Merge CB-578 stage A: classify a usage-limit refusal instead of a completed reply

Verified by the lead: own build of the branch merged onto main — 704 tests,
BUILD SUCCESS, exit 0. No vendor wording in any Java source (grep clean); a
profile with no exhaustedPattern keeps today's completion-fallback path exactly.

Accepted the implementer's deviation from the brief. The brief asked for a
terminal HealthState BACKEND_EXHAUSTED. FleetHealth.decide() is a pure
classifier over HealthSnapshot, which carries only booleans, AgentStatus and
MemberSession.State — never pane text. FleetHealth's own javadoc already says
ERROR_ON_SCREEN 'is not decided yet because it needs a bounded pane detection
read'. A second declared-but-unproduced value would repeat a gap the class
already documents as a problem, so the signal was put where the evidence
actually lives: the completion scrape.

bridged/bridged.example.yaml

@@ -138,6 +138,12 @@ herdrSocket: ~/.config/herdr/herdr.sock
 #                      SSH is unaffected). The token value itself is never stored in this file.
 #   gitHostEnv       → host env var holding the forge host (default GITEA_HOST). Injected as
 #                      GITEA_HOST *only* alongside a resolved gitTokenEnv.
+#   exhaustedPattern → regex matched against a completion-fallback scrape (CB-578 stage A) to
+#                      classify a turn that ended with no bridge_reply as the backend having
+#                      refused on a subscription usage limit, rather than a real answer. Opt-in —
+#                      omit and this profile's completion fallback behaves exactly as before.
+#                      Every backend words its refusal differently, so this is config, never a
+#                      vendor string baked into bridged itself.
 #   env              → extra environment for this profile's workers, as a literal key/value map
 #                      (CB-511). Use it to give workers a toolchain.
 #
@@ -171,6 +177,7 @@ profiles:
     maxLoad: 2                        # max live workers on this profile (omit for unlimited)
     # gitTokenEnv: GITEA_TOKEN        # opt-in: let this profile's workers open their own PR (CB-302)
     # gitHostEnv: GITEA_HOST          # defaults to GITEA_HOST; injected only with gitTokenEnv
+    # exhaustedPattern: "usage limit has been reached"   # opt-in: classify a usage-limit refusal (CB-578)
     # configDir: /Users/me/.ccs/instances/gx10   # CLAUDE_CONFIG_DIR — inherit that profile's skills/MCP
     # cwd: /Users/me/src/myrepo       # pin the working dir; omit to inherit the primary's
     # parityOverlay: [".claude/settings.local.json", ".env", ".envrc"]   # never add .mcp.json — see above

bridged/src/main/java/dev/ltms/bridged/Bridged.java

@@ -13,6 +13,7 @@ import dev.ltms.bridged.herdr.PaneLocator;
 import dev.ltms.bridged.herdr.UnixSocketHerdrClient;
 import dev.ltms.bridged.herdr.WorkspaceControl;
 import dev.ltms.bridged.inject.CompletionResolver;
+import dev.ltms.bridged.inject.ExhaustedPatternLookup;
 import dev.ltms.bridged.inject.Injector;
 import dev.ltms.bridged.inject.StatusPoller;
 import dev.ltms.bridged.inject.TurnListener;
@@ -60,6 +61,7 @@ import java.util.concurrent.atomic.AtomicReference;
 import java.util.function.Function;
 import java.util.function.Predicate;
 import java.util.function.Supplier;
+import java.util.regex.Pattern;
 import java.util.stream.Collectors;
 
 /**
@@ -253,7 +255,24 @@ public final class Bridged {
         // The blocking message endpoint (CB-104) is the producer; the poller is inert until then.
         // CB-106: a confirmed turn completion resolves a blocked send whose worker never replied.
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver completion = new CompletionResolver(agents, rendezvous);
+        // CB-578 stage A: classify a completion-fallback scrape that matches a profile's configured
+        // usage-limit refusal as BACKEND_EXHAUSTED rather than handing it back as a real answer.
+        // Compiled once at startup, keyed by profile name; a profile with no exhaustedPattern is
+        // simply absent here, so its workers keep today's completion-fallback behaviour unchanged.
+        Map<String, Pattern> exhaustedPatternsByProfile = new LinkedHashMap<>();
+        cfg.profiles().forEach((name, profile) -> {
+            if (profile.hasExhaustedPattern()) {
+                exhaustedPatternsByProfile.put(name, Pattern.compile(profile.exhaustedPattern()));
+            }
+        });
+        ExhaustedPatternLookup exhaustedPatterns = target -> sessions.roster().stream()
+                .filter(session -> target.equals(session.terminalId()))
+                .findFirst()
+                .map(session -> exhaustedPatternsByProfile.get(session.profile()))
+                .orElse(null);
+        log.info("backend-exhausted classification (CB-578 stage A): {}",
+                CompletionResolver.coverage(cfg.profiles().keySet(), exhaustedPatternsByProfile.keySet()));
+        CompletionResolver completion = new CompletionResolver(agents, rendezvous, exhaustedPatterns);
         // CB-113: deliver only to an available worker (its MCP is connected), never its boot window.
         // CB-301: the manager's presence bridge records availability and drives SPAWNING → READY.
         MemberPresence presence = sessions.asPresence();

bridged/src/main/java/dev/ltms/bridged/config/BridgedConfig.java

@@ -181,6 +181,12 @@ public record BridgedConfig(
      *                       opposite intents). For the same reason, an {@code env:} entry naming
      *                       {@code ANTHROPIC_BASE_URL} or {@code ANTHROPIC_AUTH_TOKEN} is refused at
      *                       config load (CB-542): on the subscription path no guard would vet it.
+     * @param exhaustedPattern  regex matched against a completion-fallback scrape (CB-578 stage A) to
+     *                       classify a turn that ended with no {@code bridge_reply} as the backend
+     *                       having refused on a subscription usage limit, rather than a real answer.
+     *                       {@code null}/blank ⇒ the classification never fires for this profile and
+     *                       today's completion-fallback behaviour is unchanged. Every backend words
+     *                       its refusal differently, so this is config, never a vendor string in code.
      */
     @JsonIgnoreProperties(ignoreUnknown = true)
     public record Profile(String profile, String baseUrl, String model,
@@ -193,7 +199,8 @@ public record BridgedConfig(
                          Map<String, String> env,
                          Float weight,
                          Integer maxLoad,
-                         Boolean subscription) {
+                         Boolean subscription,
+                         String exhaustedPattern) {
 
         /** Peer kind spawned by {@link dev.ltms.bridged.member.ClaudeCodeLauncher} (the default). */
         public static final String KIND_CLAUDE_CODE = "claude-code";
@@ -236,6 +243,9 @@ public record BridgedConfig(
             weight = (weight == null || weight <= 0.0f) ? 1.0f : weight;
             maxLoad = (maxLoad == null || maxLoad <= 0) ? null : maxLoad;
             subscription = (subscription != null && subscription) ? Boolean.TRUE : Boolean.FALSE;
+            // exhaustedPattern stays null when unset/blank (opt-in) — no defaulting, no vendor
+            // wording: an unconfigured profile keeps today's completion-fallback behaviour exactly.
+            exhaustedPattern = (exhaustedPattern == null || exhaustedPattern.isBlank()) ? null : exhaustedPattern;
         }
 
         /**
@@ -248,7 +258,7 @@ public record BridgedConfig(
                       String placement, String workspace, String tabLabel, String mcpUrl,
                       String cwd, List<String> parityOverlay) {
             this(profile, baseUrl, model, configDir, tokenEnv, argv, placement, workspace, tabLabel,
-                    mcpUrl, cwd, parityOverlay, null, null, null, null, null, null, null);
+                    mcpUrl, cwd, parityOverlay, null, null, null, null, null, null, null, null);
         }
 
         /**
@@ -260,7 +270,7 @@ public record BridgedConfig(
                       String placement, String workspace, String tabLabel, String mcpUrl,
                       String cwd, List<String> parityOverlay, String gitTokenEnv, String gitHostEnv) {
             this(profile, baseUrl, model, configDir, tokenEnv, argv, placement, workspace, tabLabel,
-                    mcpUrl, cwd, parityOverlay, gitTokenEnv, gitHostEnv, null, null, null, null, null);
+                    mcpUrl, cwd, parityOverlay, gitTokenEnv, gitHostEnv, null, null, null, null, null, null);
         }
 
         /**
@@ -273,13 +283,14 @@ public record BridgedConfig(
                       String cwd, List<String> parityOverlay, String gitTokenEnv, String gitHostEnv,
                       String kind) {
             this(profile, baseUrl, model, configDir, tokenEnv, argv, placement, workspace, tabLabel,
-                    mcpUrl, cwd, parityOverlay, gitTokenEnv, gitHostEnv, kind, null, null, null, null);
+                    mcpUrl, cwd, parityOverlay, gitTokenEnv, gitHostEnv, kind, null, null, null, null, null);
         }
 
         /** A copy with {@code profile} set — used to default a profile to its {@code workers} key. */
         public Profile withProfile(String p) {
             return new Profile(p, baseUrl, model, configDir, tokenEnv, argv, placement, workspace, tabLabel,
-                    mcpUrl, cwd, parityOverlay, gitTokenEnv, gitHostEnv, kind, env, weight, maxLoad, subscription);
+                    mcpUrl, cwd, parityOverlay, gitTokenEnv, gitHostEnv, kind, env, weight, maxLoad, subscription,
+                    exhaustedPattern);
         }
 
         /** True when this profile is served by the Claude Code adapter (the default kind). */
@@ -312,7 +323,12 @@ public record BridgedConfig(
                       String cwd, List<String> parityOverlay, String gitTokenEnv, String gitHostEnv,
                       String kind, Map<String, String> env, Float weight, Integer maxLoad) {
             this(profile, baseUrl, model, configDir, tokenEnv, argv, placement, workspace, tabLabel,
-                    mcpUrl, cwd, parityOverlay, gitTokenEnv, gitHostEnv, kind, env, weight, maxLoad, null);
+                    mcpUrl, cwd, parityOverlay, gitTokenEnv, gitHostEnv, kind, env, weight, maxLoad, null, null);
+        }
+
+        /** True when this profile's CB-578 stage A backend-exhausted classification is configured. */
+        public boolean hasExhaustedPattern() {
+            return exhaustedPattern != null;
         }
 
         /** True when this profile's workers are granted a forge token to open their own PR (CB-302). */

bridged/src/main/java/dev/ltms/bridged/inject/CompletionResolver.java

@@ -6,8 +6,13 @@ import dev.ltms.bridged.msg.TurnToken;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
+import java.util.List;
+import java.util.Objects;
+import java.util.Set;
+import java.util.TreeSet;
 import java.util.concurrent.CompletableFuture;
 import java.util.concurrent.ConcurrentHashMap;
+import java.util.regex.Pattern;
 
 /**
  * The CB-106 completion fallback: bridges the {@link Injector}'s turn-completion signal to the
@@ -61,6 +66,7 @@ public final class CompletionResolver implements TurnListener {
 
     private final AgentControl agents;
     private final Rendezvous rendezvous;
+    private final ExhaustedPatternLookup exhaustedPatterns;
 
     /**
      * Per-target record of the turn currently in flight: the exact {@link Rendezvous} waiter its
@@ -78,9 +84,16 @@ public final class CompletionResolver implements TurnListener {
 
     private final ConcurrentHashMap<String, InFlight> inFlight = new ConcurrentHashMap<>();
 
-    public CompletionResolver(AgentControl agents, Rendezvous rendezvous) {
+    /**
+     * @param exhaustedPatterns CB-578 stage A: per-target lookup for a profile's configured
+     *                          usage-limit refusal pattern. Required — there is deliberately no
+     *                          defaulting overload; a caller that does not want the classification
+     *                          must pass an explicit inert value ({@link ExhaustedPatternLookup#none()}).
+     */
+    public CompletionResolver(AgentControl agents, Rendezvous rendezvous, ExhaustedPatternLookup exhaustedPatterns) {
         this.agents = agents;
         this.rendezvous = rendezvous;
+        this.exhaustedPatterns = Objects.requireNonNull(exhaustedPatterns, "exhaustedPatterns");
     }
 
     @Override
@@ -157,11 +170,12 @@ public final class CompletionResolver implements TurnListener {
             return;
         }
         String tail;
+        String assistantBlock = null;
         int originalLength = 0;
         boolean clipped = false;
         boolean scrapeFailed = false;
         try {
-            String assistantBlock = lastAssistantBlock(agents.read(target, SCRAPE_SOURCE));
+            assistantBlock = lastAssistantBlock(agents.read(target, SCRAPE_SOURCE));
             originalLength = assistantBlock.strip().length();
             clipped = originalLength > MAX_SCRAPE_CHARS;
             tail = clip(assistantBlock);
@@ -184,6 +198,22 @@ public final class CompletionResolver implements TurnListener {
                     target);
             return; // keep the in-flight record: a later genuine completion still needs it
         }
+        // CB-578 stage A: a turn that ended with no bridge_reply AND whose scrape matches the
+        // backend's configured usage-limit pattern is a refusal, not an answer. Classify it as
+        // BACKEND_EXHAUSTED rather than handing the caller a scrape that reads like a real reply.
+        if (!scrapeFailed) {
+            Pattern exhausted = exhaustedPatterns.patternFor(target);
+            String matchedLine = exhausted == null ? null : firstMatchingLine(assistantBlock, exhausted);
+            if (matchedLine != null) {
+                String reason = "backend exhausted (usage limit): " + matchedLine;
+                if (rendezvous.resolveExhausted(waiter, reason)) {
+                    inFlight.remove(target, turn);
+                    log.warn("completion for {} classified BACKEND_EXHAUSTED (no bridge_reply; scrape "
+                            + "matched the profile's exhausted pattern): {}", target, reason);
+                }
+                return;
+            }
+        }
         String completion = clipped ? tail + "\n" + CLIPPED_PANE_TAIL_MARKER : tail;
         if (rendezvous.resolveCompletion(waiter, completion)) {
             inFlight.remove(target, turn);
@@ -232,6 +262,45 @@ public final class CompletionResolver implements TurnListener {
         }
     }
 
+    /**
+     * The first line of {@code text} matching {@code pattern}, stripped — the CB-578 stage A
+     * evidence carried in a {@code BACKEND_EXHAUSTED} reason so the operator sees the real refusal
+     * text, never a generic label. {@code null} if no line matches.
+     */
+    static String firstMatchingLine(String text, Pattern pattern) {
+        if (text == null || text.isEmpty()) return null;
+        for (String line : text.split("\n", -1)) {
+            if (pattern.matcher(line).find()) {
+                return line.strip();
+            }
+        }
+        return null;
+    }
+
+    /**
+     * Coverage summary for the CB-578 stage A exhausted-pattern classification, logged at startup
+     * the way {@link dev.ltms.bridged.health.FleetHealthMonitor#coverage} is — so an operator can
+     * see whether the classification is on, and for which profiles, without reading every
+     * profile's config by hand.
+     *
+     * @param allProfiles        every configured profile name
+     * @param configuredProfiles the subset of {@code allProfiles} that carry an exhausted pattern
+     */
+    public static String coverage(Set<String> allProfiles, Set<String> configuredProfiles) {
+        if (configuredProfiles.isEmpty()) {
+            return "off (no profile has an exhaustedPattern configured; profiles: " + sorted(allProfiles) + ")";
+        }
+        Set<String> unconfigured = new TreeSet<>(allProfiles);
+        unconfigured.removeAll(configuredProfiles);
+        return unconfigured.isEmpty()
+                ? "full (all profiles configured: " + sorted(allProfiles) + ")"
+                : "partial (configured: " + sorted(configuredProfiles) + "; not configured: " + sorted(unconfigured) + ")";
+    }
+
+    private static List<String> sorted(Set<String> names) {
+        return names.stream().sorted().toList();
+    }
+
     private static String clip(String s) {
         if (s == null) return "";
         String trimmed = s.strip();

bridged/src/main/java/dev/ltms/bridged/inject/ExhaustedPatternLookup.java

@@ -0,0 +1,27 @@
+package dev.ltms.bridged.inject;
+
+import java.util.regex.Pattern;
+
+/**
+ * Per-target lookup for a profile's configured usage-limit refusal pattern (CB-578 stage A): how
+ * {@link CompletionResolver} tells a backend that refused on a subscription usage limit — the
+ * worker's pane stays healthy, but the account is exhausted — apart from a genuine completion.
+ *
+ * <p>The pattern is always profile config, never a vendor string in Java source: every backend
+ * words its refusal differently, so a hardcoded sentence would only ever match one of them.
+ */
+@FunctionalInterface
+public interface ExhaustedPatternLookup {
+
+    /** The compiled pattern configured for {@code target}'s profile, or {@code null} if none. */
+    Pattern patternFor(String target);
+
+    /**
+     * Inert lookup — no profile has a pattern configured, so the classification never fires and
+     * the completion fallback behaves exactly as before CB-578 stage A. The explicit stand-in a
+     * caller (or a test not exercising this feature) passes instead of a defaulting overload.
+     */
+    static ExhaustedPatternLookup none() {
+        return target -> null;
+    }
+}

bridged/src/main/java/dev/ltms/bridged/mcp/BridgeMcp.java

@@ -458,6 +458,11 @@ public final class BridgeMcp {
                     "[worker finished without a structured bridge_reply — transcript tail follows]\n" + r.text());
             // The worker ran the turn then wedged (CB-109) — surface the error context.
             case WORKER_FAILED -> text("[worker failed — turn ended in an unrecoverable state]\n" + r.text());
+            // The backend refused on a subscription usage limit (CB-578 stage A) — the worker's
+            // pane stayed healthy, but its account is exhausted. Distinct from WORKER_FAILED so the
+            // primary gets the real cause, not a generic wedge.
+            case BACKEND_EXHAUSTED -> text("[backend exhausted — the worker's account refused on a "
+                    + "usage limit]\n" + r.text());
             // The worker paused mid-turn to ask (CB-205) — tell the primary how to answer in-turn.
             case QUESTION -> text("[question] the worker paused to ask before it can finish:\n" + r.text()
                     + "\n\nAnswer it by calling bridge_send again with turnId=\"" + r.turnId()

bridged/src/main/java/dev/ltms/bridged/msg/MessageService.java

@@ -69,6 +69,14 @@ public final class MessageService {
          * failure context (e.g. the error screen). Terminal, but not a successful completion.
          */
         WORKER_FAILED,
+        /**
+         * The turn finished without a {@code bridge_reply} and the scrape matched the backend's
+         * configured usage-limit refusal pattern (CB-578 stage A); {@code text} is the reason,
+         * carrying the matched line. The worker's pane is healthy — only its account is refusing —
+         * so this is never reported as a completed reply, and is kept distinct from
+         * {@link #WORKER_FAILED} (a wedged worker) and a session simply going {@code GONE}.
+         */
+        BACKEND_EXHAUSTED,
         /**
          * The worker paused mid-turn to ask the primary a question (CB-205); {@code text} is the
          * question and {@code turnId} correlates the answer. Not terminal — the primary answers with
@@ -280,6 +288,7 @@ public final class MessageService {
             case COMPLETED_UNREPLIED -> "completion_fallback";
             case TIMED_OUT_WORKING, TIMED_OUT_QUEUED, BUSY -> "timeout";
             case WORKER_FAILED -> "failed";
+            case BACKEND_EXHAUSTED -> "backend_exhausted";
             case STALE_TURN, QUESTION -> null; // not a completed delegation
         };
     }
@@ -591,9 +600,11 @@ public final class MessageService {
             String source = r.outcome() == Outcome.REPLIED ? "reply" : "transcript";
             return new TaskView(ticket, Phase.DONE, r.text(), source, null, null);
         }
-        // A wedged worker (CB-109) carries the error context as its reason; the timeout/busy
+        // A wedged worker (CB-109) or a backend-exhausted classification (CB-578 stage A) carries
-        // outcomes carry none, so fall back to the outcome name.
+        // the real cause as its reason; the timeout/busy outcomes carry none, so fall back to the
-        String detail = r.outcome() == Outcome.WORKER_FAILED && r.text() != null
+        // outcome name.
+        boolean carriesReason = r.outcome() == Outcome.WORKER_FAILED || r.outcome() == Outcome.BACKEND_EXHAUSTED;
+        String detail = carriesReason && r.text() != null
                 ? r.text()
                 : "no reply — " + r.outcome().name().toLowerCase();
         return new TaskView(ticket, Phase.FAILED, null, null, detail, null);
@@ -669,6 +680,7 @@ public final class MessageService {
             case REPLY -> Outcome.REPLIED;
             case COMPLETION -> Outcome.COMPLETED_UNREPLIED;
             case FAILED -> Outcome.WORKER_FAILED;
+            case BACKEND_EXHAUSTED -> Outcome.BACKEND_EXHAUSTED;
             case QUESTION -> Outcome.QUESTION;
         };
     }

bridged/src/main/java/dev/ltms/bridged/msg/Rendezvous.java

@@ -33,6 +33,13 @@ public final class Rendezvous {
         COMPLETION,
         /** The worker ran the turn then wedged (CB-109); {@code text} is the failure context. */
         FAILED,
+        /**
+         * The turn finished without a {@code bridge_reply}, and the scrape matched the backend's
+         * configured usage-limit refusal pattern (CB-578 stage A); {@code text} is the reason,
+         * carrying the matched line. The pane is healthy — only the account is refusing — so this
+         * is kept separate from a session simply going {@code GONE}.
+         */
+        BACKEND_EXHAUSTED,
         /**
          * The worker paused mid-turn to ask the primary a question (CB-205 reverse rendezvous);
          * {@code text} is the question and {@code turnId} correlates the primary's answer back to
@@ -224,6 +231,19 @@ public final class Rendezvous {
         return waiter != null && waiter.complete(new Resolution(Kind.FAILED, reason));
     }
 
+    /**
+     * Resolve a specific captured {@code waiter} as {@link Kind#BACKEND_EXHAUSTED} (CB-578 stage A):
+     * the turn finished with no {@code bridge_reply} and the scrape matched the backend's configured
+     * usage-limit pattern; {@code reason} carries the matched line. Like
+     * {@link #resolveCompletion(CompletableFuture, String)} it targets the exact captured send
+     * (CB-116). A no-op if that waiter was already resolved — first resolution wins.
+     *
+     * @return {@code true} if this call resolved the waiter, {@code false} if it was null or already resolved
+     */
+    public boolean resolveExhausted(CompletableFuture<Resolution> waiter, String reason) {
+        return waiter != null && waiter.complete(new Resolution(Kind.BACKEND_EXHAUSTED, reason));
+    }
+
     private boolean complete(String session, Resolution resolution) {
         CompletableFuture<Resolution> waiter = waiters.get(session);
         return waiter != null && waiter.complete(resolution);

bridged/src/main/java/dev/ltms/bridged/rest/BridgedApp.java

@@ -403,9 +403,12 @@ public final class BridgedApp {
                         case TIMED_OUT_QUEUED -> "queued";
                         case BUSY -> "busy";
                         case WORKER_FAILED -> "failed";
+                        case BACKEND_EXHAUSTED -> "backend_exhausted";
                         default -> "done"; // unreachable (terminal outcomes handled above)
                     },
-                    "detail", reply.outcome() == MessageService.Outcome.WORKER_FAILED && reply.text() != null
+                    "detail", (reply.outcome() == MessageService.Outcome.WORKER_FAILED
+                                    || reply.outcome() == MessageService.Outcome.BACKEND_EXHAUSTED)
+                                    && reply.text() != null
                             ? reply.text()
                             : "no reply within " + timeout + "ms; poll status or retry"));
         }

bridged/src/test/java/dev/ltms/bridged/config/BridgedConfigTest.java

@@ -1140,6 +1140,7 @@ class BridgedConfigTest {
                     gitHostEnv: GITEA_HOST
                     weight: 0.5
                     maxLoad: 2
+                    exhaustedPattern: "usage limit has been reached"
                 placement: weighted
                 lifecycle:
                   idleTtlSeconds: 300
@@ -1171,6 +1172,8 @@ class BridgedConfigTest {
         assertEquals("GITEA_HOST", w.gitHostEnv());
         assertEquals(0.5f, w.weight(), 0.0001f, "weight binds as a float");
         assertEquals(2, w.maxLoad(), "maxLoad binds as an integer");
+        assertTrue(w.hasExhaustedPattern(), "exhaustedPattern binds and enables the CB-578 stage A classification");
+        assertEquals("usage limit has been reached", w.exhaustedPattern());
 
         assertEquals("weighted", cfg.placement(), "placement binds at the top level");
         assertEquals(300, cfg.lifecycle().idleTtlSeconds());

bridged/src/test/java/dev/ltms/bridged/inject/CompletionResolverTest.java

@@ -12,6 +12,9 @@ import dev.ltms.bridged.msg.TurnToken;
 import org.junit.jupiter.api.Test;
 import org.slf4j.LoggerFactory;
 
+import java.util.Set;
+import java.util.regex.Pattern;
+
 import static org.junit.jupiter.api.Assertions.assertEquals;
 import static org.junit.jupiter.api.Assertions.assertFalse;
 import static org.junit.jupiter.api.Assertions.assertTrue;
@@ -23,7 +26,7 @@ class CompletionResolverTest {
     void skipsTheScrapeWhenNoSendIsWaiting() {
         FakeHerdr herdr = new FakeHerdr();
         Rendezvous rendezvous = new Rendezvous(); // no waiter opened
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         resolver.resolve("term_a", null); // no in-flight turn captured for this target
 
@@ -35,7 +38,7 @@ class CompletionResolverTest {
     void failSkipsTheScrapeWhenNoSendIsWaiting() {
         FakeHerdr herdr = new FakeHerdr();
         Rendezvous rendezvous = new Rendezvous(); // no waiter opened
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         resolver.fail("term_a", null); // no in-flight turn, and no registered waiter to fall back to
 
@@ -47,7 +50,7 @@ class CompletionResolverTest {
     void captureBaselineSkipsTheReadWhenNoSendIsWaiting() {
         FakeHerdr herdr = new FakeHerdr().readText("⏺ X\n❯ ");
         Rendezvous rendezvous = new Rendezvous(); // no waiter opened
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         resolver.captureBaseline("term_a", TestTurnTokens.inert("term_a")); // no send to attribute a later completion to
 
@@ -136,7 +139,7 @@ class CompletionResolverTest {
         // send must NOT be resolved with the stale answer.
         FakeHerdr herdr = new FakeHerdr().readText("⏺ 391\n❯ ");
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiter = rendezvous.open("term_a");   // a send is blocked on this turn
         // The turn as captured at delivery: its waiter, and the previous turn's answer still on screen.
@@ -151,7 +154,7 @@ class CompletionResolverTest {
     void resolvesACompletionWhoseScrapeChangedSinceDelivery() {
         FakeHerdr herdr = new FakeHerdr().readText("⏺ No, 391 = 17 × 23.\n❯ "); // the worker's real answer
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiter = rendezvous.open("term_a");
         // Delivery baseline was the previous turn's "391"; the scrape now differs → resolve.
@@ -168,7 +171,7 @@ class CompletionResolverTest {
         String block = "⏺ " + "x".repeat(CompletionResolver.MAX_SCRAPE_CHARS + 1) + "\n❯ ";
         FakeHerdr herdr = new FakeHerdr().readText(block);
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiter = rendezvous.open("term_a");
         resolver.resolve("term_a", new CompletionResolver.InFlight(waiter, null));
@@ -182,7 +185,7 @@ class CompletionResolverTest {
     void leavesAnUnclippedCompletionPaneTailUnmarked() {
         FakeHerdr herdr = new FakeHerdr().readText("⏺ complete report\n❯ ");
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiter = rendezvous.open("term_a");
         resolver.resolve("term_a", new CompletionResolver.InFlight(waiter, null));
@@ -194,7 +197,7 @@ class CompletionResolverTest {
     void resolvesSynchronouslyBeforePostTurnContextClearing() {
         FakeHerdr herdr = new FakeHerdr().readText("⏺ previous answer\n❯ ");
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
         var waiter = rendezvous.open("term_a");
         resolver.captureBaseline("term_a", new TurnToken("term_a", waiter));
         herdr.readText("⏺ answer that /clear would erase\n❯ ");
@@ -216,7 +219,7 @@ class CompletionResolverTest {
         String longBlock = "⏺ " + "x".repeat(CompletionResolver.MAX_SCRAPE_CHARS + 500) + "\n❯ ";
         FakeHerdr herdr = new FakeHerdr().readText(longBlock);
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiter = rendezvous.open("term_a");        // a send is blocked on this turn
         resolver.captureBaseline("term_a", new TurnToken("term_a", waiter)); // baseline is the clipped >cap block
@@ -236,7 +239,7 @@ class CompletionResolverTest {
         // No delivery baseline (e.g. the pre-turn read failed) ⇒ never suppress; the completion resolves.
         FakeHerdr herdr = new FakeHerdr().readText("⏺ hello\n❯ ");
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiter = rendezvous.open("term_a");
         resolver.resolve("term_a", new CompletionResolver.InFlight(waiter, null));
@@ -254,7 +257,7 @@ class CompletionResolverTest {
         // byte-identical guard would wrongly match the empty tail and suppress.
         FakeHerdr herdr = new FakeHerdr().healthy(false); // agent.read throws HerdrException
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiter = rendezvous.open("term_a");
         var turn = new CompletionResolver.InFlight(waiter, ""); // empty pane baselined at delivery
@@ -274,7 +277,7 @@ class CompletionResolverTest {
         // fail must not overwrite that value, and must not even scrape the worker — nobody needs it.
         FakeHerdr herdr = new FakeHerdr().readText("an error screen");
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiter = rendezvous.open("term_a");
         var turn = new CompletionResolver.InFlight(waiter, null);
@@ -295,7 +298,7 @@ class CompletionResolverTest {
         // fail falls back to the waiter currently registered on the Rendezvous and fails it.
         FakeHerdr herdr = new FakeHerdr().readText("stuck on an error screen");
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiter = rendezvous.open("term_a"); // send registered, but no captureBaseline ever ran
         resolver.fail("term_a", null);          // no in-flight turn → fall back to the registered waiter
@@ -321,7 +324,7 @@ class CompletionResolverTest {
         try {
             FakeHerdr herdr = new FakeHerdr().readText("stuck on an error screen");
             Rendezvous rendezvous = new Rendezvous();
-            CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+            CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
             var waiter = rendezvous.open("term_a");
 
             resolver.fail("term_a", null);
@@ -349,7 +352,7 @@ class CompletionResolverTest {
         // scrape to turn N+1; targeting turn N's captured waiter makes the late completion a no-op.
         FakeHerdr herdr = new FakeHerdr().readText("⏺ turn N answer\n❯ ");
         Rendezvous rendezvous = new Rendezvous();
-        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous);
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
 
         var waiterN = rendezvous.open("term_a"); // turn N's send
         // The turn as the injector captured it at delivery (waiter + pre-turn baseline).
@@ -370,4 +373,88 @@ class CompletionResolverTest {
                 "turn N stays resolved by its own reply");
         assertTrue(rendezvous.isWaiting("term_a"), "turn N+1 is still awaiting its own resolution");
     }
+
+    // --- CB-578 stage A: backend-exhausted classification ---------------------------------
+
+    @Test
+    void classifiesAMatchingScrapeAsBackendExhaustedInsteadOfACompletedReply() {
+        String block = "⏺ Working on it...\nThe usage limit has been reached. Try again later.\n❯ ";
+        FakeHerdr herdr = new FakeHerdr().readText(block);
+        Rendezvous rendezvous = new Rendezvous();
+        ExhaustedPatternLookup patterns = target -> Pattern.compile("usage limit has been reached");
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, patterns);
+
+        var waiter = rendezvous.open("term_a");
+        resolver.resolve("term_a", new CompletionResolver.InFlight(waiter, null));
+
+        assertTrue(waiter.isDone(), "a matching scrape still resolves the blocked send");
+        assertEquals(Rendezvous.Kind.BACKEND_EXHAUSTED, waiter.getNow(null).kind(),
+                "not reported as a completed reply — the classification is distinct");
+    }
+
+    @Test
+    void theExhaustedReasonCarriesTheMatchedLine() {
+        String block = "⏺ Working on it...\nThe usage limit has been reached. Try again later.\n❯ ";
+        FakeHerdr herdr = new FakeHerdr().readText(block);
+        Rendezvous rendezvous = new Rendezvous();
+        ExhaustedPatternLookup patterns = target -> Pattern.compile("usage limit has been reached");
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, patterns);
+
+        var waiter = rendezvous.open("term_a");
+        resolver.resolve("term_a", new CompletionResolver.InFlight(waiter, null));
+
+        assertEquals("backend exhausted (usage limit): The usage limit has been reached. Try again later.",
+                waiter.getNow(null).text(), "the reason names the real cause and carries the matched line");
+    }
+
+    @Test
+    void aNonMatchingScrapeResolvesAsAnOrdinaryCompletion() {
+        FakeHerdr herdr = new FakeHerdr().readText("⏺ complete report\n❯ ");
+        Rendezvous rendezvous = new Rendezvous();
+        ExhaustedPatternLookup patterns = target -> Pattern.compile("usage limit has been reached");
+        CompletionResolver resolver = new CompletionResolver(new AgentControl(herdr), rendezvous, patterns);
+
+        var waiter = rendezvous.open("term_a");
+        resolver.resolve("term_a", new CompletionResolver.InFlight(waiter, null));
+
+        assertEquals(Rendezvous.Kind.COMPLETION, waiter.getNow(null).kind(),
+                "a scrape that does not match the pattern is an ordinary completion");
+        assertEquals("complete report", waiter.getNow(null).text());
+    }
+
+    @Test
+    void aProfileWithNoConfiguredPatternKeepsTodaysCompletionFallbackUnchanged() {
+        // Even a scrape that WOULD have matched some other profile's pattern must resolve as a
+        // plain completion when this target's own profile has none configured (CB-578 criterion 4).
+        String block = "⏺ The usage limit has been reached.\n❯ ";
+        FakeHerdr herdr = new FakeHerdr().readText(block);
+        Rendezvous rendezvous = new Rendezvous();
+        CompletionResolver resolver =
+                new CompletionResolver(new AgentControl(herdr), rendezvous, ExhaustedPatternLookup.none());
+
+        var waiter = rendezvous.open("term_a");
+        resolver.resolve("term_a", new CompletionResolver.InFlight(waiter, null));
+
+        assertEquals(Rendezvous.Kind.COMPLETION, waiter.getNow(null).kind(),
+                "no pattern configured for this target's profile ⇒ unchanged completion-fallback behaviour");
+        assertEquals("The usage limit has been reached.", waiter.getNow(null).text());
+    }
+
+    @Test
+    void coverageIsOffWhenNoProfileHasAPatternConfigured() {
+        assertEquals("off (no profile has an exhaustedPattern configured; profiles: [terra])",
+                CompletionResolver.coverage(Set.of("terra"), Set.of()));
+    }
+
+    @Test
+    void coverageIsFullWhenEveryProfileHasAPatternConfigured() {
+        assertEquals("full (all profiles configured: [gx10, terra])",
+                CompletionResolver.coverage(Set.of("terra", "gx10"), Set.of("terra", "gx10")));
+    }
+
+    @Test
+    void coverageIsPartialAndNamesWhichProfilesAreConfigured() {
+        assertEquals("partial (configured: [terra]; not configured: [gx10])",
+                CompletionResolver.coverage(Set.of("terra", "gx10"), Set.of("terra")));
+    }
 }

bridged/src/test/java/dev/ltms/bridged/lead/LeadLauncherTest.java

@@ -28,7 +28,7 @@ class LeadLauncherTest {
                 List.of("ccs", "ltms"), "tab", "bridged-workers", null,
                 "http://127.0.0.1:8765/mcp", null, null,
                 null, null, null,
-                Map.of("CLAUDE_CODE_AUTO_COMPACT_WINDOW", "300000"), null, null, true);
+                Map.of("CLAUDE_CODE_AUTO_COMPACT_WINDOW", "300000"), null, null, true, null);
     }
 
     private static BridgedConfig configWith(BridgedConfig.Leader lead) {

bridged/src/test/java/dev/ltms/bridged/member/ClaudeCodeLauncherTest.java

@@ -733,7 +733,7 @@ class ClaudeCodeLauncherTest {
         return new BridgedConfig.Profile(
                 profile, baseUrl, "sonnet", null, "BRIDGED_WORKER_TOKEN",
                 List.of("ccs", profile), "tab", "bridged-workers", "w #{n}", null, null, null,
-                null, null, null, Map.of(), null, null, true);
+                null, null, null, Map.of(), null, null, true, null);
     }
 
     @Test
@@ -819,7 +819,7 @@ class ClaudeCodeLauncherTest {
                 null, null, null,
                 Map.of("ANTHROPIC_BASE_URL", "http://evil.example.com",
                         "ANTHROPIC_AUTH_TOKEN", "sk-ant-bad", "JAVA_HOME", "/opt/jdk"),
-                null, null, true);
+                null, null, true, null);
         new ClaudeCodeLauncher(new AgentControl(herdr), new WorkspaceControl(herdr),
                 new SubscriptionGuard(Set.of("gx00.gw")), Map.of(cfg.profile(), cfg), cfg.profile(),
                 _ -> "would-be-token").spawn();

bridged/src/test/java/dev/ltms/bridged/msg/MessageServiceTest.java

@@ -5,6 +5,7 @@ import dev.ltms.bridged.herdr.AgentStatus;
 import dev.ltms.bridged.herdr.FakeHerdr;
 import dev.ltms.bridged.herdr.HerdrException;
 import dev.ltms.bridged.inject.CompletionResolver;
+import dev.ltms.bridged.inject.ExhaustedPatternLookup;
 import dev.ltms.bridged.mcp.PrimaryRegistry;
 import dev.ltms.bridged.inject.Injector;
 import org.junit.jupiter.api.BeforeEach;
@@ -31,7 +32,8 @@ class MessageServiceTest {
     private final FakeHerdr herdr = new FakeHerdr().readText("BUILD GREEN: 391 files");
     private final AgentControl agents = new AgentControl(herdr);
     private final Rendezvous rendezvous = new Rendezvous();
-    private final CompletionResolver completion = new CompletionResolver(agents, rendezvous);
+    private final CompletionResolver completion =
+            new CompletionResolver(agents, rendezvous, ExhaustedPatternLookup.none());
     private final Injector injector = new Injector(agents, completion);
     private final InMemoryReplyInbox inbox = new InMemoryReplyInbox();
     private final MessageService messages = new MessageService(agents, injector, rendezvous, inbox);

bridged/src/test/java/dev/ltms/bridged/msg/RendezvousTest.java

@@ -114,6 +114,17 @@ class RendezvousTest {
                 "the first resolution wins; the stored value is unchanged");
     }
 
+    @Test
+    void resolveExhaustedTwiceIsANoOpTheSecondTime() {
+        CompletableFuture<Rendezvous.Resolution> waiter = rendezvous.open(W);
+        assertTrue(rendezvous.resolveExhausted(waiter, "first reason"), "the first classification resolves");
+        assertFalse(rendezvous.resolveExhausted(waiter, "second reason"),
+                "a second exhausted resolution on an already-resolved waiter returns false");
+        assertEquals(Rendezvous.Kind.BACKEND_EXHAUSTED, waiter.getNow(null).kind());
+        assertEquals("first reason", waiter.getNow(null).text(),
+                "the first resolution wins; the stored value is unchanged");
+    }
+
     @Test
     void closeAskRemovesTheTurn() {
         Rendezvous.AskTicket t = rendezvous.openAsk(W);