diff --git a/backend/cmd/server/wire_gen.go b/backend/cmd/server/wire_gen.go
index 5f7dbcdc..513b7996 100644
--- a/backend/cmd/server/wire_gen.go
+++ b/backend/cmd/server/wire_gen.go
@@ -143,7 +143,7 @@ func initializeApplication(buildInfo handler.BuildInfo) (*Application, error) {
 	tlsFingerprintProfileCache := repository.NewTLSFingerprintProfileCache(redisClient)
 	tlsFingerprintProfileService := service.NewTLSFingerprintProfileService(tlsFingerprintProfileRepository, tlsFingerprintProfileCache)
 	accountUsageService := service.NewAccountUsageService(accountRepository, usageLogRepository, claudeUsageFetcher, geminiQuotaService, antigravityQuotaFetcher, usageCache, identityCache, tlsFingerprintProfileService)
-	antigravityGatewayService := service.NewAntigravityGatewayService(accountRepository, gatewayCache, schedulerSnapshotService, antigravityTokenProvider, rateLimitService, httpUpstream, settingService, internal500CounterCache, accountUsageService)
+	antigravityGatewayService := service.NewAntigravityGatewayService(accountRepository, gatewayCache, schedulerSnapshotService, antigravityTokenProvider, rateLimitService, httpUpstream, settingService, internal500CounterCache)
 	accountTestService := service.NewAccountTestService(accountRepository, geminiTokenProvider, antigravityGatewayService, httpUpstream, configConfig, tlsFingerprintProfileService)
 	crsSyncService := service.NewCRSSyncService(accountRepository, proxyRepository, oAuthService, openAIOAuthService, geminiOAuthService, configConfig)
 	sessionLimitCache := repository.ProvideSessionLimitCache(redisClient, configConfig)
diff --git a/backend/internal/service/account_usage_service.go b/backend/internal/service/account_usage_service.go
index 50deba8b..0e5741d8 100644
--- a/backend/internal/service/account_usage_service.go
+++ b/backend/internal/service/account_usage_service.go
@@ -846,22 +846,6 @@ func (s *AccountUsageService) getAntigravityUsage(ctx context.Context, account *
 	return usage, nil
 }
 
-// GetAntigravityCredits 返回账号的 AI Credits 信息，复用 getAntigravityUsage 的缓存。
-// 如果缓存存在且 TTL 充足则直接返回；TTL 不足时自动刷新。
-func (s *AccountUsageService) GetAntigravityCredits(ctx context.Context, account *Account) (*UsageInfo, error) {
-	if account == nil || account.Platform != PlatformAntigravity {
-		return nil, nil
-	}
-	return s.getAntigravityUsage(ctx, account)
-}
-
-// InvalidateAntigravityCreditsCache 清除指定账号的 Antigravity 用量缓存，
-// 使下次调用 GetAntigravityCredits 时强制重新拉取。
-// 用于 credits 降级响应重试场景：避免重试命中同一个降级缓存。
-func (s *AccountUsageService) InvalidateAntigravityCreditsCache(accountID int64) {
-	s.cache.antigravityCache.Delete(accountID)
-}
-
 // recalcAntigravityRemainingSeconds 重新计算 Antigravity UsageInfo 中各窗口的 RemainingSeconds
 // 用于从缓存取出时更新倒计时，避免返回过时的剩余秒数
 func recalcAntigravityRemainingSeconds(info *UsageInfo) {
diff --git a/backend/internal/service/antigravity_credits_overages.go b/backend/internal/service/antigravity_credits_overages.go
index 074b944d..ec365085 100644
--- a/backend/internal/service/antigravity_credits_overages.go
+++ b/backend/internal/service/antigravity_credits_overages.go
@@ -4,7 +4,6 @@ import (
 	"context"
 	"encoding/json"
 	"io"
-	"log/slog"
 	"net/http"
 	"strings"
 	"time"
@@ -18,140 +17,8 @@ const (
 	// 与普通模型限流完全同构：通过 SetModelRateLimit / isRateLimitActiveForKey 读写。
 	creditsExhaustedKey      = "AICredits"
 	creditsExhaustedDuration = 5 * time.Hour
-
-	// credits 降级响应重试参数
-	creditsRetryMaxAttempts  = 3
-	creditsRetryBaseInterval = 500 * time.Millisecond
 )
 
-// creditsRetryableErrorCodes 是降级响应中可重试的错误码集合。
-// forbidden 是稳定的封号状态，不属于可恢复的瞬态错误，不重试。
-var creditsRetryableErrorCodes = map[string]bool{
-	errorCodeUnauthenticated: true,
-	errorCodeRateLimited:     true,
-	errorCodeNetworkError:    true,
-}
-
-// isAntigravityDegradedResponse 检查 UsageInfo 是否为可重试的降级响应。
-// 仅检测 3 个瞬态错误码（unauthenticated/rate_limited/network_error），
-// forbidden 是稳定的封号状态，不属于降级。
-func isAntigravityDegradedResponse(info *UsageInfo) bool {
-	if info == nil || info.ErrorCode == "" {
-		return false
-	}
-	return creditsRetryableErrorCodes[info.ErrorCode]
-}
-
-// checkAccountCredits 通过共享的 AccountUsageService 缓存检查账号是否有足够的 AI Credits。
-// 缓存 TTL 不足时会自动从 Google loadCodeAssist API 刷新。
-// 检测到降级响应时会清除缓存并重试，最终 fail-open（返回 true）。
-func (s *AntigravityGatewayService) checkAccountCredits(
-	ctx context.Context, account *Account,
-) bool {
-	if account == nil || account.ID == 0 {
-		return false
-	}
-	if s.accountUsageService == nil {
-		return true // 无 usage service 时不阻断
-	}
-
-	usageInfo, err := s.accountUsageService.GetAntigravityCredits(ctx, account)
-	if err != nil {
-		slog.Error("check_credits: get_credits_failed",
-			"account_id", account.ID, "error", err)
-		return true // 出错时 fail-open
-	}
-
-	// 非降级响应：直接检查积分余额
-	if !isAntigravityDegradedResponse(usageInfo) {
-		return s.logCreditsResult(account, usageInfo)
-	}
-
-	// 降级响应：清除缓存后重试
-	return s.retryCreditsOnDegraded(ctx, account, usageInfo)
-}
-
-// retryCreditsOnDegraded 在检测到降级响应后，清除缓存并重试获取 credits。
-// 使用指数退避（500ms → 1s → 2s），最多重试 creditsRetryMaxAttempts 次。
-// 所有重试失败后 fail-open（返回 true），不做熔断。
-func (s *AntigravityGatewayService) retryCreditsOnDegraded(
-	ctx context.Context, account *Account, lastInfo *UsageInfo,
-) bool {
-	for attempt := 1; attempt <= creditsRetryMaxAttempts; attempt++ {
-		delay := creditsRetryBaseInterval << (attempt - 1) // 指数退避：500ms, 1s, 2s
-		slog.Warn("check_credits: degraded response, retrying",
-			"account_id", account.ID,
-			"attempt", attempt,
-			"max_attempts", creditsRetryMaxAttempts,
-			"error_code", lastInfo.ErrorCode,
-			"delay", delay,
-		)
-
-		select {
-		case <-ctx.Done():
-			slog.Warn("check_credits: context cancelled during retry, fail-open",
-				"account_id", account.ID, "attempt", attempt)
-			return true
-		case <-time.After(delay):
-		}
-
-		// 清除缓存，强制下次 GetAntigravityCredits 重新拉取
-		s.accountUsageService.InvalidateAntigravityCreditsCache(account.ID)
-
-		info, err := s.accountUsageService.GetAntigravityCredits(ctx, account)
-		if err != nil {
-			slog.Error("check_credits: retry get_credits_failed",
-				"account_id", account.ID, "attempt", attempt, "error", err)
-			continue
-		}
-
-		// 重试成功（不再是降级响应）：检查积分余额
-		if !isAntigravityDegradedResponse(info) {
-			slog.Info("check_credits: retry succeeded",
-				"account_id", account.ID, "attempt", attempt)
-			return s.logCreditsResult(account, info)
-		}
-		lastInfo = info
-	}
-
-	// 所有重试失败：fail-open，不做熔断
-	slog.Warn("check_credits: all retries exhausted, fail-open",
-		"account_id", account.ID,
-		"last_error_code", lastInfo.ErrorCode,
-	)
-	return true
-}
-
-// logCreditsResult 检查积分并记录不足日志，返回是否有积分。
-func (s *AntigravityGatewayService) logCreditsResult(account *Account, info *UsageInfo) bool {
-	hasCredits := hasEnoughCredits(info)
-	if !hasCredits {
-		slog.Warn("check_credits: insufficient credits",
-			"account_id", account.ID)
-	}
-	return hasCredits
-}
-
-// hasEnoughCredits 检查 UsageInfo 中是否有足够的 GOOGLE_ONE_AI 积分。
-// 返回 true 表示积分可用，false 表示积分不足或无积分信息。
-func hasEnoughCredits(info *UsageInfo) bool {
-	if info == nil || len(info.AICredits) == 0 {
-		return false
-	}
-
-	for _, credit := range info.AICredits {
-		if credit.CreditType == "GOOGLE_ONE_AI" {
-			minimum := credit.MinimumBalance
-			if minimum <= 0 {
-				minimum = 5
-			}
-			return credit.Amount >= minimum
-		}
-	}
-
-	return false
-}
-
 type antigravity429Category string
 
 const (
@@ -224,10 +91,6 @@ func (s *AntigravityGatewayService) clearCreditsExhausted(ctx context.Context, a
 	}); err != nil {
 		logger.LegacyPrintf("service.antigravity_gateway", "clear credits exhausted failed: account=%d err=%v", account.ID, err)
 	}
-	// 同步更新 Redis 调度快照，避免其他节点/请求延迟感知
-	if s.schedulerSnapshot != nil {
-		_ = s.schedulerSnapshot.UpdateAccountInCache(ctx, account)
-	}
 }
 
 // classifyAntigravity429 将 Antigravity 的 429 响应归类为配额耗尽、限流或未知。
@@ -278,9 +141,6 @@ func resolveCreditsOveragesModelKey(ctx context.Context, account *Account, upstr
 }
 
 // shouldMarkCreditsExhausted 判断一次 credits 请求失败是否应标记为 credits 耗尽。
-// 注意：不再检查 isURLLevelRateLimit。此函数仅在积分重试失败后调用，
-// 如果注入 enabledCreditTypes 后仍返回 "Resource has been exhausted"，
-// 说明积分也已耗尽，应该标记。clearCreditsExhausted 会在后续成功时自动清除。
 func shouldMarkCreditsExhausted(resp *http.Response, respBody []byte, reqErr error) bool {
 	if reqErr != nil || resp == nil {
 		return false
@@ -288,6 +148,9 @@ func shouldMarkCreditsExhausted(resp *http.Response, respBody []byte, reqErr err
 	if resp.StatusCode >= 500 || resp.StatusCode == http.StatusRequestTimeout {
 		return false
 	}
+	// 注意：不再检查 isURLLevelRateLimit。此函数仅在积分重试失败后调用，
+	// 如果注入 enabledCreditTypes 后仍返回 "Resource has been exhausted"，
+	// 说明积分也已耗尽，应该标记。clearCreditsExhausted 会在后续成功时自动清除。
 	if info := parseAntigravitySmartRetryInfo(respBody); info != nil {
 		return false
 	}
@@ -318,16 +181,6 @@ func (s *AntigravityGatewayService) attemptCreditsOveragesRetry(
 	if creditsBody == nil {
 		return &creditsOveragesRetryResult{handled: false}
 	}
-
-	// Check actual credits balance before attempting retry
-	if !s.checkAccountCredits(p.ctx, p.account) {
-		s.setCreditsExhausted(p.ctx, p.account)
-		modelKey := resolveCreditsOveragesModelKey(p.ctx, p.account, modelName, p.requestedModel)
-		logger.LegacyPrintf("service.antigravity_gateway", "%s credit_overages_no_credits model=%s account=%d (skipping credits retry)",
-			p.prefix, modelKey, p.account.ID)
-		return &creditsOveragesRetryResult{handled: true}
-	}
-
 	modelKey := resolveCreditsOveragesModelKey(p.ctx, p.account, modelName, p.requestedModel)
 	logger.LegacyPrintf("service.antigravity_gateway", "%s status=429 credit_overages_retry model=%s account=%d (injecting enabledCreditTypes)",
 		p.prefix, modelKey, p.account.ID)
diff --git a/backend/internal/service/antigravity_credits_overages_test.go b/backend/internal/service/antigravity_credits_overages_test.go
index 390982d4..7a5224da 100644
--- a/backend/internal/service/antigravity_credits_overages_test.go
+++ b/backend/internal/service/antigravity_credits_overages_test.go
@@ -542,105 +542,3 @@ func TestClearCreditsExhausted(t *testing.T) {
 		require.True(t, exists, "普通模型限流应保留")
 	})
 }
-
-// ===========================================================================
-// hasEnoughCredits — standalone credits balance check
-// ===========================================================================
-
-func TestHasEnoughCredits(t *testing.T) {
-	tests := []struct {
-		name string
-		info *UsageInfo
-		want bool
-	}{
-		{
-			name: "nil UsageInfo",
-			info: nil,
-			want: false,
-		},
-		{
-			name: "empty AICredits list",
-			info: &UsageInfo{AICredits: []AICredit{}},
-			want: false,
-		},
-		{
-			name: "GOOGLE_ONE_AI with enough credits (amount=18778, minimum=50)",
-			info: &UsageInfo{
-				AICredits: []AICredit{
-					{CreditType: "GOOGLE_ONE_AI", Amount: 18778, MinimumBalance: 50},
-				},
-			},
-			want: true,
-		},
-		{
-			name: "GOOGLE_ONE_AI below minimum (amount=3, minimum=5)",
-			info: &UsageInfo{
-				AICredits: []AICredit{
-					{CreditType: "GOOGLE_ONE_AI", Amount: 3, MinimumBalance: 5},
-				},
-			},
-			want: false,
-		},
-		{
-			name: "GOOGLE_ONE_AI with zero MinimumBalance defaults to 5, amount=6",
-			info: &UsageInfo{
-				AICredits: []AICredit{
-					{CreditType: "GOOGLE_ONE_AI", Amount: 6, MinimumBalance: 0},
-				},
-			},
-			want: true,
-		},
-		{
-			name: "GOOGLE_ONE_AI with zero MinimumBalance defaults to 5, amount=4",
-			info: &UsageInfo{
-				AICredits: []AICredit{
-					{CreditType: "GOOGLE_ONE_AI", Amount: 4, MinimumBalance: 0},
-				},
-			},
-			want: false,
-		},
-		{
-			name: "GOOGLE_ONE_AI exactly at minimum (amount=5, minimum=5)",
-			info: &UsageInfo{
-				AICredits: []AICredit{
-					{CreditType: "GOOGLE_ONE_AI", Amount: 5, MinimumBalance: 5},
-				},
-			},
-			want: true,
-		},
-		{
-			name: "no GOOGLE_ONE_AI credit type",
-			info: &UsageInfo{
-				AICredits: []AICredit{
-					{CreditType: "OTHER_CREDIT", Amount: 10000, MinimumBalance: 5},
-				},
-			},
-			want: false,
-		},
-		{
-			name: "multiple credits, GOOGLE_ONE_AI present with enough",
-			info: &UsageInfo{
-				AICredits: []AICredit{
-					{CreditType: "OTHER_CREDIT", Amount: 0, MinimumBalance: 5},
-					{CreditType: "GOOGLE_ONE_AI", Amount: 100, MinimumBalance: 10},
-				},
-			},
-			want: true,
-		},
-		{
-			name: "negative MinimumBalance defaults to 5",
-			info: &UsageInfo{
-				AICredits: []AICredit{
-					{CreditType: "GOOGLE_ONE_AI", Amount: 6, MinimumBalance: -1},
-				},
-			},
-			want: true,
-		},
-	}
-
-	for _, tt := range tests {
-		t.Run(tt.name, func(t *testing.T) {
-			require.Equal(t, tt.want, hasEnoughCredits(tt.info))
-		})
-	}
-}
diff --git a/backend/internal/service/antigravity_gateway_service.go b/backend/internal/service/antigravity_gateway_service.go
index fd588bdd..a76e59fb 100644
--- a/backend/internal/service/antigravity_gateway_service.go
+++ b/backend/internal/service/antigravity_gateway_service.go
@@ -557,13 +557,7 @@ func (s *AntigravityGatewayService) antigravityRetryLoop(p antigravityRetryLoopP
 	if p.requestedModel != "" && p.account.Platform == PlatformAntigravity &&
 		p.account.IsOveragesEnabled() && !p.account.isCreditsExhausted() &&
 		p.account.isModelRateLimitedWithContext(p.ctx, p.requestedModel) {
-		// Check actual credits balance before injection
-		if !s.checkAccountCredits(p.ctx, p.account) {
-			// No credits available - mark as exhausted and skip injection
-			s.setCreditsExhausted(p.ctx, p.account)
-			logger.LegacyPrintf("service.antigravity_gateway", "%s pre_check: no_credits_available account=%d (skipping credits injection)",
-				p.prefix, p.account.ID)
-		} else if creditsBody := injectEnabledCreditTypes(p.body); creditsBody != nil {
+		if creditsBody := injectEnabledCreditTypes(p.body); creditsBody != nil {
 			p.body = creditsBody
 			overagesInjected = true
 			logger.LegacyPrintf("service.antigravity_gateway", "%s pre_check: model_rate_limited_credits_inject model=%s account=%d (injecting enabledCreditTypes)",
@@ -876,15 +870,14 @@ func logPrefix(sessionID, accountName string) string {
 
 // AntigravityGatewayService 处理 Antigravity 平台的 API 转发
 type AntigravityGatewayService struct {
-	accountRepo         AccountRepository
-	tokenProvider       *AntigravityTokenProvider
-	rateLimitService    *RateLimitService
-	httpUpstream        HTTPUpstream
-	settingService      *SettingService
-	cache               GatewayCache // 用于模型级限流时清除粘性会话绑定
-	schedulerSnapshot   *SchedulerSnapshotService
-	internal500Cache    Internal500CounterCache // INTERNAL 500 渐进惩罚计数器
-	accountUsageService *AccountUsageService    // 共享 usage 缓存，用于积分余额检查
+	accountRepo       AccountRepository
+	tokenProvider     *AntigravityTokenProvider
+	rateLimitService  *RateLimitService
+	httpUpstream      HTTPUpstream
+	settingService    *SettingService
+	cache             GatewayCache // 用于模型级限流时清除粘性会话绑定
+	schedulerSnapshot *SchedulerSnapshotService
+	internal500Cache  Internal500CounterCache // INTERNAL 500 渐进惩罚计数器
 }
 
 func NewAntigravityGatewayService(
@@ -896,18 +889,16 @@ func NewAntigravityGatewayService(
 	httpUpstream HTTPUpstream,
 	settingService *SettingService,
 	internal500Cache Internal500CounterCache,
-	accountUsageService *AccountUsageService,
 ) *AntigravityGatewayService {
 	return &AntigravityGatewayService{
-		accountRepo:         accountRepo,
-		tokenProvider:       tokenProvider,
-		rateLimitService:    rateLimitService,
-		httpUpstream:        httpUpstream,
-		settingService:      settingService,
-		cache:               cache,
-		schedulerSnapshot:   schedulerSnapshot,
-		internal500Cache:    internal500Cache,
-		accountUsageService: accountUsageService,
+		accountRepo:       accountRepo,
+		tokenProvider:     tokenProvider,
+		rateLimitService:  rateLimitService,
+		httpUpstream:      httpUpstream,
+		settingService:    settingService,
+		cache:             cache,
+		schedulerSnapshot: schedulerSnapshot,
+		internal500Cache:  internal500Cache,
 	}
 }