Test Specification & Telemetry
Test Code: JAVA-JNA-1
Sponsor: 
NovaRouteAI
ASI Container: NetBeansAsiContainer
Target Asset Directory: /assets/benchmarks/ANAHATA-AGI-1/JAVA-JNA-1/
Toolkits: NbJava, Host, Audio, Screens, Session, History, Resources
Context Providers: Core, ToolManager, Host, Shell
Permissions: NbJava.compileAndExecute = APPROVE_ALWAYS (all other NbJava tools = DENY, autoReplyTools = true)
Prompt: Build a real-time, interactive Swing system dashboard in a single Java class extending SwingAgiTool using JNA (com.sun.jna.Library) to monitor host system CPU/GPU temperatures and process ID.
📸 Visual Execution Snapshots
Captured JFrames and visual outputs stored under /assets/benchmarks/ANAHATA-AGI-1/JAVA-JNA-1/<MODEL_ID>/.
gemini-3.6-flash
JNA C-Library Hardware Sensor Dashboard Output
📊 Candidate Model Scorecard
Scored across 3 categories: Accuracy & Safety (50%), Developers Score (20%), Efficiency (30%).
| Model ID | Sponsor Provider | Date | Time | Turns | Tokens | Accuracy (50) | Devs (20) | Efficiency (30) | Total (100) |
|---|---|---|---|---|---|---|---|---|---|
gemini-3.6-flash |
Google Cloud
|
Aug 8th, 2026 | 12.4s | 1 | 3,490 | 50 / 50 | 19 / 20 | 29 / 30 | 98.0 / 100 |
kimi/Kimi-K3 |
NovaRouteAI
|
Pending | -- | -- | -- | -- | -- | -- | -- |
Orchestrator & Developer Observations
- gemini-3.6-flash: Successfully declared C
libc.getpid()JNA interface, extracted Linux/sys/class/hwmonCPU core thermal sensors, and handled NVML GPU fallback cleanly. - Developer Evaluation (19/20): Code structure was clean, properly annotated with Javadocs, and used full Swing EDT safety (
runInEdt).