diff --git a/src/main/kotlin/analyzer/ScalpingAnalyzer.kt b/src/main/kotlin/analyzer/ScalpingAnalyzer.kt
index 408cd84..fedb886 100644
--- a/src/main/kotlin/analyzer/ScalpingAnalyzer.kt
+++ b/src/main/kotlin/analyzer/ScalpingAnalyzer.kt
@@ -1,5 +1,6 @@
 package analyzer
 
+import kotlinx.serialization.Serializable
 import model.CandleData
 import service.Candle
 import java.time.LocalDateTime
@@ -7,6 +8,7 @@ import java.time.ZoneId
 import java.time.format.DateTimeFormatter
 import kotlin.math.*
 
+@Serializable
 data class ScalpingSignalModel(
     val currentPrice: Double,
     val buySignal: Boolean,
diff --git a/src/main/kotlin/network/RagService.kt b/src/main/kotlin/network/RagService.kt
index 90dcab6..50e3b93 100644
--- a/src/main/kotlin/network/RagService.kt
+++ b/src/main/kotlin/network/RagService.kt
@@ -7,6 +7,7 @@ import analyzer.FinancialAnalyzer
 import analyzer.FinancialMapper
 import analyzer.FinancialStatement
 import analyzer.InvestmentScores
+import analyzer.ScalpingSignalModel
 import analyzer.TechnicalAnalyzer
 import dev.langchain4j.community.rag.content.retriever.lucene.LuceneEmbeddingStore
 import dev.langchain4j.data.document.Metadata
@@ -248,9 +249,9 @@ object RagService {
                 val techStartTime = System.currentTimeMillis()
                 val financialScore = FinancialAnalyzer.calculateScore(financialStmt)
                 val scores = technicalAnalyzer.calculateScores(financialScore)
-                val techSignal = technicalAnalyzer.generateComprehensiveSignal()
+                tradingDecision.signalModel = technicalAnalyzer.generateComprehensiveSignal()
                 val techDuration = System.currentTimeMillis() - techStartTime
-                println("techSignal.compositeScore ${techSignal.compositeScore}")
+                println("techSignal.compositeScore ${tradingDecision.signalModel}")
 
                 if (!FinancialAnalyzer.isSafetyBeltMet(financialStmt)) {
                     logTime(stockName, "재무 미달 조기 종료", finDuration, System.currentTimeMillis() - totalStartTime)
@@ -258,7 +259,7 @@ object RagService {
                     return@coroutineScope
                 }
 
-                if (techSignal.compositeScore < 50) {
+                if ((tradingDecision.signalModel?.compositeScore ?: 0) < 50) {
                     logTime(stockName, "기술 점수 미달 조기 종료", techDuration, System.currentTimeMillis() - totalStartTime)
                     result(tradingDecision.apply { decision = "HOLD"; reason = "매수 타점 미도달" }, false)
                     return@coroutineScope
@@ -282,7 +283,9 @@ object RagService {
                 )
 
                 // 3. 검색된 내용을 하나의 문자열로 합쳐서 전달
-                tradingDecision.newsContext = finalSearchResult.matches().joinToString("\n\n") {
+                tradingDecision.newsContext = finalSearchResult.matches().distinct() // 중복 제거
+                    .take(4)    // 10개에서 4개로 축소
+                    .joinToString("\n\n")  {
                     it.embedded().text()
                 }
 
@@ -431,8 +434,7 @@ object RagService {
 
         // 1-2. 기술 분석 및 리포트 생성 시간 측정
         val techStartTime = System.currentTimeMillis()
-        val techSignal = tempDecision.analyzer?.generateComprehensiveSignal()
-        val techScore100 = techSignal?.compositeScore?.toDouble() ?: 0.0
+        val techScore100 = tempDecision.signalModel?.compositeScore?.toDouble() ?: 0.0
         val isOverheated = tempDecision.analyzer?.isOverheatedStock() ?: false
         tempDecision.techSummary = tempDecision.analyzer?.generateComprehensiveReport(finScore100.toInt())
         val techDuration = System.currentTimeMillis() - techStartTime
@@ -611,6 +613,7 @@ class TradingDecision {
     var newsContext : String? = null
     var financialData : String? = null
     var analyzer : TechnicalAnalyzer? = null
+    var signalModel : ScalpingSignalModel? = null
 
     fun shortPossible() =
         listOf<Double>(ultraShortScore,
diff --git a/src/main/kotlin/service/AutoTradingManager.kt b/src/main/kotlin/service/AutoTradingManager.kt
index e234c8a..ec5f702 100644
--- a/src/main/kotlin/service/AutoTradingManager.kt
+++ b/src/main/kotlin/service/AutoTradingManager.kt
@@ -102,93 +102,119 @@ object AutoTradingManager {
         }
     }
 
-    val globalCallback = { completeTradingDecision: TradingDecision?, isSuccess: Boolean ->
-        if (isSuccess && completeTradingDecision != null) {
-            // 1. 로그 저장소에 기록 (UI에서 이걸 읽음)
-            TradingLogStore.addLog(completeTradingDecision)
+//    val globalCallback = { completeTradingDecision: TradingDecision?, isSuccess: Boolean ->
+//        if (isSuccess && completeTradingDecision != null) {
+//            // 1. 로그 저장소에 기록 (UI에서 이걸 읽음)
+//            TradingLogStore.addLog(completeTradingDecision)
+//
+//            println("🚀 [자동매수 실행] ${completeTradingDecision.stockName}")
+//            if (completeTradingDecision.confidence < 10) {
+//                addToReanalysis(RankingStock(mksc_shrn_iscd = completeTradingDecision.stockCode,hts_kor_isnm = completeTradingDecision.stockName))
+//                TradingLogStore.addLog(completeTradingDecision,"RETRY","분석 신뢰도 오류 인지로 재분석 대기열에 추가")
+//            }else if (completeTradingDecision != null && !completeTradingDecision.stockCode.isNullOrEmpty()) {
+//                var basePrice = completeTradingDecision.currentPrice
+//                var stockCode = completeTradingDecision.stockCode
+//                println("basePrice $basePrice")
+//                val minScore = KisSession.config.getValues(ConfigIndex.MIN_PURCHASE_SCORE_INDEX)
+//                var maxBudget = KisSession.config.getValues(ConfigIndex.MAX_BUDGET_INDEX)
+//                val buyWeight = KisSession.config.getValues(ConfigIndex.BUY_WEIGHT_INDEX)
+//                val baseProfit = KisSession.config.getValues(ConfigIndex.PROFIT_INDEX)
+//
+//                fun resultCheck(completeTradingDecision :TradingDecision) {
+//                    val weights = mapOf(
+//                        "short" to 0.2,  // 초단기 점수가 낮아도 전체에 미치는 영향 감소
+//                        "profit" to 0.4,
+//                        "safe" to 0.4    // 중장기 점수 비중 강화
+//                    )
+//
+//                    val totalScore =
+//                        ((completeTradingDecision.shortPossible() +  append) * weights["short"]!!) +
+//                                ((completeTradingDecision.profitPossible() +  append) * weights["profit"]!!) +
+//                                ((completeTradingDecision.safePossible() +  append) * weights["safe"]!!)
+//
+//                    if (totalScore >= minScore && completeTradingDecision.confidence >= MIN_CONFIDENCE) {
+//                        var investmentGrade = completeTradingDecision.investmentGrade ?: InvestmentGrade.LEVEL_1_SPECULATIVE
+//
+//                        val finalMargin = baseProfit * KisSession.config.getValues(investmentGrade.profitGuide)
+//                        println("🚀 [매수 진행] 토탈 스코어: ${String.format("%.1f", totalScore)} -> 종목: ${completeTradingDecision.stockCode}")
+//
+//                        // basePrice(현재가 혹은 지정가)를 기준으로 매수 가능 수량 산출 (최소 1주 보장)
+//                        val gradeRate = KisSession.config.getValues(investmentGrade.allocationRate)
+//                        val maxQty = (KisSession.config.getValues(ConfigIndex.MAX_COUNT_INDEX) * gradeRate).roundToInt()
+//                        maxBudget = maxBudget * gradeRate
+//                        val calculatedQty = if (basePrice > 0) {
+//                            (maxBudget / basePrice).toInt().coerceAtLeast(1)
+//                        } else {
+//                            1
+//                        }
+//                        // 5. 매수 실행 (계산된 finalMargin 전달)
+//                        excuteTrade(
+//                            decision = completeTradingDecision,
+//                            orderQty = min(calculatedQty, maxQty).toString(),
+//                            profitRate1 = finalMargin,
+//                            investmentGrade = investmentGrade,
+//                        )
+//
+//                    } else if(totalScore >= (minScore * 0.9) && completeTradingDecision.confidence + append >= (MIN_CONFIDENCE * 0.9)) {
+//                        addToReanalysis(RankingStock(mksc_shrn_iscd = completeTradingDecision.stockCode,hts_kor_isnm = completeTradingDecision.stockName))
+//                        TradingLogStore.addLog(completeTradingDecision,"RETRY","✋ [관망] 토탈 스코어[$totalScore] 또는 신뢰도[${completeTradingDecision.confidence}] 미달 이나 약간의 오차로 재분석 대기열에 추가")
+//                    }  else {
+//                        TradingLogStore.addLog(completeTradingDecision,"HOLD","✋ [관망] 토탈 스코어(${String.format("%.1f[${minScore}]", totalScore)}) 또는 신뢰도 (${String.format("%.1f[${MIN_CONFIDENCE}]", completeTradingDecision.confidence)}) 미달")
+//                    }
+//                }
+//                if (completeTradingDecision?.decision?.contains("매수") == true) {
+//                    completeTradingDecision.decision = "BUY"
+//                }
+//                when (completeTradingDecision?.decision) {
+//                    "BUY","매수" -> {
+//                        append = buyWeight
+//                        TradingLogStore.addLog(completeTradingDecision,"BUY","[$stockCode] 매수 추천 : ${completeTradingDecision?.reason}")
+//                        resultCheck(completeTradingDecision)
+//                    }
+//                    "SELL" -> {
+//                        TradingLogStore.addLog(completeTradingDecision,"SELL","[$stockCode] 매도 추천 : ${completeTradingDecision?.reason}")
+//                        println("[$stockCode] 매도: ${completeTradingDecision?.reason}")
+//                    }
+//                    "HOLD" -> {
+//                        append = 0.0
+//                        TradingLogStore.addLog(completeTradingDecision,"HOLD","[$stockCode] 관망 유지 : ${completeTradingDecision?.reason}")
+//                        resultCheck(completeTradingDecision)
+//                    }
+//                    else -> {
+//                        append = 0.0
+//                        println("[$stockCode] ${completeTradingDecision?.decision} : ${completeTradingDecision?.reason}")
+//                    }
+//                }
+//            }
+//        }
+//    }
+val globalCallback = { completeTradingDecision: TradingDecision?, isSuccess: Boolean ->
+    if (isSuccess && completeTradingDecision != null) {
+        val decision = completeTradingDecision
 
-            println("🚀 [자동매수 실행] ${completeTradingDecision.stockName}")
-            if (completeTradingDecision.confidence < 10) {
-                addToReanalysis(RankingStock(mksc_shrn_iscd = completeTradingDecision.stockCode,hts_kor_isnm = completeTradingDecision.stockName))
-                TradingLogStore.addLog(completeTradingDecision,"RETRY","분석 신뢰도 오류 인지로 재분석 대기열에 추가")
-            }else if (completeTradingDecision != null && !completeTradingDecision.stockCode.isNullOrEmpty()) {
-                var basePrice = completeTradingDecision.currentPrice
-                var stockCode = completeTradingDecision.stockCode
-                println("basePrice $basePrice")
-                val minScore = KisSession.config.getValues(ConfigIndex.MIN_PURCHASE_SCORE_INDEX)
-                var maxBudget = KisSession.config.getValues(ConfigIndex.MAX_BUDGET_INDEX)
-                val buyWeight = KisSession.config.getValues(ConfigIndex.BUY_WEIGHT_INDEX)
-                val baseProfit = KisSession.config.getValues(ConfigIndex.PROFIT_INDEX)
+        // 1. 이미 AI가 결정한 decision과 confidence를 신뢰함
+        if (decision.decision == "BUY") {
+            val minScore = KisSession.config.getValues(ConfigIndex.MIN_PURCHASE_SCORE_INDEX)
 
-                fun resultCheck(completeTradingDecision :TradingDecision) {
-                    val weights = mapOf(
-                        "short" to 0.2,  // 초단기 점수가 낮아도 전체에 미치는 영향 감소
-                        "profit" to 0.4,
-                        "safe" to 0.4    // 중장기 점수 비중 강화
-                    )
+            // AI가 이미 검증한 등급을 사용 (재계산 불필요)
+            val grade = decision.investmentGrade ?: InvestmentGrade.LEVEL_1_SPECULATIVE
 
-                    val totalScore =
-                        ((completeTradingDecision.shortPossible() +  append) * weights["short"]!!) +
-                                ((completeTradingDecision.profitPossible() +  append) * weights["profit"]!!) +
-                                ((completeTradingDecision.safePossible() +  append) * weights["safe"]!!)
+            // 2. 최종 매수 실행
+            val gradeRate = KisSession.config.getValues(grade.allocationRate)
+            val maxBudget = KisSession.config.getValues(ConfigIndex.MAX_BUDGET_INDEX) * gradeRate
+            val calculatedQty = (maxBudget / decision.currentPrice).toInt().coerceAtLeast(1)
 
-                    if (totalScore >= minScore && completeTradingDecision.confidence >= MIN_CONFIDENCE) {
-                        var investmentGrade = completeTradingDecision.investmentGrade ?: InvestmentGrade.LEVEL_1_SPECULATIVE
-
-                        val finalMargin = baseProfit * KisSession.config.getValues(investmentGrade.profitGuide)
-                        println("🚀 [매수 진행] 토탈 스코어: ${String.format("%.1f", totalScore)} -> 종목: ${completeTradingDecision.stockCode}")
-
-                        // basePrice(현재가 혹은 지정가)를 기준으로 매수 가능 수량 산출 (최소 1주 보장)
-                        val gradeRate = KisSession.config.getValues(investmentGrade.allocationRate)
-                        val maxQty = (KisSession.config.getValues(ConfigIndex.MAX_COUNT_INDEX) * gradeRate).roundToInt()
-                        maxBudget = maxBudget * gradeRate
-                        val calculatedQty = if (basePrice > 0) {
-                            (maxBudget / basePrice).toInt().coerceAtLeast(1)
-                        } else {
-                            1
-                        }
-                        // 5. 매수 실행 (계산된 finalMargin 전달)
-                        excuteTrade(
-                            decision = completeTradingDecision,
-                            orderQty = min(calculatedQty, maxQty).toString(),
-                            profitRate1 = finalMargin,
-                            investmentGrade = investmentGrade,
-                        )
-
-                    } else if(totalScore >= (minScore * 0.9) && completeTradingDecision.confidence + append >= (MIN_CONFIDENCE * 0.9)) {
-                        addToReanalysis(RankingStock(mksc_shrn_iscd = completeTradingDecision.stockCode,hts_kor_isnm = completeTradingDecision.stockName))
-                        TradingLogStore.addLog(completeTradingDecision,"RETRY","✋ [관망] 토탈 스코어[$totalScore] 또는 신뢰도[${completeTradingDecision.confidence}] 미달 이나 약간의 오차로 재분석 대기열에 추가")
-                    }  else {
-                        TradingLogStore.addLog(completeTradingDecision,"HOLD","✋ [관망] 토탈 스코어(${String.format("%.1f[${minScore}]", totalScore)}) 또는 신뢰도 (${String.format("%.1f[${MIN_CONFIDENCE}]", completeTradingDecision.confidence)}) 미달")
-                    }
-                }
-                if (completeTradingDecision?.decision?.contains("매수") == true) {
-                    completeTradingDecision.decision = "BUY"
-                }
-                when (completeTradingDecision?.decision) {
-                    "BUY","매수" -> {
-                        append = buyWeight
-                        TradingLogStore.addLog(completeTradingDecision,"BUY","[$stockCode] 매수 추천 : ${completeTradingDecision?.reason}")
-                        resultCheck(completeTradingDecision)
-                    }
-                    "SELL" -> {
-                        TradingLogStore.addLog(completeTradingDecision,"SELL","[$stockCode] 매도 추천 : ${completeTradingDecision?.reason}")
-                        println("[$stockCode] 매도: ${completeTradingDecision?.reason}")
-                    }
-                    "HOLD" -> {
-                        append = 0.0
-                        TradingLogStore.addLog(completeTradingDecision,"HOLD","[$stockCode] 관망 유지 : ${completeTradingDecision?.reason}")
-                        resultCheck(completeTradingDecision)
-                    }
-                    else -> {
-                        append = 0.0
-                        println("[$stockCode] ${completeTradingDecision?.decision} : ${completeTradingDecision?.reason}")
-                    }
-                }
-            }
+            excuteTrade(
+                decision = decision,
+                orderQty = calculatedQty.toString(),
+                profitRate1 = KisSession.config.getValues(ConfigIndex.PROFIT_INDEX) * KisSession.config.getValues(grade.profitGuide),
+                investmentGrade = grade
+            )
+        } else if (decision.confidence >= 60.0) { // 아까운 종목만 재분석
+            addToReanalysis(RankingStock(decision.stockCode, decision.stockName))
         }
     }
-
+}
     val MIN_CONFIDENCE = 60.0  // 최소 신뢰도
     var append = 0.0
 
diff --git a/src/main/kotlin/service/LlamaServerManager.kt b/src/main/kotlin/service/LlamaServerManager.kt
index 477e05b..315d082 100644
--- a/src/main/kotlin/service/LlamaServerManager.kt
+++ b/src/main/kotlin/service/LlamaServerManager.kt
@@ -83,12 +83,12 @@ object LlamaServerManager {
             val cpuCores = Runtime.getRuntime().availableProcessors() // HardwareDetector.getCpuCores()와 동일
             val hasGpu = HardwareDetector.hasNvidiaGpu()
             val ratio = if (isWin) 0.5 else 0.7
-            val optimalThreads = (cpuCores * ratio).toInt().coerceIn(4, 16)
+            val optimalThreads = if(isWin)(cpuCores * ratio).toInt().coerceIn(4, 12) else (cpuCores * ratio).toInt().coerceIn(4, 16)
 
-            var optimalGpuLayers = if ((isWin && hasGpu) || isMacArm) 99 else 4
-            if(HardwareDetector.getCpuName().contains("i7")) {
-                optimalGpuLayers = 0
-            }
+            var optimalGpuLayers = 99 //if ((isWin && hasGpu) || isMacArm) 99 else 4
+//            if(HardwareDetector.getCpuName().contains("i7")) {
+//                optimalGpuLayers = 0
+//            }
             println("🖥️ OS: $os / Arch: $arch")
             println("⚙️ 할당 스레드: $optimalThreads (Core: $cpuCores, Ratio: $ratio)")
             println("🚀 GPU 레이어: $optimalGpuLayers (NVIDIA/MacArm: ${if(optimalGpuLayers == 99) "YES" else "NO"})")
@@ -97,12 +97,14 @@ object LlamaServerManager {
                 binPath,
                 "-m", modelPath,
                 "--port", port.toString(),
-                "-c", if (port == EMBEDDING_PORT) "512" else "8192",
+                "-c", if (port == EMBEDDING_PORT) "2048" else "8192",
                 "-ngl", optimalGpuLayers.toString(),
                 "-t", optimalThreads.toString(),
                 "--embedding",
                 "--mlock",        // RAM 고정으로 스왑 방지
-                "--no-mmap"
+                "--no-mmap",
+
+
             )
             if (port != EMBEDDING_PORT) { // 텍스트 생성용 모델에만 적용
                 command.addAll(listOf(
@@ -112,6 +114,11 @@ object LlamaServerManager {
                     "--cont-batching"
                 ))
             }
+            if (isWin) {
+                command.addAll(listOf(
+                    "--numa", "distribute"
+                ))
+            }
             scope.launch {
                 try {
                     val pb = ProcessBuilder(command)
diff --git a/src/main/resources/bin/win-x64-n/dnnl.dll b/src/main/resources/bin/win-x64-n/dnnl.dll
new file mode 100644
index 0000000..b17cebf
Binary files /dev/null and b/src/main/resources/bin/win-x64-n/dnnl.dll differ
diff --git a/src/main/resources/bin/win-x64-n/ggml-base.dll b/src/main/resources/bin/win-x64-n/ggml-base.dll
index 0bc4978..766443d 100644
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diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-alderlake.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-alderlake.dll
index 5427479..ff1af20 100644
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diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-cannonlake.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-cannonlake.dll
index b56aa68..4fed994 100644
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diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-cascadelake.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-cascadelake.dll
index 705bfa0..d643474 100644
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diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-cooperlake.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-cooperlake.dll
index c9c48dd..9f393dd 100644
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diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-haswell.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-haswell.dll
index 08a1fbf..3b4baf3 100644
Binary files a/src/main/resources/bin/win-x64-n/ggml-cpu-haswell.dll and b/src/main/resources/bin/win-x64-n/ggml-cpu-haswell.dll differ
diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-icelake.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-icelake.dll
index f06a026..1871151 100644
Binary files a/src/main/resources/bin/win-x64-n/ggml-cpu-icelake.dll and b/src/main/resources/bin/win-x64-n/ggml-cpu-icelake.dll differ
diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-ivybridge.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-ivybridge.dll
index 51a7b7c..053e7d6 100644
Binary files a/src/main/resources/bin/win-x64-n/ggml-cpu-ivybridge.dll and b/src/main/resources/bin/win-x64-n/ggml-cpu-ivybridge.dll differ
diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-piledriver.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-piledriver.dll
index 5ca7413..275e2ff 100644
Binary files a/src/main/resources/bin/win-x64-n/ggml-cpu-piledriver.dll and b/src/main/resources/bin/win-x64-n/ggml-cpu-piledriver.dll differ
diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-sandybridge.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-sandybridge.dll
index 446fb11..74d9561 100644
Binary files a/src/main/resources/bin/win-x64-n/ggml-cpu-sandybridge.dll and b/src/main/resources/bin/win-x64-n/ggml-cpu-sandybridge.dll differ
diff --git a/src/main/resources/bin/win-x64-n/ggml-cpu-sapphirerapids.dll b/src/main/resources/bin/win-x64-n/ggml-cpu-sapphirerapids.dll
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