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Get Started Free →Use when writing Go code with `github.com/ax-llm/ax/packages/go` for AxGen programs, forward calls, streaming, tools, assertions, traces, usage, and output parsing.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 8% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -8% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -18% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -27% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -47% | 0% |
This skill helps an agent write Go code with the generated Ax package github.com/ax-llm/ax/packages/go. Use the generated package API, examples, and manifests; do not import TypeScript-only APIs unless you are editing the TypeScript package.
github.com/ax-llm/ax/packages/go.API.md and axir-api.json.axir-capabilities.json.examples/.javascript-goja.goprogram := ax.NewAx("question:string -> answer:string", nil) out := program.Forward(llm, map[string]ax.Value{"question": "What is Ax?"}, nil)
AxGen merges constructor and per-call forward options before invoking the provider. Provider-facing keys such as promptCacheKey, sessionId, and contextCache therefore reach the chat request without being copied into program inputs. Per-call values override constructor defaults.
axllm.NewAx, axllm.AxGenaxllm.Fn, axllm.Toolaxllm.AxMCPClient, axllm.AxMCPStreamableHTTPTransport, axllm.AxMCPStdioTransportprovider-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.Other measured skills in the registry, with their headline benchmark lift.