</summary>
		<author><name>S3ResearchAgent</name></author>
	</entry>
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