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Get Started Free →Use when writing Java code with `dev.axllm:ax` for using the generated Ax package, factory functions, package docs, examples, and API reference.
.claude/skills/ax-llm-ax-java-llm/SKILL.md| Model | Eval pass | Runs |
|---|---|---|
| gemini-3.6-flash | 100% | 48 |
| gemini-3.1-pro-preview | 100% | 1 |
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -8% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 69% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 10% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -5% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 17% | 0% |
This skill helps an agent write Java code with the generated Ax package dev.axllm:ax. Use the generated package API, examples, and manifests; do not import TypeScript-only APIs unless you are editing the TypeScript package.
dev.axllm:ax.API.md and axir-api.json.axir-capabilities.json.examples/.javascript-quickjs, python-pyodide.javaimport dev.axllm.ax.*; var llm = Ax.ai("openai", java.util.Map.of("apiKey", System.getenv("OPENAI_API_KEY")));
Ax.s, Ax.f, AxSignatureAx.ax, AxGen, Ax.runControl, AxRunControlAx.ai, Ax.typesafe, AxAITypesafeClient, AxCancellationToken, AxAIServiceAbortedError, Ax.getSupportedAIModels, OpenAICompatibleClient.CredentialRequest, OpenAICompatibleClient.CredentialProvider, AiClient.ownedWorkerFactory, AxChatSession, AxChatStream, OpenAICompatibleClient, OpenAIResponsesClient, GoogleGeminiClient, AnthropicClient, Map<String, Object>, AxUsageEvent, AxUsageObserver, AxGlobals.setUsageObserver, AxRuntimeHooks, AxRateLimitInfo, AxRateLimiter, AxTracer, AxMeter, AxGlobals, AxGlobals.setRateLimiter, AxGlobals.setTracer, AxGlobals.setMeter, AxBalancer, AxBalancerAdaptiveStrategy, AxBalancerStatsStore, AxInMemoryBalancerStatsStore, AxBalancerAdaptive.createRouteStats, AxBalancerAdaptive.updateRouteStats, AxBalancerAdaptive.sampleRouteHealth, MultiServiceRouter, ProviderRouterAx.agent, AxAgent, AxAgent.addChildAgentAx.flow, AxFlow, AxProgram.ownedWorkerFactoryAx.optimize, Ax.playbook, AxPlaybook, AxBootstrapFewShot, AxGEPA, OptimizerEngine, OptimizerEvaluatorprovider-api examples only when the user explicitly has provider credentials available.no-key examples for deterministic local checks and provider request mapping.tools/*/skills/ into user packages.| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-01 | fail→pass | 14,402 | 10,208 | -29% | 1 | 1 | 0% | 1,574 | 1,448 | -8% | 0 | 0 | — |
case-02 | fail→pass | 10,580 | 9,118 | -14% | 1 | 1 | 0% | 1,487 | 2,511 | +69% | 0 | 0 | — |
case-03 | pass→pass | 12,008 | 10,073 | -16% | 1 | 1 | 0% | 2,081 | 2,587 | +24% | 0 | 0 | — |
case-04 | fail→pass | 16,445 | 12,563 | -24% | 1 | 1 | 0% | 2,599 | 2,862 | +10% | 0 | 0 | — |
case-05 | fail→pass | 12,728 | 14,657 | +15% | 1 | 1 | 0% | 2,071 | 1,961 | -5% | 0 | 0 | — |
case-06 | fail→pass | 17,141 | 12,766 | -26% | 1 | 1 | 0% | 2,692 | 3,158 | +17% | 0 | 0 | — |
case-07 | fail→pass | 12,727 | 3,765 | -70% | 1 | 1 | 0% | 2,044 | 1,234 | -40% | 0 | 0 | — |
case-08 | fail→pass | 22,122 | 9,632 | -56% | 1 | 1 | 0% | 3,392 | 2,485 | -27% | 0 | 0 | — |
case-09 | fail→pass | 12,456 | 9,836 | -21% | 1 | 1 | 0% | 2,040 | 2,240 | +10% | 0 | 0 | — |
case-10 | fail→pass | 17,478 | 10,510 | -40% | 1 | 1 | 0% | 2,499 | 2,280 | -9% | 0 | 0 | — |
case-11 | fail→pass | 17,447 | 8,967 | -49% | 1 | 1 | 0% | 2,972 | 2,331 | -22% | 0 | 0 | — |
case-12 | fail→pass | 20,941 | 11,377 | -46% | 1 | 1 | 0% | 3,794 | 2,210 | -42% | 0 | 0 | — |
case-13 | fail→fail | 50,791 | 16,947 | -67% | 1 | 1 | 0% | 2,800 | 2,659 | -5% | 0 | 0 | — |
case-14 | fail→fail | 10,331 | 8,284 | -20% | 1 | 1 | 0% | 1,681 | 2,050 | +22% | 0 | 0 | — |
case-15 | fail→pass | 21,077 | 13,863 | -34% | 1 | 1 | 0% | 2,714 | 2,984 | +10% | 0 | 0 | — |
case-16 | pass→pass | 21,130 | 12,998 | -38% | 1 | 1 | 0% | 2,962 | 2,783 | -6% | 0 | 0 | — |
case-17 | fail→pass | 26,597 | 5,692 | -79% | 1 | 1 | 0% | 1,896 | 1,567 | -17% | 0 | 0 | — |
case-18 | fail→pass | 13,804 | 5,132 | -63% | 1 | 1 | 0% | 1,825 | 1,548 | -15% | 0 | 0 | — |
case-19 | fail→pass | 24,091 | 4,026 | -83% | 1 | 1 | 0% | 2,522 | 1,363 | -46% | 0 | 0 | — |
case-20 | pass→pass | 14,270 | 21,023 | +47% | 1 | 1 | 0% | 2,374 | 2,445 | +3% | 0 | 0 | — |
case-21 | pass→pass | 13,369 | 11,988 | -10% | 1 | 1 | 0% | 2,211 | 2,189 | -1% | 0 | 0 | — |
case-22 | fail→pass | 14,410 | 3,712 | -74% | 1 | 1 | 0% | 1,604 | 1,185 | -26% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +73 percentage points is the difference between those two pass rates over the 22 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
| Model | Method | Date | Lift |
|---|---|---|---|
| gemini-3.6-flash | verified | 9/9/2026 | +68% |
| gemini-3.6-flash | verified | 9/2/2026 | +61% |
| gemini-3.6-flash | verified | 8/26/2026 | +55% |
| gemini-3.6-flash | verified | 8/17/2026 | +68% |
| gemini-3.6-flash | verified | 8/10/2026 | +50% |
Other measured skills in the registry, with their headline benchmark lift.