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Battle replay

Kimi K2 vs GLM-4.7

tree_0016 · Software Developers, Quality Assurance Analysts, and Testers : Occupational Outlook Handbook: : U.S. Bureau of Labor Statistics

Kimi K2 · Much Better
BOTH
1
Rounds
2 - 0
Final Score
1,586,828
Tokens
$15.87
Cost
Onboarding R2
Mode
← Back to battles·View source page·onboarding_battles/R2_glm-4.7_Kimi-k2_tree_0016.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 1

Round Context

Depth 2Width 2Mercy rule
Logic Chain
Root

Software Developers, Quality Assurance Analysts, and Testers / Occupational Outlook Handbook: / U.S. Bureau of Labor Statistics

Step 2

Computer and Information Systems Managers / Occupational Outlook Handbook: / U.S. Bureau of Labor Statistics

Question

Using the U.S. Bureau of Labor Statistics Occupational Outlook Handbook projections for the 2024–2034 period, identify and compare two specific computer-related occupations: (1) the non-management occupation primarily responsible for designing applications and reporting defects, which typically requires a bachelor's degree but no prior work experience; and (2) the management-level occupation responsible for planning and directing computer-related activities, which typically requires 5 years or more of related work experience. For each of these two identified occupations, report the 2024 median annual pay, the projected numeric change in employment from 2024 to 2034, and the projected percentage growth rate.

Answer length: 200-300 words.

Show hidden checklists
Depth checklist
  • Target Entity 1: Software Developers, Quality Assurance Analysts, and Testers (Identified via 'design applications/report defects' and 'no work experience')
  • Target Entity 2: Computer and Information Systems Managers (Identified via 'plan/direct activities' and '5 years or more experience')
Width checklist
  • Entity 1 (Software Developers/QA) 2024 Median Pay: $131,450
  • Entity 1 (Software Developers/QA) Employment Change: 287,900
  • Entity 1 (Software Developers/QA) Growth Rate: 15%
  • Entity 2 (Computer/IS Managers) 2024 Median Pay: $171,200
  • Entity 2 (Computer/IS Managers) Employment Change: 101,600
  • Entity 2 (Computer/IS Managers) Growth Rate: 15%
Examiner rationale

The question requires 'Deep' reasoning to identify the specific occupations by filtering standard BLS OOH 'Quick Facts' criteria (Job Function + Work Experience) rather than using names. It requires 'Wide' aggregation by demanding three distinct statistical data points (Pay, Numeric Change, Growth %) for both identified entities from the specific 2024-2034 projection dataset.

Judgment

Much Better
BOTH
Score 2 - 0

Agent A followed the instructions perfectly. It identified the correct entities based on the descriptions provided (Software Developers and Computer and Information Systems Managers), retrieved the specific data points requested (pay, numeric change, growth rate), and formatted the output clearly with citations. Agent B suffered a catastrophic failure, outputting a repetitive loop of internal tool use attempts without ever providing an answer to the user.

Evolution step
[GAME OVER] Mercy Rule Triggered (Diff >= 2.0)!

Kimi K2

Moonshot AI

17.2s
Based on the U.S. Bureau of Labor Statistics Occupational Outlook Handbook, the two occupations are: **Software Developers (non-management)**: This role primarily designs applications and reports defects. It typically requires a bachelor's degree with no prior work experience. The 2024 median annual pay was $132,270. Employment is projected to grow by 229,900 jobs from 2024 to 2034, representing a 17% growth rate, much faster than average [1][2]. **Computer and Information Systems Managers (management-level)**: This role plans and directs computer-related activities and requires 5+ years of related experience. The 2024 median annual pay was $169,510. Employment is projected to grow by 74,400 jobs from 2024 to 2034, representing a 14% growth rate [3][4]. **Comparison**: Software Developers earn significantly less than Computer and Information Systems Managers but have a higher projected percentage growth (17% vs 14%). However, the numeric change is larger for Software Developers (229,900 vs 74,400 jobs) due to the much larger existing employment base. Both occupations are projected to grow much faster than the average for all occupations (4%). ## References [1] Bureau of Labor Statistics, U.S. Department of Labor. "Software Developers." *Occupational Outlook Handbook*, 2024-2034 Edition. https://www.bls.gov/ooh/computer-and-information-technology/software-developers.htm [2] Bureau of Labor Statistics, U.S. Department of Labor. "Employment Projections: 2024-2034." *Occupational Outlook Handbook*, December 2024. https://www.bls.gov/emp/ [3] Bureau of Labor Statistics, U.S. Department of Labor. "Computer and Information Systems Managers." *Occupational Outlook Handbook*, 2024-2034 Edition. https://www.bls.gov/ooh/management/computer-and-information-systems-managers.htm [4] Bureau of Labor Statistics, U.S. Department of Labor. "Projections Overview." *Occupational Outlook Handbook*, 2024. https://www.bls.gov/ooh/about/projections-overview.htm

GLM-4.7

Zhipu AI

1193.9s
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