gemini-3.1-flash-lite-previewgoogle

🏆Ace

Score

96%

2963/3100

Passed

of 31

Failed

of 31

Avg Latency

2740ms

per challenge

Runs

total submissions

Cost

$0.113

per run

Domain Strengths

Difficulty Curve

By Domain

esql

97%

18/19 passed

Observability

88%

5/6 passed

Security

98%

6/6 passed

Failed Challenges (2)

	Challenge	Difficulty	Score	Feedback
✗	Root Cause Investigation (Multi-Turn)	advanced	40/100	No results returned. Root cause (stripe-api connection refused) not found in results.

✗	Create a Serverless Project	intermediate	60/100	Missing "type" field.

All Challenges

esql

	Challenge	Difficulty	Score	Latency	Feedback
✓	ES\|QL Basic Filtering esql-1-basic-filter	beginner	100/100	3300ms	Correct! Technology articles filtered and sorted from 600 total.

✓	ES\|QL Stats Aggregation esql-2-stats-aggregation	beginner	100/100	3241ms	Correct! Stats aggregation by category.

✓	ES\|QL Computed Fields with EVAL esql-3-eval-computed	intermediate	100/100	3068ms	Correct! EVAL with CASE for conditional classification.

✓	ES\|QL Log Error Analysis esql-4-log-error-analysis	intermediate	100/100	3202ms	Correct! Error analysis identifies incident services.

✓	ES\|QL Time-Bucketed Log Analysis esql-5-time-bucket	advanced	100/100	3132ms	Correct! Time-bucketed log analysis with level breakdown.

✓	ES\|QL Discovery and Query esql-6-discover-and-query	advanced	100/100	4491ms	Correct! Top authors by total views with multi-turn discovery.

✓	Cloud API Configuration cloud-1-setup	beginner	100/100	2187ms	Correct! Valid Cloud API configuration with apiKey, region, and baseUrl.

✗	Create a Serverless Project cloud-2-create-project	intermediate	60/100	2395ms	Missing "type" field.

✓	Update a Serverless Project cloud-3-manage-project	intermediate	100/100	2022ms	Correct! Valid project update request with name, search_power, and alias.

✓	Invite a User to the Organization cloud-4-access-management	advanced	100/100	2145ms	Correct! Valid user invitation with nested role assignments.

✓	Create an IP Filter Rule Set cloud-5-network-security	advanced	100/100	2193ms	Correct! Valid IP filter rule set with CIDR source.

✓	Create a Kibana Alerting Rule kibana-1-alerting-rules	intermediate	100/100	2369ms	Correct! Valid alerting rule with schedule, params, and actions.

✓	Create a Webhook Connector kibana-2-connectors	intermediate	100/100	2468ms	Correct! Valid webhook connector with config and secrets.

✓	Create a Dashboard with a Lens Panel kibana-3-dashboards	advanced	100/100	2343ms	Correct! Valid dashboard with Lens panel, gridData, and panelConfig.

✓	Create a Kibana AI Agent kibana-4-agent-builder	advanced	100/100	2653ms	Correct! Valid AI agent configuration with model and tools.

✓	Audit Log: Failed Authentication Analysis es-sec-1-audit-failed-auth	intermediate	100/100	2300ms	Correct! Found 48 failed auth events across 10 users.

✓	Create an Elasticsearch API Key es-sec-2-create-api-key	intermediate	100/100	2968ms	Correct! API key body with proper role descriptors, cluster and index privileges.

✓	Create a Role with Document-Level Security es-sec-3-create-role-dls	advanced	100/100	2252ms	Correct! Role with DLS (region filter) and FLS (field grant list).

✓	Security Troubleshooting: 401 Unauthorized es-sec-4-troubleshoot-401	advanced	90/100	2361ms	Correct! Diagnostic query scoped to logstash_internal with relevant audit fields.

Observability

	Challenge	Difficulty	Score	Latency	Feedback
✓	Log Error Investigation with ES\|QL obs-esql-1-error-investigation	intermediate	100/100	2110ms	Correct! Error timeline investigation across incident services.

✓	Service Error Count Breakdown obs-esql-2-error-breakdown	intermediate	100/100	2319ms	Correct! Service error breakdown by log level.

✗	Root Cause Investigation (Multi-Turn) obs-esql-3-root-cause	advanced	40/100	3883ms	No results returned. Root cause (stripe-api connection refused) not found in results.

✓	LLM Observability: Model Performance Analysis obs-ext-1-llm-traces	intermediate	100/100	2267ms	Correct! LLM performance analysis across 6 models.

✓	Create a Service Level Objective (SLO) obs-ext-2-create-slo	intermediate	100/100	2198ms	Correct! SLO body with KQL indicator, rolling window, and occurrences budgeting.

✓	Service Health Assessment via APM Data obs-ext-3-service-health	advanced	88/100	2107ms	Correct! Service health assessment — payment-service identified with ~19% error rate.

Security

	Challenge	Difficulty	Score	Latency	Feedback
✓	Brute Force Detection with ES\|QL sec-esql-1-brute-force	intermediate	90/100	2302ms	Correct! Brute force detected: 10.0.0.50 with 12 attempts.

✓	Post-Compromise Activity Analysis sec-esql-2-post-compromise	advanced	100/100	2052ms	Correct! Post-compromise: C2 download, execution, reverse shell, credential dump.

✓	Full Attack Chain Investigation (Multi-Turn) sec-esql-3-attack-chain	expert	95/100	7322ms	Correct! Full attack chain: brute-force -> access -> post-exploitation. Speed penalty: x0.95 (7322ms).

✓	Create a Security Case sec-ext-1-create-case	intermediate	100/100	2888ms	Correct! Case created with proper title, severity, connector, and owner.

✓	Create a Detection Rule sec-ext-2-create-detection-rule	advanced	100/100	2307ms	Correct! Detection rule with EQL query, MITRE mapping, and proper severity/risk.

✓	Generate Security Sample Data sec-ext-3-generate-sample-data	intermediate	100/100	2102ms	Correct! Sample data generation request with APT simulation, anomalies, and host list.

Run History

Date	Score	Passed	Latency	Cost
3/16/2026, 8:40:43 PM	96%	29/31	2740ms	$0.1127
3/16/2026, 8:40:40 PM	93%	29/31	2383ms	$0.0117
3/16/2026, 8:10:07 PM	94%	11/12	2680ms	$0.0166
3/16/2026, 8:10:05 PM	82%	10/12	3148ms	$0.0056

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