luigidemasi commented on code in PR #27791:
URL: https://github.com/apache/camel/pull/27791#discussion_r4269041812


##########
components/camel-ai/camel-semantic/src/main/java/org/apache/camel/semantic/internal/SemanticMonitoringService.java:
##########
@@ -0,0 +1,392 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.camel.semantic.internal;
+
+import java.time.Instant;
+import java.util.ArrayDeque;
+import java.util.ArrayList;
+import java.util.Deque;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.concurrent.ConcurrentHashMap;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.RejectedExecutionException;
+import java.util.concurrent.ScheduledExecutorService;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.atomic.AtomicLong;
+
+import javax.management.ObjectName;
+import javax.management.StandardMBean;
+
+import org.apache.camel.CamelContext;
+import org.apache.camel.CamelContextAware;
+import org.apache.camel.builder.ThreadPoolBuilder;
+import org.apache.camel.semantic.SemanticMetricSource;
+import org.apache.camel.semantic.SemanticMonitoringEvent;
+import org.apache.camel.semantic.SemanticMonitoringSnapshot;
+import org.apache.camel.semantic.SemanticMonitoringStore;
+import org.apache.camel.spi.CamelEvent;
+import org.apache.camel.spi.EventNotifier;
+import org.apache.camel.support.EventNotifierSupport;
+import org.apache.camel.support.service.ServiceHelper;
+import org.apache.camel.util.concurrent.ThreadPoolRejectedPolicy;
+import org.apache.camel.util.json.JsonObject;
+
+/** Bounded read-only projection of supplied measurements, shared by all 
surfaces. */
+public final class SemanticMonitoringService extends EventNotifierSupport {
+    private static final int CAPACITY = 100;
+    private static final int MAX_SOURCES = 32;
+    private final Map<String, SemanticMetricSource> sources = new 
LinkedHashMap<>();
+    private final Map<String, SemanticMonitoringStore> stores = new 
LinkedHashMap<>();
+    private final Map<String, Cached> latest = new LinkedHashMap<>();
+    private final Deque<Cached> history = new ArrayDeque<>();
+    private final List<EventNotifier> ownedNotifiers = new ArrayList<>();
+    private final List<ObjectName> mbeans = new ArrayList<>();
+    private final AtomicLong sourceErrors = new AtomicLong();
+    private final AtomicLong storeErrors = new AtomicLong();
+    private final AtomicLong dropped = new AtomicLong();
+    private final AtomicLong evicted = new AtomicLong();
+    private final AtomicLong managementErrors = new AtomicLong();
+    private volatile ExecutorService writer;
+    private ScheduledExecutorService sampler;
+    private volatile String lastSample;
+    private final Map<String, Map<String, Object>> sourceHealth = new 
ConcurrentHashMap<>();
+    private final Map<String, Map<String, Object>> storeHealth = new 
ConcurrentHashMap<>();
+    private int omittedSources;
+    private int omittedStores;
+    private volatile String recovery = "memory_only";
+
+    private record Cached(String owner, SemanticMonitoringSnapshot snapshot, 
boolean recovered) {
+    }
+
+    private SemanticMonitoringService(CamelContext context) {

Review Comment:
   Fixed in 8321d79cecc6 and verified at 55c709c9d4bd: the constructor now 
calls `setupIgnore(true)`. 
`SemanticMonitoringTest.semanticMonitoringDoesNotEnableExchangeEvents` checks 
that exchange notification remains inapplicable both with and without a metrics 
bean, while semantic AI events still arrive.
   
   _Codex (AI-generated) on behalf of @luigidemasi._



##########
components/camel-ai/camel-semantic/src/main/java/org/apache/camel/semantic/SemanticResultMetrics.java:
##########
@@ -0,0 +1,259 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.camel.semantic;
+
+import java.math.BigDecimal;
+import java.math.MathContext;
+import java.time.Instant;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.UUID;
+import java.util.function.Predicate;
+
+import org.apache.camel.semantic.SemanticExpert.ResultType;
+import org.apache.camel.spi.CamelEvent;
+import org.apache.camel.support.EventNotifierSupport;
+
+/**
+ * Bounded typed-result statistics for one producer-defined population. The 
owner explicitly supplies dimensions and
+ * selection; no question/model identity, Boolean threshold, label meaning or 
series version is inferred. Register the
+ * collector as an EventNotifier and optionally as a SemanticMetricSource for 
the shared management surfaces.
+ */
+public final class SemanticResultMetrics extends EventNotifierSupport 
implements SemanticMetricSource {
+    private final String source;
+    private final String meaning;
+    private final Map<String, String> dimensions;
+    private final ResultType type;
+    private final Predicate<SemanticEvent> selection;
+    private final int maxLabels;
+    private final double[] bounds;
+    private final long[] histogram;
+    private final long[] probabilityHistogram = new long[10];
+    private final Map<String, Long> labels = new LinkedHashMap<>();
+    private String epoch = UUID.randomUUID().toString();
+    private Instant from = Instant.now();
+    private Instant to = from;
+    private long completed;
+    private long answers;
+    private long failed;
+    private long excluded;
+    private long unavailable;
+    private long lostLabels;
+    private long empty;
+    private long probabilities;
+    private long timed;
+    private BigDecimal durationSum = BigDecimal.ZERO;
+    private Long durationMinimum;
+    private Long durationMaximum;
+    private BigDecimal sum = BigDecimal.ZERO;
+    private BigDecimal minimum;
+    private BigDecimal maximum;
+
+    public SemanticResultMetrics(String source, String meaning, Map<String, 
String> dimensions, ResultType type,

Review Comment:
   Fixed in 8321d79cecc6: `SemanticResultMetrics` now calls 
`setupIgnore(true)`. The metrics-enabled case of 
`semanticMonitoringDoesNotEnableExchangeEvents` covers this constructor and 
verifies that receiving semantic AI events does not enable exchange-event 
creation for the context.
   
   _Codex (AI-generated) on behalf of @luigidemasi._



##########
components/camel-ai/camel-semantic/src/main/java/org/apache/camel/semantic/SemanticResultMetrics.java:
##########
@@ -0,0 +1,259 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.camel.semantic;
+
+import java.math.BigDecimal;
+import java.math.MathContext;
+import java.time.Instant;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.UUID;
+import java.util.function.Predicate;
+
+import org.apache.camel.semantic.SemanticExpert.ResultType;
+import org.apache.camel.spi.CamelEvent;
+import org.apache.camel.support.EventNotifierSupport;
+
+/**
+ * Bounded typed-result statistics for one producer-defined population. The 
owner explicitly supplies dimensions and
+ * selection; no question/model identity, Boolean threshold, label meaning or 
series version is inferred. Register the
+ * collector as an EventNotifier and optionally as a SemanticMetricSource for 
the shared management surfaces.
+ */
+public final class SemanticResultMetrics extends EventNotifierSupport 
implements SemanticMetricSource {
+    private final String source;
+    private final String meaning;
+    private final Map<String, String> dimensions;
+    private final ResultType type;
+    private final Predicate<SemanticEvent> selection;
+    private final int maxLabels;
+    private final double[] bounds;
+    private final long[] histogram;
+    private final long[] probabilityHistogram = new long[10];
+    private final Map<String, Long> labels = new LinkedHashMap<>();
+    private String epoch = UUID.randomUUID().toString();
+    private Instant from = Instant.now();
+    private Instant to = from;
+    private long completed;
+    private long answers;
+    private long failed;
+    private long excluded;
+    private long unavailable;
+    private long lostLabels;
+    private long empty;
+    private long probabilities;
+    private long timed;
+    private BigDecimal durationSum = BigDecimal.ZERO;
+    private Long durationMinimum;
+    private Long durationMaximum;
+    private BigDecimal sum = BigDecimal.ZERO;
+    private BigDecimal minimum;
+    private BigDecimal maximum;
+
+    public SemanticResultMetrics(String source, String meaning, Map<String, 
String> dimensions, ResultType type,
+                                 Predicate<SemanticEvent> selection, int 
maxLabels, double... scoreBounds) {
+        if (source == null || source.isBlank() || source.length() > 128 || 
meaning == null || meaning.isBlank()
+                || meaning.length() > 256 || dimensions.size() > 16 || 
maxLabels < 2 || maxLabels > 64
+                || scoreBounds.length > 64 || type == null || selection == 
null) {
+            throw new IllegalArgumentException("Invalid typed metric 
declaration");
+        }
+        this.source = source;
+        this.meaning = meaning;
+        this.dimensions = Map.copyOf(dimensions);
+        this.type = type;
+        this.selection = selection;
+        this.maxLabels = maxLabels;
+        this.bounds = scoreBounds.clone();
+        for (int i = 0; i < bounds.length; i++) {
+            if (!Double.isFinite(bounds[i]) || i > 0 && bounds[i] <= bounds[i 
- 1]) {
+                throw new IllegalArgumentException("Histogram bounds must be 
finite and increasing");
+            }
+        }
+        histogram = new long[bounds.length + 1];
+        snapshots(); // Validate the supplied descriptions and dimensions 
before events arrive.
+    }
+
+    @Override
+    public boolean isEnabled(CamelEvent event) {
+        return event instanceof SemanticEvent semantic && semantic.getKind() 
== SemanticEvent.Kind.EVALUATION_COMPLETED;
+    }
+
+    @Override
+    public void notify(CamelEvent event) {
+        if (!(event instanceof SemanticEvent semantic) || !isEnabled(event) || 
!selection.test(semantic)) {
+            return;
+        }
+        collect(semantic.getData());
+    }
+
+    private synchronized void collect(Map<String, Object> data) {
+        completed++;
+        to = Instant.now();
+        if (!"not_executed".equals(data.get("status")) && 
data.get("durationNanos") instanceof Number duration
+                && duration.longValue() >= 0) {
+            long nanos = duration.longValue();
+            timed++;
+            durationSum = durationSum.add(BigDecimal.valueOf(nanos));
+            durationMinimum = durationMinimum == null ? nanos : 
Math.min(durationMinimum, nanos);
+            durationMaximum = durationMaximum == null ? nanos : 
Math.max(durationMaximum, nanos);
+        }
+        if (!"success".equals(data.get("status"))) {
+            if ("not_executed".equals(data.get("status"))) {
+                excluded++;
+            } else {
+                failed++;
+            }
+            return;
+        }
+        if (!(data.get("semantics") instanceof Map<?, ?> semantics) || 
!type.name().equals(semantics.get("resultType"))
+                || !(data.get("result") instanceof Map<?, ?> result) || 
!result.containsKey("value")) {
+            unavailable++;
+            return;
+        }
+        Object value = result.get("value");
+        switch (type) {
+            case BOOLEAN -> {
+                if (!(value instanceof Boolean)) {
+                    unavailable++;
+                    return;
+                }
+                label(value.toString());
+            }
+            case CHOICE -> {
+                if (!(value instanceof String selected)) {
+                    unavailable++;
+                    return;
+                }
+                label(selected);
+            }
+            case CLASSIFICATION -> {
+                if (!(value instanceof List<?> selected) || 
selected.stream().anyMatch(item -> !(item instanceof String))) {
+                    unavailable++;
+                    return;
+                }
+                if (selected.isEmpty()) {
+                    empty++;
+                }
+                
selected.stream().distinct().map(String.class::cast).forEach(this::label);
+            }
+            case SCORE -> {
+                if (!(value instanceof Number number) || 
!Double.isFinite(number.doubleValue())) {
+                    unavailable++;
+                    return;
+                }
+                BigDecimal score = new BigDecimal(number.toString());
+                sum = sum.add(score);
+                minimum = minimum == null ? score : minimum.min(score);
+                maximum = maximum == null ? score : maximum.max(score);
+                int bucket = 0;
+                while (bucket < bounds.length && number.doubleValue() > 
bounds[bucket]) {
+                    bucket++;
+                }
+                histogram[bucket]++;
+            }
+        }
+        answers++;
+        if (result.get("probability") instanceof Number probability) {
+            double valueProbability = probability.doubleValue();
+            if (Double.isFinite(valueProbability) && valueProbability >= 0 && 
valueProbability <= 1) {
+                probabilityHistogram[Math.min(9, (int) (valueProbability * 
10))]++;
+                probabilities++;
+            }
+        }
+    }
+
+    private void label(String value) {
+        if (labels.containsKey(value) || labels.size() < maxLabels && 
value.length() <= 256) {
+            labels.merge(value, 1L, Long::sum);
+        } else {
+            lostLabels++;
+        }
+    }
+
+    @Override
+    public synchronized List<SemanticMonitoringSnapshot> snapshots() {
+        Map<String, Object> values = new LinkedHashMap<>();
+        values.put("completed", completed);
+        values.put("answers", answers);
+        values.put("failed", failed);
+        values.put("notExecuted", excluded);
+        values.put("unavailable", unavailable);
+        values.put("labelMembershipLoss", lostLabels);
+        values.put("providerAttempts", "not_provided");
+        values.put("durationCount", timed);
+        if (timed > 0) {
+            values.put("meanDurationNanos", 
durationSum.divide(BigDecimal.valueOf(timed), MathContext.DECIMAL64));
+            values.put("minimumDurationNanos", durationMinimum);
+            values.put("maximumDurationNanos", durationMaximum);
+        }
+        if (type == ResultType.SCORE) {
+            values.put("sum", sum);
+            if (minimum != null) {
+                values.put("minimum", minimum);
+                values.put("maximum", maximum);
+            }
+            values.put("histogramUpperBounds", 
Arrays.stream(bounds).boxed().toList());
+            values.put("histogramCounts", 
Arrays.stream(histogram).boxed().toList());
+            values.put("histogramMeaning", "Upper bounds inclusive; final 
bucket is above the last bound");
+        } else {
+            List<Map<String, Object>> distribution = new ArrayList<>();
+            labels.forEach((label, count) -> distribution.add(Map.of("label", 
label, "count", count,
+                    "denominator", answers, "proportion", answers == 0 ? 0D : 
count.doubleValue() / answers)));
+            values.put("distribution", distribution);
+            if (type == ResultType.CLASSIFICATION) {
+                values.put("emptySets", empty);
+                values.put("distributionMeaning", "Per-label membership per 
assessment; proportions need not sum to one");
+            }
+        }
+        values.put("reportedProbabilityCount", probabilities);
+        values.put("reportedProbabilityHistogram", 
Arrays.stream(probabilityHistogram).boxed().toList());
+        values.put("probabilityHistogramMeaning",
+                "Ten width-0.1 buckets; lower bounds inclusive; 1 belongs to 
the final bucket");
+        Map<String, Object> snapshot = new LinkedHashMap<>();
+        snapshot.put("id", source);
+        snapshot.put("source", source);
+        snapshot.put("name", type.name() + " result distribution");
+        snapshot.put("meaning", meaning);
+        snapshot.put("kind", "typed_results");
+        snapshot.put("unit", "assessments");
+        snapshot.put("values", values);
+        snapshot.put("dimensions", dimensions);
+        snapshot.put("epoch", epoch);
+        snapshot.put("from", from.toString());
+        snapshot.put("to", to.toString());
+        snapshot.put("availability", "available");
+        snapshot.put("denominator", answers);
+        snapshot.put("exclusions", excluded + failed + unavailable);
+        snapshot.put("loss", lostLabels);
+        return List.of(new SemanticMonitoringSnapshot(snapshot));
+    }
+
+    @Override
+    protected synchronized void doStart() {
+        epoch = UUID.randomUUID().toString();
+        from = Instant.now();
+        to = from;
+        completed = answers = failed = excluded = unavailable = lostLabels = 
empty = probabilities = 0;

Review Comment:
   Fixed in 8321d79cecc6: `doStart()` resets `timed`, `durationSum`, 
`durationMinimum` and `durationMaximum` together with the counters and epoch. 
`SemanticResultMetricsTest.restartBeginsANewEpochWithoutPreviousDurations` 
covers stop/start and the first duration in the new epoch.
   
   _Codex (AI-generated) on behalf of @luigidemasi._



##########
components/camel-ai/camel-semantic/src/main/java/org/apache/camel/semantic/internal/SemanticAuditService.java:
##########
@@ -371,9 +394,26 @@ public Invocation begin(
                 observerErrors.incrementAndGet();
             }
         }
+        EventHelper.notifyAiEvent(context, () -> event);
         return invocation;
     }
 
+    private Set<String> supportedExtensions(Supplier<Set<String>> 
capabilities) {
+        try {
+            return Set.copyOf(capabilities.get());
+        } catch (Exception | AssertionError | LinkageError failure) {
+            capabilityErrors.incrementAndGet();
+            return Set.of();
+        }
+    }
+
+    private boolean hasEventConsumers() {

Review Comment:
   Fixed in 5a81d372b3bf: the eligibility check now skips disabled notifiers 
and those with `ignoreAiEvents=true`, and isolates failures per notifier as 
`EventHelper.notifyAiEvent` does. 
`SemanticEventTest.disabledAuditSkipsOccurrenceConstructionWithoutAnEligibleConsumer`
 covers absent, disabled, ignored and broken listeners; 
`failedEligibilityDoesNotPreventAnotherConsumerOrEvaluation` covers delivery to 
a later eligible listener.
   
   _Codex (AI-generated) on behalf of @luigidemasi._



##########
components/camel-ai/camel-semantic/src/main/java/org/apache/camel/semantic/internal/SemanticMonitoringService.java:
##########
@@ -0,0 +1,392 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.camel.semantic.internal;
+
+import java.time.Instant;
+import java.util.ArrayDeque;
+import java.util.ArrayList;
+import java.util.Deque;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.concurrent.ConcurrentHashMap;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.RejectedExecutionException;
+import java.util.concurrent.ScheduledExecutorService;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.atomic.AtomicLong;
+
+import javax.management.ObjectName;
+import javax.management.StandardMBean;
+
+import org.apache.camel.CamelContext;
+import org.apache.camel.CamelContextAware;
+import org.apache.camel.builder.ThreadPoolBuilder;
+import org.apache.camel.semantic.SemanticMetricSource;
+import org.apache.camel.semantic.SemanticMonitoringEvent;
+import org.apache.camel.semantic.SemanticMonitoringSnapshot;
+import org.apache.camel.semantic.SemanticMonitoringStore;
+import org.apache.camel.spi.CamelEvent;
+import org.apache.camel.spi.EventNotifier;
+import org.apache.camel.support.EventNotifierSupport;
+import org.apache.camel.support.service.ServiceHelper;
+import org.apache.camel.util.concurrent.ThreadPoolRejectedPolicy;
+import org.apache.camel.util.json.JsonObject;
+
+/** Bounded read-only projection of supplied measurements, shared by all 
surfaces. */
+public final class SemanticMonitoringService extends EventNotifierSupport {
+    private static final int CAPACITY = 100;
+    private static final int MAX_SOURCES = 32;
+    private final Map<String, SemanticMetricSource> sources = new 
LinkedHashMap<>();
+    private final Map<String, SemanticMonitoringStore> stores = new 
LinkedHashMap<>();
+    private final Map<String, Cached> latest = new LinkedHashMap<>();
+    private final Deque<Cached> history = new ArrayDeque<>();
+    private final List<EventNotifier> ownedNotifiers = new ArrayList<>();
+    private final List<ObjectName> mbeans = new ArrayList<>();
+    private final AtomicLong sourceErrors = new AtomicLong();
+    private final AtomicLong storeErrors = new AtomicLong();
+    private final AtomicLong dropped = new AtomicLong();
+    private final AtomicLong evicted = new AtomicLong();
+    private final AtomicLong managementErrors = new AtomicLong();
+    private volatile ExecutorService writer;
+    private ScheduledExecutorService sampler;
+    private volatile String lastSample;
+    private final Map<String, Map<String, Object>> sourceHealth = new 
ConcurrentHashMap<>();
+    private final Map<String, Map<String, Object>> storeHealth = new 
ConcurrentHashMap<>();
+    private int omittedSources;
+    private int omittedStores;
+    private volatile String recovery = "memory_only";
+
+    private record Cached(String owner, SemanticMonitoringSnapshot snapshot, 
boolean recovered) {
+    }
+
+    private SemanticMonitoringService(CamelContext context) {
+        setCamelContext(context);
+    }
+
+    public static SemanticMonitoringService get(CamelContext context) {
+        synchronized (context) {
+            var extension = context.getCamelContextExtension();
+            var service = 
extension.getContextPlugin(SemanticMonitoringService.class);
+            if (service == null) {
+                service = new SemanticMonitoringService(context);
+                extension.addContextPlugin(SemanticMonitoringService.class, 
service);
+                try {
+                    context.addService(service, true, true);
+                } catch (Exception failure) {
+                    throw new IllegalStateException("Cannot start semantic 
monitoring", failure);
+                }
+            }
+            return service;
+        }
+    }
+
+    @Override
+    protected void doStart() throws Exception {
+        CamelContext context = getCamelContext();
+        sources.clear();
+        stores.clear();
+        sourceHealth.clear();
+        storeHealth.clear();
+        var availableSources = 
context.getRegistry().findByTypeWithName(SemanticMetricSource.class);
+        var availableStores = 
context.getRegistry().findByTypeWithName(SemanticMonitoringStore.class);
+        omittedSources = Math.max(0, availableSources.size() - MAX_SOURCES);
+        omittedStores = Math.max(0, availableStores.size() - 8);
+        availableSources.entrySet().stream()
+                .sorted(Map.Entry.comparingByKey()).limit(MAX_SOURCES)
+                .forEach(entry -> sources.put(entry.getKey(), 
entry.getValue()));
+        availableStores.entrySet().stream()
+                .sorted(Map.Entry.comparingByKey()).limit(8).forEach(entry -> 
stores.put(entry.getKey(), entry.getValue()));
+        if (!stores.isEmpty()) {
+            writer = new 
ThreadPoolBuilder(context).poolSize(1).maxPoolSize(1).maxQueueSize(256)
+                    
.rejectedPolicy(ThreadPoolRejectedPolicy.Abort).build(this, 
"SemanticMonitoringStore");
+        }
+        for (var source : sources.values()) {
+            if (source instanceof EventNotifier notifier
+                    && 
!context.getManagementStrategy().getEventNotifiers().contains(notifier)) {
+                if (notifier instanceof CamelContextAware aware) {
+                    aware.setCamelContext(context);
+                }
+                try {
+                    ServiceHelper.startService(notifier);
+                    context.getManagementStrategy().addEventNotifier(notifier);
+                    ownedNotifiers.add(notifier);
+                } catch (Exception | AssertionError | LinkageError failure) {
+                    sourceErrors.incrementAndGet();
+                }
+            }
+        }
+        context.getManagementStrategy().addEventNotifier(this);
+        for (var entry : stores.entrySet()) {
+            try {
+                ServiceHelper.startService(entry.getValue());
+                storeHealth.put(entry.getKey(), Map.of("state", "started", 
"persistent", entry.getValue().isPersistent()));
+            } catch (Exception | AssertionError | LinkageError failure) {
+                storeErrors.incrementAndGet();
+                storeHealth.put(entry.getKey(), Map.of("state", 
"start_failed", "persistent", "unknown"));
+            }
+        }
+        recovery = stores.isEmpty() ? "memory_only" : "loading";
+        if (!stores.isEmpty()) {
+            writer.execute(this::recover);
+        }
+        sample();
+        if (!sources.isEmpty()) {
+            sampler = 
context.getExecutorServiceManager().newSingleThreadScheduledExecutor(this, 
"SemanticMetricSnapshots");
+            sampler.scheduleWithFixedDelay(this::sample, 1, 1, 
TimeUnit.SECONDS);
+        }
+        context.addStartupListener((started, alreadyStarted) -> {
+            manage("all", null);
+            for (String source : sources.keySet()) {
+                manage("Source(" + source + ")", source);
+            }
+        });
+    }
+
+    private void manage(String name, String source) {
+        var agent = 
getCamelContext().getManagementStrategy().getManagementAgent();
+        if (agent == null) {
+            return;
+        }
+        try {
+            ObjectName objectName = new ObjectName(
+                    agent.getMBeanObjectDomainName() + ":context="
+                                                   + 
ObjectName.quote(getCamelContext().getManagementName())
+                                                   + ",type=semantic,name=" + 
ObjectName.quote(name));
+            if (mbeans.contains(objectName)) {
+                return;
+            }
+            SnapshotMBean facade = () -> new JsonObject(snapshot(source, 
false)).toJson();
+            agent.register(new StandardMBean(facade, SnapshotMBean.class), 
objectName);
+            mbeans.add(objectName);
+        } catch (Exception failure) {
+            managementErrors.incrementAndGet();
+        }
+    }
+
+    /** JMX deliberately exposes attributes only: no reset, detector, 
reference or lifecycle operations. */
+    public interface SnapshotMBean {
+        String getSnapshot();
+    }
+
+    private void recover() {
+        boolean failed = false;
+        for (var entry : stores.entrySet()) {
+            try {
+                if 
("start_failed".equals(storeHealth.get(entry.getKey()).get("state"))) {
+                    failed = true;
+                    continue;
+                }
+                List<SemanticMonitoringSnapshot> saved = 
entry.getValue().readRecent(CAPACITY);
+                if (saved.size() > CAPACITY) {
+                    throw new IllegalArgumentException("Monitoring recovery 
limit");
+                }
+                for (int i = saved.size() - 1; i >= 0; i--) {
+                    accept(saved.get(i).getSource(), saved.get(i), false, 
false);
+                }
+                storeState(entry.getKey(), "recovered", "lastRead", 
Instant.now().toString());
+            } catch (Exception | AssertionError | LinkageError failure) {
+                storeErrors.incrementAndGet();
+                storeState(entry.getKey(), "read_failed", "lastFailure", 
Instant.now().toString());
+                failed = true;
+            }
+        }
+        recovery = failed ? "partial_or_failed" : "bounded_history_loaded";
+    }
+
+    private void sample() {
+        for (var entry : sources.entrySet()) {
+            try {
+                List<SemanticMonitoringSnapshot> values = 
entry.getValue().snapshots();
+                if (values.size() > 64) {
+                    throw new IllegalArgumentException("Metric table limit");
+                }
+                for (var snapshot : values) {
+                    accept(entry.getKey(), snapshot, true, true);
+                }
+                lastSample = Instant.now().toString();
+                sourceState(entry.getKey(), values.isEmpty() ? "no_snapshots" 
: "available", "lastSuccess", lastSample);
+            } catch (Exception | AssertionError | LinkageError failure) {
+                sourceErrors.incrementAndGet();
+                sourceState(entry.getKey(), "sample_failed", "lastFailure", 
Instant.now().toString());
+            }
+        }
+    }
+
+    private void sourceState(String name, String state, String field, String 
time) {
+        updateHealth(sourceHealth, name, state, field, time);
+    }
+
+    private void storeState(String name, String state, String field, String 
time) {
+        updateHealth(storeHealth, name, state, field, time);
+    }
+
+    private static void updateHealth(
+            Map<String, Map<String, Object>> health, String name, String 
state, String field, String time) {
+        health.compute(name, (key, previous) -> {
+            Map<String, Object> value = new LinkedHashMap<>(previous == null ? 
Map.of() : previous);
+            value.put("state", state);
+            value.put(field, time);
+            return Map.copyOf(value);
+        });
+    }
+
+    @Override
+    public boolean isEnabled(CamelEvent event) {
+        return event instanceof SemanticMonitoringEvent;
+    }
+
+    @Override
+    public void notify(CamelEvent event) {
+        if (event instanceof SemanticMonitoringEvent monitoring) {
+            accept(monitoring.getSnapshot().getSource(), 
monitoring.getSnapshot(), true, true);
+        }
+    }
+
+    private void accept(String owner, SemanticMonitoringSnapshot snapshot, 
boolean persist, boolean replace) {
+        synchronized (this) {
+            String key = snapshot.getSource() + "\u0000" + snapshot.getId();
+            Cached previous = latest.get(key);
+            if (previous != null && 
previous.snapshot.toMap().equals(snapshot.toMap())) {
+                return;
+            }
+            if (previous == null && latest.size() == CAPACITY) {
+                latest.remove(latest.keySet().iterator().next());
+                evicted.incrementAndGet();
+            }
+            Cached captured = new Cached(owner, snapshot, !replace);
+            if (previous == null || replace || previous.recovered && 
newer(snapshot, previous.snapshot)) {
+                latest.put(key, captured);
+            }
+            if (history.size() == CAPACITY) {
+                history.removeLast();
+                evicted.incrementAndGet();
+            }
+            history.addFirst(captured);

Review Comment:
   Changed in 8321d79cecc6. Latest snapshots still refresh every second, but 
changed sampled history/store writes default to once per minute per series, 
with an immediate first sample. A `SemanticMonitoringConfiguration` bean 
controls `historyInterval` (1..86400 seconds) and can be updated at runtime. 
Explicit monitoring events bypass that interval; unchanged snapshots add no 
history. The shared 100-entry limit remains explicit, and responses report 
retained count and capture range. `SemanticMonitoringSamplingTest` covers the 
cadence, runtime updates and explicit-event behavior.
   
   _Codex (AI-generated) on behalf of @luigidemasi._



##########
components/camel-ai/camel-semantic/src/main/java/org/apache/camel/semantic/internal/SemanticMonitoringService.java:
##########
@@ -0,0 +1,392 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.camel.semantic.internal;
+
+import java.time.Instant;
+import java.util.ArrayDeque;
+import java.util.ArrayList;
+import java.util.Deque;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.concurrent.ConcurrentHashMap;
+import java.util.concurrent.ExecutorService;
+import java.util.concurrent.RejectedExecutionException;
+import java.util.concurrent.ScheduledExecutorService;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.atomic.AtomicLong;
+
+import javax.management.ObjectName;
+import javax.management.StandardMBean;
+
+import org.apache.camel.CamelContext;
+import org.apache.camel.CamelContextAware;
+import org.apache.camel.builder.ThreadPoolBuilder;
+import org.apache.camel.semantic.SemanticMetricSource;
+import org.apache.camel.semantic.SemanticMonitoringEvent;
+import org.apache.camel.semantic.SemanticMonitoringSnapshot;
+import org.apache.camel.semantic.SemanticMonitoringStore;
+import org.apache.camel.spi.CamelEvent;
+import org.apache.camel.spi.EventNotifier;
+import org.apache.camel.support.EventNotifierSupport;
+import org.apache.camel.support.service.ServiceHelper;
+import org.apache.camel.util.concurrent.ThreadPoolRejectedPolicy;
+import org.apache.camel.util.json.JsonObject;
+
+/** Bounded read-only projection of supplied measurements, shared by all 
surfaces. */
+public final class SemanticMonitoringService extends EventNotifierSupport {
+    private static final int CAPACITY = 100;
+    private static final int MAX_SOURCES = 32;
+    private final Map<String, SemanticMetricSource> sources = new 
LinkedHashMap<>();
+    private final Map<String, SemanticMonitoringStore> stores = new 
LinkedHashMap<>();
+    private final Map<String, Cached> latest = new LinkedHashMap<>();
+    private final Deque<Cached> history = new ArrayDeque<>();
+    private final List<EventNotifier> ownedNotifiers = new ArrayList<>();
+    private final List<ObjectName> mbeans = new ArrayList<>();
+    private final AtomicLong sourceErrors = new AtomicLong();
+    private final AtomicLong storeErrors = new AtomicLong();
+    private final AtomicLong dropped = new AtomicLong();
+    private final AtomicLong evicted = new AtomicLong();
+    private final AtomicLong managementErrors = new AtomicLong();
+    private volatile ExecutorService writer;
+    private ScheduledExecutorService sampler;
+    private volatile String lastSample;
+    private final Map<String, Map<String, Object>> sourceHealth = new 
ConcurrentHashMap<>();
+    private final Map<String, Map<String, Object>> storeHealth = new 
ConcurrentHashMap<>();
+    private int omittedSources;
+    private int omittedStores;
+    private volatile String recovery = "memory_only";
+
+    private record Cached(String owner, SemanticMonitoringSnapshot snapshot, 
boolean recovered) {
+    }
+
+    private SemanticMonitoringService(CamelContext context) {
+        setCamelContext(context);
+    }
+
+    public static SemanticMonitoringService get(CamelContext context) {
+        synchronized (context) {

Review Comment:
   Fixed in 8321d79cecc6: service creation now synchronizes on a private static 
`CREATION_LOCK`, matching the audit service pattern, rather than locking the 
public `CamelContext`.
   
   _Codex (AI-generated) on behalf of @luigidemasi._



##########
docs/user-manual/modules/ROOT/pages/camel-4x-upgrade-guide-4_24.adoc:
##########
@@ -13,6 +13,39 @@ See the xref:camel-upgrade-recipes-tool.adoc[documentation] 
page for details.
 
 == Upgrading Camel 4.23 to 4.24
 
+=== camel-semantic - explicit experts

Review Comment:
   Thanks for confirming this in your follow-up. The explicit-expert change 
remains in this PR, with the preview removals documented in the upgrade guide. 
CAMEL-25618 now describes that scope explicitly, and the branch has been 
rebased and organized into four commits for review.
   
   _Codex (AI-generated) on behalf of @luigidemasi._



##########
docs/user-manual/modules/ROOT/pages/camel-4x-upgrade-guide-4_24.adoc:
##########
@@ -13,6 +13,39 @@ See the xref:camel-upgrade-recipes-tool.adoc[documentation] 
page for details.
 
 == Upgrading Camel 4.23 to 4.24
 
+=== camel-semantic - explicit experts
+
+Every evaluation in the preview semantic API now requires an explicit `expert` 
registry bean name.
+Move block-level `expert` values onto each evaluation in YAML and XML; in 
Java, move `.expert(...)`
+from `SemanticEvaluationsBuilder` to each `SemanticEvaluationBuilder`.
+
+The `camel.language.semantic.default-expert` and 
`camel.language.semantic.adapter` options,
+`SemanticLanguage.setDefaultExpert` / `setAdapter`, automatic selection of a 
sole expert, and
+`META-INF/services/org/apache/camel/semantic-adapter` discovery are removed. 
Register an expert
+bean explicitly, including its initialization and destruction methods where 
needed, and reference
+it from each evaluation. Expert references accept property placeholders, but 
do not fall back to
+class loading. The default state selector is unchanged.
+
+The semantic metadata response no longer includes `defaultExpert`, 
`defaultError` or
+`defaultErrorCode`. Operation inspection and completion require an explicit 
expert reference.
+
+=== camel-semantic - evaluation-only auditing
+
+The preview semantic audit API no longer records route actions. 
`SemanticAuditDecision`,
+`SemanticAudit.get(context).decision(...)` and 
`SemanticObserver.decision(...)` have been removed.

Review Comment:
   CAMEL-25618 now explicitly specifies outright removal of the preview 
route-action audit APIs, matching the implementation and upgrade guide. Its fix 
version is also set to 4.24.0. I rechecked both fields in Jira.
   
   _Codex (AI-generated) on behalf of @luigidemasi._



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