feat(neuron): OpenAI-compatible non-streaming chat completion

Stage 3 of the candle-native pivot. neuron now serves
POST /v1/chat/completions backed by candle's quantized_qwen3 forward
pass on a per-model serialised generation loop, returning the standard
OpenAI ChatCompletionResponse envelope.

Pipeline per request:
- Look up the LoadedModel by request.model (404 if absent).
- Apply the Qwen3 chat template across all messages.
- Tokenize, then spawn_blocking onto tokio's blocking pool to acquire
  the per-model arch lock and run prefill + greedy/temperature/top-p
  sampling via LogitsProcessor.
- Stop on <|im_end|>/<|endoftext|> EOS or max_tokens (finish_reason
  "stop" vs "length").
- Decode with skip_special_tokens=true, build OpenAI response with
  prompt/completion/total usage counts.

Supporting changes:
- HarnessRegistry now stores Arc<dyn Harness> and caches a typed
  Arc<CandleHarness> so inference routes bypass dyn-Trait dispatch.
- LoadedModel.arch becomes Arc<Mutex<ModelArch>> so the lock guard
  can be moved into spawn_blocking.
- NeuronState gains an Option<Arc<CandleHarness>> field for the new
  inference route.
- Typed InferenceError lets the handler map ModelNotLoaded → 404 and
  other failures → 500 without string-matching anyhow messages.
- stream=true returns 501 until Stage 4 wires up SSE.
- Two leftover mistral.rs string references in proxy.rs and cortex-cli
  (missed during the Stage 1 sweep) are corrected here.

Three new default-feature tests cover the no-candle 503, model-not-
loaded 404, and stream=true 501 paths. The cuda-integration test from
Stage 2 still covers real load/unload; a streaming-feature gated test
exercising actual generation will arrive with Stage 4.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

crates/neuron/tests/api.rs

@@ -14,6 +14,7 @@ async fn spawn_neuron(discovery: DiscoveryResponse) -> String {
         discovery,
         health_cache,
         registry: RwLock::new(registry),
+        candle: None,
     });
 
     let app = api::neuron_routes().with_state(state);
@@ -152,11 +153,13 @@ async fn test_candle_harness_registers_and_rejects_bogus_model() {
         &HarnessSettings::default(),
     );
 
+    let candle = registry.candle();
     let health_cache = Arc::new(HealthCache::new());
     let state = Arc::new(NeuronState {
         discovery: fake_discovery(),
         health_cache,
         registry: RwLock::new(registry),
+        candle,
     });
 
     let app = api::neuron_routes().with_state(state);
@@ -197,3 +200,118 @@ async fn test_candle_harness_registers_and_rejects_bogus_model() {
     let models: Vec<serde_json::Value> = resp.json().await.unwrap();
     assert!(models.is_empty());
 }
+
+/// `/v1/chat/completions` returns 503 when no candle harness is registered.
+#[tokio::test]
+async fn test_chat_completions_no_candle_harness() {
+    let registry = HarnessRegistry::new();
+    let health_cache = Arc::new(HealthCache::new());
+    let state = Arc::new(NeuronState {
+        discovery: fake_discovery(),
+        health_cache,
+        registry: RwLock::new(registry),
+        candle: None,
+    });
+    let app = api::neuron_routes().with_state(state);
+    let listener = tokio::net::TcpListener::bind("127.0.0.1:0").await.unwrap();
+    let addr = listener.local_addr().unwrap();
+    tokio::spawn(async move {
+        axum::serve(listener, app).await.unwrap();
+    });
+    let url = format!("http://{addr}");
+
+    let resp = reqwest::Client::new()
+        .post(format!("{url}/v1/chat/completions"))
+        .json(&json!({
+            "model": "anything",
+            "messages": [{"role": "user", "content": "hi"}]
+        }))
+        .send()
+        .await
+        .unwrap();
+    assert_eq!(resp.status(), 503);
+}
+
+/// `/v1/chat/completions` returns 404 when the requested model isn't loaded.
+#[tokio::test]
+async fn test_chat_completions_model_not_loaded() {
+    use cortex_core::harness::HarnessConfig;
+    use neuron::config::HarnessSettings;
+
+    let registry = HarnessRegistry::from_configs(
+        &[HarnessConfig {
+            name: "candle".into(),
+        }],
+        "http://localhost:0",
+        &HarnessSettings::default(),
+    );
+    let candle = registry.candle();
+    let health_cache = Arc::new(HealthCache::new());
+    let state = Arc::new(NeuronState {
+        discovery: fake_discovery(),
+        health_cache,
+        registry: RwLock::new(registry),
+        candle,
+    });
+    let app = api::neuron_routes().with_state(state);
+    let listener = tokio::net::TcpListener::bind("127.0.0.1:0").await.unwrap();
+    let addr = listener.local_addr().unwrap();
+    tokio::spawn(async move {
+        axum::serve(listener, app).await.unwrap();
+    });
+    let url = format!("http://{addr}");
+
+    let resp = reqwest::Client::new()
+        .post(format!("{url}/v1/chat/completions"))
+        .json(&json!({
+            "model": "definitely/not-loaded",
+            "messages": [{"role": "user", "content": "hi"}]
+        }))
+        .send()
+        .await
+        .unwrap();
+    assert_eq!(resp.status(), 404);
+}
+
+/// `/v1/chat/completions` with `stream: true` returns 501 until Stage 4
+/// wires up SSE.
+#[tokio::test]
+async fn test_chat_completions_streaming_not_yet_implemented() {
+    use cortex_core::harness::HarnessConfig;
+    use neuron::config::HarnessSettings;
+
+    let registry = HarnessRegistry::from_configs(
+        &[HarnessConfig {
+            name: "candle".into(),
+        }],
+        "http://localhost:0",
+        &HarnessSettings::default(),
+    );
+    let candle = registry.candle();
+    let health_cache = Arc::new(HealthCache::new());
+    let state = Arc::new(NeuronState {
+        discovery: fake_discovery(),
+        health_cache,
+        registry: RwLock::new(registry),
+        candle,
+    });
+    let app = api::neuron_routes().with_state(state);
+    let listener = tokio::net::TcpListener::bind("127.0.0.1:0").await.unwrap();
+    let addr = listener.local_addr().unwrap();
+    tokio::spawn(async move {
+        axum::serve(listener, app).await.unwrap();
+    });
+    let url = format!("http://{addr}");
+
+    let resp = reqwest::Client::new()
+        .post(format!("{url}/v1/chat/completions"))
+        .json(&json!({
+            "model": "anything",
+            "messages": [{"role": "user", "content": "hi"}],
+            "stream": true
+        }))
+        .send()
+        .await
+        .unwrap();
+    assert_eq!(resp.status(), 501);
+}