[FEATURE] Supported per-generation admission: max-turns=1 still permits output-limit recovery requests

## Request

Please provide a supported single-generation mode or synchronous **before every model request** admission callback in the CLI/Agent SDK, covering native output-limit recovery. We need the embedding host (Hermes) to own generation budgets and continuation decisions. This is not a request to extract OAuth tokens, patch binaries, rewrite requests via a proxy or substitute API billing.

## Reproduced behavior

Unmodified native 2.1.258 and 2.1.263, macOS arm64, driven by the unchanged [DirectSDK client at eafb4186](https://github.com/NousResearch/hermes-agent/blob/eafb4186a4e8be7ac0ca94d69b10c57e0154aee8/plugins/model-providers/claude-oauth-directsdk/directsdk.py). The maintained localhost recording peer returns synthetic SSE; only stop_reason changes.

| Native | end_turn | one max_tokens then end_turn | max_tokens throughout |
|---|---:|---:|---:|
|2.1.258|1 request|2 requests|4 requests then output-limit error|
|2.1.263|1 request|2 requests|4 requests then output-limit error|

These are directly observed localhost Messages requests, **not inferred num_turns**. Fourteen localhost requests total and zero real provider calls. Native max-turns=1, CLAUDE_CODE_MAX_RETRIES=0, native tools disabled, no session persistence, DISABLE_AUTO_COMPACT=1 and DISABLE_COMPACT=1. The output-limit path apparently differs from HTTP retry/tool-turn counting; we do not assert those flags promise otherwise.

[Portable reproduction and command](https://github.com/100yenadmin/hermes-claude-agent-sdk/blob/f2986cb2df26b3dd6181b39b08f5df971a76cd68/docs/ownership-recovery/README.md), [script](https://github.com/100yenadmin/hermes-claude-agent-sdk/blob/f2986cb2df26b3dd6181b39b08f5df971a76cd68/docs/ownership-recovery/native_recovery_probe.py), [original sanitized receipt](https://github.com/100yenadmin/hermes-claude-agent-sdk/blob/f2986cb2df26b3dd6181b39b08f5df971a76cd68/docs/ownership-recovery/native-recovery-receipt.json). Receipt SHA-256: 05fd629f64c4ed3980c5516d541cf69fe683aed38703e28866e86ab2f0ba305d. The portable wrapper changes path arguments/output packaging; it is not represented as the original measured script. No model prompts, real credentials, raw sessions or live configs are needed. Native processes use a sterile temporary home, fake fixture credential, dead proxies and an OS localhost-only outbound policy. Do not remove the sandbox.

Native SHA-256:
- 2.1.258: b63136194160791c27cfa7b0403060d85eb0752991625fde8c09f9acacb17c78
- 2.1.263: ef5d2909c8af49f31ab6d5487e90316777bc2fac170adfe8160716caa8aaf4f9

## Desired supported contract / acceptance

1. Deny before the first generation: zero transmitted requests.
2. Admit one, return max_tokens, deny the next: no second request is transmitted.
3. Preserve the first partial response, usage and finish reason rather than losing them to recovery/error handling.
4. A later explicitly authorized host step can continue from canonical history.
5. No alternate recovery, structured-output, auxiliary or fallback path bypasses admission. Callback failure/cancellation must fail closed before sending.

A documented control satisfying that contract is welcome; we will test a specific supported candidate with the same peer. No supported before-request control was identified in the inspected public interface; this is not a universal-impossibility claim. A post-response hook or request counter cannot provide before-send admission.

## Related work / deduplication

Related #84756 asks for a message-transform hook (closed duplicate #84751). #58219 asks for trace propagation. This request is specifically **synchronous generation admission and forced output-limit recovery**, not message rewriting or trace-only observation. Searches for max-turns/max_tokens/output recovery did not find this exact reproduction/contract.

Our own released integration also fails strict ownership; we corrected its claim and track recovery at https://github.com/100yenadmin/hermes-claude-agent-sdk/issues/21 . The upstream DirectSDK author separately reports the native-recovery boundary. We are not presenting either integration as fully qualified.

Start by reading the linked DirectSDK client at plugins/model-providers/claude-oauth-directsdk/directsdk.py and the reproduction instructions in docs/ownership-recovery/README.md. Run native_recovery_probe.py against the localhost recording peer, then verify that any supported admission control meets the five listed acceptance conditions, including preserving partial output and failing closed before transmission.

Escrito por el modelo de indexación a partir del texto del issue.