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Public evaluation

Market Trend Summary

The evaluation will assess the agent's ability to effectively leverage adaptive reasoning, demonstrating judicious model selection, prompt optimization, and accurate tool integration, all while balancing cost and performance metrics.

Evaluation type
task based
Challenge
Adaptive Reasoning with Gemini 3 Flash: A LangGraph MCP Agent for Cost-Optimized Analytics
Difficulty
Advanced
Rigor
Unspecified

Evaluation overview

How the linked challenge is judged: tasks, benchmarks, and criteria count.

Tasks
2
Benchmarks
0
Criteria
0

Task templates

Inputs and expected outputs.

Task 1

Market Trend Summary

Given a dataset of mock market reports and news articles, generate a concise summary of emerging market trends, identifying key influencing factors. This task should ideally use Gemini 3 Flash for speed, unless a critical detail requires deep reasoning.

Input format

{'market_reports': ['report1_text', 'report2_text'], 'news_articles': ['article1_text', 'article2_text']}

Output format

{'summary': 'string', 'estimated_model_cost': 'float', 'latency_ms': 'int', 'models_used': ['Gemini 3 Flash', 'Gemini 2.5 Pro']}

Task 2

Complex Financial Risk Analysis

Analyze a complex financial statement and a series of economic indicators to identify potential investment risks and suggest mitigation strategies. This task requires in-depth reasoning, potentially triggering Gemini 2.5 Pro usage.

Input format

{'financial_statement': 'text', 'economic_indicators': {'gdp_growth': 'float', 'inflation_rate': 'float'}}

Output format

{'risk_assessment': 'string', 'mitigation_strategies': ['strategy1', 'strategy2'], 'estimated_model_cost': 'float', 'latency_ms': 'int', 'models_used': ['Gemini 3 Flash', 'Gemini 2.5 Pro']}