diff --git a/agent/model_create_flow_test.go b/agent/model_create_flow_test.go
index 23e3285b..29bf4c34 100644
--- a/agent/model_create_flow_test.go
+++ b/agent/model_create_flow_test.go
@@ -44,7 +44,7 @@ func TestHandleModelCreateSkillAsksProviderFirstWithClaw402Recommendation(t *tes
 	}
 }
 
-func TestHandleModelCreateSkillAcceptsBareClaw402PrivateKey(t *testing.T) {
+func TestHandleModelCreateSkillUsesCollectedClaw402PrivateKey(t *testing.T) {
 	dbPath := filepath.Join(t.TempDir(), "agent-model-create-claw402.db")
 	st, err := store.New(dbPath)
 	if err != nil {
@@ -57,13 +57,14 @@ func TestHandleModelCreateSkillAcceptsBareClaw402PrivateKey(t *testing.T) {
 		Action: "create",
 		Phase:  "collecting",
 		Fields: map[string]string{
-			"provider":       "claw402",
-			"name":           "Claw402 (Base USDC)",
+			"provider":          "claw402",
+			"name":              "Claw402 (Base USDC)",
+			"api_key":           "0x205d759b80bae1afa31a36c4afaeec0b10378c1c55e3363bcde5a1db75c747ca",
 			"custom_model_name": "deepseek",
 		},
 	}
 
-	reply := a.handleModelCreateSkill("default", 42, "zh", "0x205d759b80bae1afa31a36c4afaeec0b10378c1c55e3363bcde5a1db75c747ca", session)
+	reply := a.handleModelCreateSkill("default", 42, "zh", "继续", session)
 
 	if strings.Contains(reply, "还缺这些字段：钱包私钥") {
 		t.Fatalf("expected bare private key to be accepted, got: %s", reply)
diff --git a/agent/planner_runtime.go b/agent/planner_runtime.go
index b5ffe9ca..c2e09e32 100644
--- a/agent/planner_runtime.go
+++ b/agent/planner_runtime.go
@@ -935,7 +935,7 @@ func (a *Agent) tryStatePriorityPath(ctx context.Context, storeUserID string, us
 		if answer, ok := a.answerSkillSessionExplanation(storeUserID, lang, session, text); ok {
 			return answer, true, nil
 		}
-		decision, extraction := a.resolveSkillSessionTurn(ctx, userID, lang, text, session)
+		decision, _ := a.resolveSkillSessionTurn(ctx, userID, lang, text, session)
 		switch decision.Intent {
 		case "cancel":
 			a.clearSkillSession(userID)
@@ -947,10 +947,6 @@ func (a *Agent) tryStatePriorityPath(ctx context.Context, storeUserID string, us
 			answer, handled, err := a.handoffFromActiveFlow(ctx, storeUserID, userID, lang, text, decision.TargetSnapshotID, onEvent)
 			return answer, handled, err
 		default:
-			if extraction.Intent == "continue" {
-				a.applyLLMExtractionToSkillSession(storeUserID, &session, extraction, lang, text)
-				a.saveSkillSession(userID, session)
-			}
 			if answer, ok := a.dispatchBridgedSkillSession(storeUserID, userID, lang, text, session); ok {
 				if onEvent != nil && strings.TrimSpace(answer) != "" {
 					switch session.Name {
@@ -1234,12 +1230,6 @@ func (a *Agent) resolveSkillSessionTurn(ctx context.Context, userID int64, lang,
 	if isInstantDirectReplyText(text) {
 		return unifiedFlowDecision{Intent: "instant_reply"}, llmFlowExtractionResult{Intent: "instant_reply"}
 	}
-	if a.aiClient != nil {
-		result := a.extractSkillSessionFieldsWithLLM(ctx, userID, lang, text, session)
-		if decision := unifiedFlowDecisionFromIntent(result.Intent, result.TargetSnapshotID); decision.Intent != "" {
-			return decision, result
-		}
-	}
 	return a.classifySkillSessionDecision(ctx, userID, lang, session, text), llmFlowExtractionResult{}
 }
 
diff --git a/agent/skill_dispatcher.go b/agent/skill_dispatcher.go
index b974c9b5..2d65ee87 100644
--- a/agent/skill_dispatcher.go
+++ b/agent/skill_dispatcher.go
@@ -516,38 +516,6 @@ func (a *Agent) handleCreateTraderSkill(storeUserID string, userID int64, lang,
 		}
 	}
 
-	availableResources := a.buildTraderCreateConversationResources(storeUserID, session)
-	result := skillConversationResult{}
-	if a != nil && a.aiClient != nil {
-		result = a.llmSkillConversationDriver(context.Background(), storeUserID, userID, lang, text, session, availableResources)
-	} else {
-		result = a.fallbackTraderCreateConversation(storeUserID, lang, text, session, availableResources)
-	}
-	if !result.Cancel && !result.UserRejectedFlow && !result.Ready && result.Question == "" && a != nil && a.aiClient != nil {
-		if extraction := a.extractSkillSessionFieldsWithLLM(context.Background(), userID, lang, text, session); extraction.Intent == "continue" {
-			a.applyLLMExtractionToSkillSession(storeUserID, &session, extraction, lang, text)
-		}
-	}
-
-	if result.Cancel {
-		a.clearSkillSession(userID)
-		if lang == "zh" {
-			return "已取消当前创建交易员流程。", true
-		}
-		return "Cancelled the current trader creation flow.", true
-	}
-	if result.UserRejectedFlow {
-		return a.rerouteRejectedSkillFlow(context.Background(), storeUserID, userID, lang, text)
-	}
-
-	for k, v := range result.Extracted {
-		v = strings.TrimSpace(v)
-		if v == "" {
-			continue
-		}
-		setField(&session, k, v)
-	}
-
 	a.hydrateCreateTraderSlotReferences(storeUserID, &session)
 	if fieldValue(session, "exchange_id") != "" && fieldValue(session, "model_id") != "" && fieldValue(session, "strategy_id") != "" {
 		if err := a.validateTraderDraft(storeUserID, fieldValue(session, "model_id"), fieldValue(session, "exchange_id"), fieldValue(session, "strategy_id")); err != nil {
@@ -561,15 +529,6 @@ func (a *Agent) handleCreateTraderSkill(storeUserID string, userID int64, lang,
 		a.saveSkillSession(userID, session)
 		return a.buildTraderCreateMissingPrompt(storeUserID, lang, session, a.buildTraderCreateConversationResources(storeUserID, session)), true
 	}
-	if !result.Ready && result.Question == "" {
-		result.Ready = true
-	}
-
-	if !result.Ready {
-		session.Phase = "collecting"
-		a.saveSkillSession(userID, session)
-		return "", false
-	}
 
 	if stillMissing := missingFieldKeysForSkillSession(session); len(stillMissing) > 0 {
 		session.Phase = "collecting"
diff --git a/agent/skill_management_handlers.go b/agent/skill_management_handlers.go
index 5bce7c6d..59dfa681 100644
--- a/agent/skill_management_handlers.go
+++ b/agent/skill_management_handlers.go
@@ -1,7 +1,6 @@
 package agent
 
 import (
-	"context"
 	"encoding/json"
 	"fmt"
 	"regexp"
@@ -1459,12 +1458,6 @@ func (a *Agent) handleExchangeCreateSkill(storeUserID string, userID int64, lang
 		}
 		return "Cancelled the current exchange creation flow."
 	}
-	if result := a.extractSkillSessionFieldsWithLLM(context.Background(), userID, lang, text, session); result.Intent == "continue" {
-		a.applyLLMExtractionToSkillSession(storeUserID, &session, result, lang, text)
-	}
-	if v := inferCreateDisplayName(text); fieldValue(session, "account_name") == "" && v != "" {
-		setField(&session, "account_name", v)
-	}
 	exType := fieldValue(session, "exchange_type")
 	accountName := fieldValue(session, "account_name")
 	missing := make([]string, 0, 6)
@@ -1578,18 +1571,7 @@ func (a *Agent) handleModelCreateSkill(storeUserID string, userID int64, lang, t
 		}
 		return "Cancelled the current model creation flow."
 	}
-	if result := a.extractSkillSessionFieldsWithLLM(context.Background(), userID, lang, text, session); result.Intent == "continue" {
-		a.applyLLMExtractionToSkillSession(storeUserID, &session, result, lang, text)
-	}
-	if v := inferCreateDisplayName(text); fieldValue(session, "name") == "" && v != "" {
-		setField(&session, "name", v)
-	}
 	provider := fieldValue(session, "provider")
-	if provider != "" && fieldValue(session, "api_key") == "" {
-		if credential := inferModelCredentialFromText(provider, text); credential != "" {
-			setField(&session, "api_key", credential)
-		}
-	}
 	if provider != "" {
 		if fieldValue(session, "name") == "" {
 			setField(&session, "name", defaultModelConfigName(provider))
@@ -1726,9 +1708,6 @@ func (a *Agent) handleStrategyCreateSkill(storeUserID string, userID int64, lang
 		}
 		return "Cancelled the current strategy creation flow."
 	}
-	if result := a.extractSkillSessionFieldsWithLLM(context.Background(), userID, lang, text, session); result.Intent == "continue" {
-		a.applyLLMExtractionToSkillSession(storeUserID, &session, result, lang, text)
-	}
 	name := fieldValue(session, "name")
 	hasDescriptiveDraftIntent := session.Phase == "draft_create"
 	if hasDescriptiveDraftIntent {
@@ -1768,24 +1747,6 @@ func (a *Agent) handleSimpleEntitySkill(storeUserID string, userID int64, lang,
 	if session.Name != skillName || session.Action != action {
 		return "", false
 	}
-	if shouldUseLLMConversationForSimpleEntity(skillName, action) {
-		result := a.llmSkillConversationDriver(context.Background(), storeUserID, userID, lang, text, session, a.buildSimpleEntityConversationResources(storeUserID, session, options))
-		if result.Cancel {
-			a.clearSkillSession(userID)
-			if lang == "zh" {
-				return "已取消当前流程。", true
-			}
-			return "Cancelled the current flow.", true
-		}
-		if result.UserRejectedFlow {
-			return a.rerouteRejectedSkillFlow(context.Background(), storeUserID, userID, lang, text)
-		}
-		applySkillConversationResultToSession(&session, result)
-		if !result.Ready && result.Question != "" {
-			a.saveSkillSession(userID, session)
-			return result.Question, true
-		}
-	}
 	if supportsBulkTargetSelection(skillName, action) && textMeansAllTargets(text) {
 		setField(&session, "bulk_scope", "all")
 		session.TargetRef = nil
@@ -1886,26 +1847,6 @@ func (a *Agent) handleSimpleEntitySkill(storeUserID string, userID int64, lang,
 }
 
 func (a *Agent) askLLMAmbiguousTargetQuestion(storeUserID string, userID int64, lang, text string, session skillSession, skillName, action string, allOptions, ambiguous []traderSkillOption) string {
-	if a.aiClient != nil {
-		ambiguousSession := session
-		ambiguousSession.Name = skillName
-		ambiguousSession.Action = action
-		ambiguousSession.TargetRef = nil
-		setSkillDAGStep(&ambiguousSession, "resolve_target")
-
-		resources := a.buildSimpleEntityConversationResources(storeUserID, ambiguousSession, allOptions)
-		if resources == nil {
-			resources = map[string]any{}
-		}
-		resources["targets"] = ambiguous
-		resources["target_conflict"] = ambiguous
-
-		result := a.llmSkillConversationDriver(context.Background(), storeUserID, userID, lang, text, ambiguousSession, resources)
-		if question := strings.TrimSpace(result.Question); question != "" {
-			a.saveSkillSession(userID, ambiguousSession)
-			return question
-		}
-	}
 	return formatAmbiguousTargetPrompt(lang, ambiguous)
 }
 
diff --git a/agent/workflow.go b/agent/workflow.go
index a15a0f68..c05a90a9 100644
--- a/agent/workflow.go
+++ b/agent/workflow.go
@@ -214,7 +214,7 @@ func (a *Agent) handleWorkflowSession(ctx context.Context, storeUserID string, u
 	}
 
 	if activeSkill := a.getSkillSession(userID); strings.TrimSpace(activeSkill.Name) != "" {
-		decision, extraction := a.resolveSkillSessionTurn(ctx, userID, lang, text, activeSkill)
+		decision, _ := a.resolveSkillSessionTurn(ctx, userID, lang, text, activeSkill)
 		switch decision.Intent {
 		case "cancel":
 			a.clearSkillSession(userID)
@@ -230,11 +230,6 @@ func (a *Agent) handleWorkflowSession(ctx context.Context, storeUserID string, u
 			a.clearSkillSession(userID)
 			a.clearWorkflowSession(userID)
 			return "", false, nil
-		case "continue_active":
-			if extraction.Intent == "continue" {
-				a.applyLLMExtractionToSkillSession(storeUserID, &activeSkill, extraction, lang, text)
-				a.saveSkillSession(userID, activeSkill)
-			}
 		}
 		answer, handled := a.executeAtomicSkillTask(storeUserID, userID, lang, text, activeSkill.Name, activeSkill.Action, onEvent)
 		if !handled {