[{"_1":2,"_3":-5,"_4":-5},"loaderData",{"_5":6,"_7":8,"_9":10},"actionData","errors","root",{"_154":155,"_156":157},"routes/_app.x.$handle.$name",{"_95":94,"_32":45,"_104":85,"_27":53,"_13":14,"_105":-5,"_11":106,"_107":108,"_109":110,"_111":112,"_113":114,"_20":-5,"_115":-5,"_116":-5,"_117":25,"_118":119,"_120":121,"_122":-5,"_123":-5,"_124":125},"routes/_app.x.$handle.$name.branch.$branch.version.$version.diff",{"_11":12,"_13":14,"_15":16,"_17":-5,"_18":-5},"project",{"_43":44,"_32":45,"_38":46,"_47":-5,"_48":25,"_49":50,"_51":50,"_52":53,"_54":-5,"_18":55,"_56":-5,"_57":25,"_58":-5,"_59":-5,"_60":61,"_62":63,"_64":-5,"_65":-5,"_66":-5,"_67":-5,"_68":69,"_70":69,"_71":72,"_73":72,"_74":72,"_75":69,"_76":69,"_77":78,"_79":80,"_81":82,"_83":25},"version",3,"changes",[19],"aiChatInfo","userId",{"_20":21,"_22":23,"_24":25,"_26":25,"_27":28,"_29":28},"file",{"_30":31,"_32":28,"_33":34,"_35":37,"_38":39,"_40":14,"_41":42,"_24":25},"previous",{"_30":31,"_32":28,"_33":34,"_35":36},"deleted",false,"deletedHere","path","main.http.ts","latestPath","fileId","7768c20a-501f-11f1-afc4-ee650bb23af1","name","fileType","http","content","// Claude Code Effort Benchmark — Phase 1+SWE\n// Auto-generated by scripts/generate_report.py\nexport default async function(req: Request): Promise {\n const html = String.raw`\n\n\n\n\nClaude Code Effort Benchmark\n\n\n\n\n

Claude Code Effort Benchmark Phase 1+SWE

Empirické měření dopadu parametru --effort · claude-opus-4-7

100

celkem runů

úlohy

74/100

verify pass

$57.6

celkem náklady

Přehled výsledků

Úloha	low	medium	high	max	Effort gradient

SWE-bench výsledky

Reálné bugy z open-source projektů.

Instance	low	medium	high	max	Finding

Django-16910: detail effort gradientu

only()+select_related() na reverse OneToOneField. Nejsilnější effort gradient v benchmarku.

Pass rate per effort

Průměrná cena per effort

Effort	n	Pass%	Avg score	Avg cost	Avg wall	Avg tools

Syntetické úlohy

Na dobře specifikovaných úlohách jsou všechny effort úrovně funkčně ekvivalentní.

Pass rate — 06_strict_scope

Průměrná cena — 01_rename

Klíčová zjištění

💡 SWE-bench diferenciuje effort

Na reálných bugech (django-16910) low/medium konzistentně selávají, high uspívá. Na jednoduchých bugech i low stačí.

💡 Max ≠ lepší výsledek

Max effort stojí 2–4× více než high, ale výsledek je stejný. High je sweet spot pro reálné bugy.

⚠️ Debug bez testu = nulový efekt

03_debug_order Bug B nebyl nalezen ani max effortem. Failing testy jsou nezbytný guidance.

⚠️ Python 3.14 limituje SWE-bench

Pre-2022 projekty jsou nekompatibilní (odstraňeny moduly cgi, distutils). Používejte Django 4.2+ / Sympy 1.11+.

Doporučení

Use case	Effort	Proč

\n\n\n`;\n return new Response(html, { headers: {'content-type': 'text/html;charset=utf-8'} });\n}\n","// Claude Code Effort Benchmark — Phase 1+SWE\n// Auto-generated by scripts/generate_report.py\nexport default async function(req: Request): Promise {\n const html = String.raw`\n\n\n\n\nClaude Code Effort Benchmark\n\n\n\n\n

\n \n \n GitHub\n \n \n \n

Claude Code Effort Benchmark Phase 1+SWE

Empirické měření dopadu parametru --effort · claude-opus-4-7

100

celkem runů

úlohy

74/100

verify pass

$57.6

celkem náklady

Přehled výsledků

Úloha	low	medium	high	max	Effort gradient

SWE-bench výsledky

Reálné bugy z open-source projektů.

Instance	low	medium	high	max	Finding

Django-16910: detail effort gradientu

only()+select_related() na reverse OneToOneField. Nejsilnější effort gradient v benchmarku.

Pass rate per effort

Průměrná cena per effort

Effort	n	Pass%	Avg score	Avg cost	Avg wall	Avg tools

Syntetické úlohy

Na dobře specifikovaných úlohách jsou všechny effort úrovně funkčně ekvivalentní.

Pass rate — 06_strict_scope

Průměrná cena — 01_rename

Klíčová zjištění

💡 SWE-bench diferenciuje effort

Na reálných bugech (django-16910) low/medium konzistentně selávají, high uspívá. Na jednoduchých bugech i low stačí.

💡 Max ≠ lepší výsledek

Max effort stojí 2–4× více než high, ale výsledek je stejný. High je sweet spot pro reálné bugy.

⚠️ Debug bez testu = nulový efekt

03_debug_order Bug B nebyl nalezen ani max effortem. Failing testy jsou nezbytný guidance.

⚠️ Python 3.14 limituje SWE-bench

Pre-2022 projekty jsou nekompatibilní (odstraňeny moduly cgi, distutils). Používejte Django 4.2+ / Sympy 1.11+.

Doporučení

Use case	Effort	Proč

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Diff · v3