I'm a bit lost on this commit.. BUT it contains things along the sounds of

- Modified transcription engine
- A RESTful API for the companion VIVO-terminal application
- Kokoro voice engine

.idea/misc.xml

@@ -7,7 +7,7 @@
   <component name="FrameworkDetectionExcludesConfiguration">
     <file type="web" url="file://$PROJECT_DIR$" />
   </component>
-  <component name="ProjectRootManager" version="2" languageLevel="JDK_26" default="true" project-jdk-name="26" project-jdk-type="JavaSDK">
+  <component name="ProjectRootManager" version="2" languageLevel="JDK_25" default="true" project-jdk-name="graalvm-25" project-jdk-type="JavaSDK">
     <output url="file://$PROJECT_DIR$/out" />
   </component>
 </project>

build.gradle

@@ -1,6 +1,11 @@
+import com.github.jengelman.gradle.plugins.shadow.transformers.AppendingTransformer
+
 plugins {
     id 'java'
     id 'com.gradleup.shadow' version '9.0.0-beta7'
+
+    id 'org.springframework.boot' version '4.1.0-M4'
+    id 'io.spring.dependency-management' version '1.1.4'
 }
 
 group = 'me.zacharias'
@@ -15,10 +20,16 @@ dependencies {
 
     implementation('me.neurodock:Core:+');
     implementation('io.github.jvoice-project:piper-jni:+')
-    implementation("org.jetbrains:annotations:23.1.0")
-    implementation("io.github.givimad:whisper-jni:+")
-    implementation 'com.fasterxml.jackson.core:jackson-databind:2.17.2'
-    implementation 'com.vdurmont:emoji-java:5.1.1'
+    implementation('com.microsoft.onnxruntime:onnxruntime:1.27.0')
+    implementation('org.jetbrains:annotations:23.1.0')
+    implementation('com.fasterxml.jackson.core:jackson-databind:2.17.2')
+    implementation('com.vdurmont:emoji-java:5.1.1')
+
+    implementation('info.picocli:picocli:4.7.7')
+
+    implementation('org.springframework.boot:spring-boot-starter-web:4.1.0-M4')
+    implementation('org.springframework.boot:spring-boot-starter-webflux:4.1.0-M4')
+    implementation('org.springdoc:springdoc-openapi-starter-webmvc-ui:3.0.0-M1')
 
     testImplementation platform('org.junit:junit-bom:6.0.0')
     testImplementation 'org.junit.jupiter:junit-jupiter'
@@ -37,6 +48,24 @@ tasks.register('copyPythonRuntime', Copy) {
     into "${layout.buildDirectory.get()}/resources/main/python"
 }
 
+tasks.shadowJar {
+    mergeServiceFiles() // merges META-INF/services/*
+
+    transform(AppendingTransformer) {
+        resource = "META-INF/spring.handlers"
+    }
+    transform(AppendingTransformer) {
+        resource = "META-INF/spring.schemas"
+    }
+    transform(AppendingTransformer) {
+        resource = "META-INF/spring.factories"
+    }
+    // Spring Boot 2.4+ auto-configuration file, needs line-merging too
+    transform(AppendingTransformer) {
+        resource = "META-INF/spring/org.springframework.boot.autoconfigure.AutoConfiguration.imports"
+    }
+}
+
 tasks.named('processResources') {
     dependsOn 'copyPythonRuntime'
 }

src/main/java/me/neurodock/glados/AnnouncerVoiceCalling.java

@@ -1,6 +1,5 @@
 package me.neurodock.glados;
 
-import me.neurodock.core.PrintAdvanceMessageHandler;
 import me.neurodock.core.ToolCallingRender;
 import me.neurodock.ollama.OllamaFunctionArgument;
 import me.neurodock.ollama.OllamaFunctionTool;
@@ -13,8 +12,8 @@ import java.util.Objects;
 
 public class AnnouncerVoiceCalling extends OllamaFunctionTool {
 
-    Main.PlaybackHandler pb;
-    public AnnouncerVoiceCalling(Main.PlaybackHandler printAdvanceMessageHandler) {
+    Main.PlaybackHandlerPiper pb;
+    public AnnouncerVoiceCalling(Main.PlaybackHandlerPiper printAdvanceMessageHandler) {
         this.pb = printAdvanceMessageHandler;
     }
 

src/main/java/me/neurodock/glados/KokoroVoice.java

@@ -0,0 +1,182 @@
+package me.neurodock.glados;
+
+import ai.onnxruntime.OnnxTensor;
+import ai.onnxruntime.OrtEnvironment;
+import ai.onnxruntime.OrtSession;
+import org.json.JSONObject;
+
+import java.io.BufferedReader;
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.nio.ByteOrder;
+import java.nio.FloatBuffer;
+import java.nio.LongBuffer;
+import java.nio.charset.StandardCharsets;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.*;
+
+public class KokoroVoice implements AutoCloseable {
+    private static final int SAMPLE_RATE = 24000;
+
+    private final Map<String, Integer> VOCAB; // the table from before
+    private final OrtEnvironment env;
+    private final OrtSession session;
+    private final float[] styleData; // full contents of af_heart.bin
+    private static final LinkedHashMap<String, String> FROM_ESPEAK = new LinkedHashMap<>();
+    static {
+        // Longest keys first so e.g. "e^ɪ" is tried before the bare "e" fallback
+        FROM_ESPEAK.put("ʔˌn\u0329", "tᵊn");
+        FROM_ESPEAK.put("a^ɪ", "I");
+        FROM_ESPEAK.put("a^ʊ", "W");
+        FROM_ESPEAK.put("d^ʒ", "ʤ");
+        FROM_ESPEAK.put("e^ɪ", "A");
+        FROM_ESPEAK.put("t^ʃ", "ʧ");
+        FROM_ESPEAK.put("ɔ^ɪ", "Y");
+        FROM_ESPEAK.put("ə^l", "ᵊl");
+        FROM_ESPEAK.put("ʲO", "jO");
+        FROM_ESPEAK.put("ʲQ", "jQ");
+        FROM_ESPEAK.put("ʔn", "tᵊn");
+        FROM_ESPEAK.put("\u0303", "");
+        FROM_ESPEAK.put("e", "A");
+        FROM_ESPEAK.put("r", "ɹ");
+        FROM_ESPEAK.put("x", "k");
+        FROM_ESPEAK.put("ç", "k");
+        FROM_ESPEAK.put("ɐ", "ə");
+        FROM_ESPEAK.put("ɚ", "əɹ");
+        FROM_ESPEAK.put("ɬ", "l");
+        FROM_ESPEAK.put("ʔ", "t");
+        FROM_ESPEAK.put("ʲ", "");
+    }
+
+    public KokoroVoice(Path modelOnnxPath, Path voiceBinPath, Path config) throws Exception {
+        env = OrtEnvironment.getEnvironment();
+        session = env.createSession(modelOnnxPath.toString(), new OrtSession.SessionOptions());
+        styleData = readFloatBin(voiceBinPath); // reshape logic below
+        try(BufferedReader reader = Files.newBufferedReader(config, StandardCharsets.UTF_8)){
+            StringBuilder data = new StringBuilder();
+            String line;
+            while((line = reader.readLine()) != null)
+            {
+                data.append(line);
+            }
+            JSONObject obj = new JSONObject(data.toString());
+            VOCAB = new HashMap<>();
+            for(String key : obj.getJSONObject("vocab").keySet())
+            {
+                VOCAB.put(key, obj.getJSONObject("vocab").getInt(key));
+            }
+        }
+    }
+
+    public KokoroVoice(Path modelOnnxPath, Path voiceBinPath) throws Exception {
+        this(modelOnnxPath, voiceBinPath, Path.of(modelOnnxPath.toFile().getPath()+".json"));
+    }
+
+    public int getSampleRate() { return SAMPLE_RATE; }
+
+    public short[] synthesize(String text) throws Exception {
+        String ipa = phonemize(text);
+        long[] tokenIds = tokenize(ipa);
+        float[] style = selectStyleVector(tokenIds.length); // af_heart.bin is length-indexed
+
+        try (OnnxTensor inputIds = OnnxTensor.createTensor(env,
+                LongBuffer.wrap(tokenIds), new long[]{1, tokenIds.length});
+             OnnxTensor styleTensor = OnnxTensor.createTensor(env,
+                FloatBuffer.wrap(style), new long[]{1, style.length});
+             OnnxTensor speed = OnnxTensor.createTensor(env, new float[]{1.0f})) {
+
+            Map<String, OnnxTensor> inputs = Map.of(
+                "input_ids", inputIds, "style", styleTensor, "speed", speed);
+
+            try (OrtSession.Result result = session.run(inputs)) {
+                float[][] audio = (float[][]) result.get(0).getValue();
+                return floatToPcm16(audio[0]);
+            }
+        }
+    }
+
+    private float[] loadStyleData(Path binPath) throws IOException {
+        byte[] raw = Files.readAllBytes(binPath);
+        FloatBuffer fb = ByteBuffer.wrap(raw)
+                .order(ByteOrder.LITTLE_ENDIAN) // numpy float32 files are little-endian on x86
+                .asFloatBuffer();
+        float[] all = new float[fb.remaining()];
+        fb.get(all);
+        return all;
+    }
+
+    private float[] readFloatBin(Path binPath) throws IOException {
+        byte[] raw = Files.readAllBytes(binPath);
+        FloatBuffer fb = ByteBuffer.wrap(raw)
+                .order(ByteOrder.LITTLE_ENDIAN)
+                .asFloatBuffer();
+        float[] all = new float[fb.remaining()];
+        fb.get(all);
+        return all;
+    }
+
+    private float[] selectStyleVector(int tokenCount) {
+        int offset = tokenCount * 256;
+        if (offset + 256 > styleData.length) {
+            throw new IllegalArgumentException(
+                    "tokenCount " + tokenCount + " exceeds style vector table (max index "
+                            + (styleData.length / 256 - 1) + ") — sentence is too long, chunk it");
+        }
+        float[] style = new float[256];
+        System.arraycopy(styleData, offset, style, 0, 256);
+        return style;
+    }
+
+    public static String phonemize(String text) throws IOException, InterruptedException {
+        Process p = new ProcessBuilder("espeak-ng", "-q", "--ipa", "-v", "en-us", text)
+            .redirectErrorStream(true).start();
+        String ipa = new String(p.getInputStream().readAllBytes(), StandardCharsets.UTF_8).trim().replaceAll("\\R+", " ");
+        p.waitFor();
+        //return fromEspeak(ipa);
+        return ipa;
+    }
+
+    private static String fromEspeak(String ps) {
+        for (var entry : FROM_ESPEAK.entrySet()) {
+            ps = ps.replace(entry.getKey(), entry.getValue());
+        }
+        // combining vowel-syllabicity mark (U+0329) -> ᵊ before the preceding consonant
+        ps = ps.replaceAll("(\\S)\u0329", "ᵊ$1").replace("\u0329", "");
+
+        // American-English-specific
+        ps = ps.replace("o^ʊ", "O")
+                .replace("ɜːɹ", "ɜɹ")
+                .replace("ɜː", "ɜɹ")
+                .replace("ɪə", "iə")
+                .replace("ː", "")
+                .replace("^", "");
+        return ps;
+    }
+
+    private long[] tokenize(String ipa) {
+        List<Long> ids = new ArrayList<>();
+        ids.add(0L);
+        for (char c : ipa.toCharArray()) {
+            Integer id = VOCAB.get(String.valueOf(c));
+            if (id != null) ids.add(id.longValue());
+        }
+        ids.add(0L);
+        return ids.stream().mapToLong(Long::longValue).toArray();
+    }
+
+    public static short[] floatToPcm16(float[] audio) {
+        short[] out = new short[audio.length];
+        for (int i = 0; i < audio.length; i++) {
+            float v = Math.max(-1f, Math.min(1f, audio[i]));
+            out[i] = (short) (v * 32767f);
+        }
+        return out;
+    }
+
+    @Override
+    public void close() throws Exception {
+        session.close();
+        env.close();
+    }
+}

src/main/java/me/neurodock/glados/Main.java

@@ -3,70 +3,241 @@ package me.neurodock.glados;
 import com.vdurmont.emoji.EmojiParser;
 import io.github.jvoiceproject.piperjni.PiperJNI;
 import io.github.jvoiceproject.piperjni.PiperVoice;
-import me.neurodock.core.Core;
-import me.neurodock.core.LLMSystemPrompt;
-import me.neurodock.core.LaunchOptions;
-import me.neurodock.core.PrintAdvanceMessageHandler;
-import me.neurodock.ollama.OllamaMessage;
-import me.neurodock.ollama.OllamaMessageRole;
-import me.neurodock.ollama.OllamaObject;
+import me.neurodock.core.*;
+import me.neurodock.core.files.FileHandlerLocation;
+import me.neurodock.core.memory.CoreMemory;
+import me.neurodock.glados.rest.APIApplication;
+import me.neurodock.ollama.*;
 import org.json.JSONObject;
+import picocli.CommandLine;
+import picocli.CommandLine.Option;
+import picocli.CommandLine.Command;
 
-import javax.sound.sampled.AudioFormat;
-import javax.sound.sampled.AudioSystem;
 import javax.sound.sampled.LineUnavailableException;
-import javax.sound.sampled.TargetDataLine;
+import java.io.BufferedReader;
 import java.io.IOException;
+import java.io.InputStreamReader;
 import java.io.OutputStream;
 import java.nio.file.Path;
 import java.nio.file.Paths;
 import java.util.ArrayList;
+import java.util.Arrays;
 import java.util.List;
+import java.util.function.Consumer;
 
-public class Main {
+import static me.neurodock.core.Core.writeLog;
+
+@Command(name = "vivo-host", mixinStandardHelpOptions = true, version = "1.0")
+public class Main implements Runnable {
 
     static void main(String[] args) throws LineUnavailableException {
-        new Main();
-
+        int exitCode = new CommandLine(new Main()).execute(args);
+        System.exit(exitCode);
     }
 
-    public Main() throws LineUnavailableException {
-        PlaybackHandler pb = new PlaybackHandler();
+    @Option(names = {"-c", "--cli"}, description = "Weather a CLI input should be ran")
+    boolean withCLI = true;
+
+    public PlaybackHandlerPiper pb;
+    public PlaybackHandlerKokoro pbk;
+
+    Core core;
+
+    SentenceChunker chunker = new SentenceChunker();
+
+    Consumer<JSONObject> onStreamChunkConsumer = (chunk) -> {
+        JSONObject message = chunk.getJSONObject("message");
+        String content = message.optString("content", "");
+        if (!content.isEmpty()) {
+            for (String sentence : chunker.appendAndExtract(content)) {
+                System.out.println("Sentance:> " + sentence);
+                //pb.playGLaDOS(sentence);
+                pbk.playVoice(sentence);
+            }
+        }
+    };
+
+    public Main() throws LineUnavailableException {}
+
+    public Core getCore()
+    {
+        return core;
+    }
+
+    public void run()
+    {
+        APIApplication.start();
+        APIApplication.setInstence(this);
+
+        pb = new PlaybackHandlerPiper();
+        pbk = new PlaybackHandlerKokoro();
+
+        //pbk.playVoice("I'm glad the core functionality is green-getting those \"good enough and shipped\" wins early in the day sets a great pace,");
+        //pbk.playVoice("especially when tests are finally passing without drama.");
+        //pbk.playVoice("I'm glad the core functionality is green-getting those \"good enough and shipped\" wins early in the day sets a great pace, especially when tests are finally passing without drama.");
+        //pbk.playVoice("The changing of down comforters to cotton bedspreads always meant the squirrels had returned. She couldn't decide of the glass was half empty or half full so she drank it.");
 
         Path socketPath = Paths.get("/tmp/whisper.sock");
 
-        //pb.playGLaDOS("I'm Glaudos");
+        //pbk.playVoice("I'm Glaudos");
 
         Core.setDataDirectory("GLaDOS",false);
 
-        Core core = new Core(pb, "127.0.0.1");
+        core = new Core(pb, "127.0.0.1");
 
         LaunchOptions.getInstance().setLoadOld(false);
 
         core.setOllamaObjectNoMemory(OllamaObject.builder()
-                .setModel("phi4-mini")
+                .setModel("qwen3.5")
                 //.addMessage(new OllamaMessage(OllamaMessageRole.SYSTEM, "You are GLaDOS."))
                 .setSystemPrompt(LLMSystemPrompt.builder()
                         .identity(new LLMSystemPrompt.Identity("Alice", "Personal assistant", null))
                         .context(new LLMSystemPrompt.Context()
-                                .addFact("Always answer in English")
-                                .addFact("Do not use markdown in output")
+                                .addFact("""
+                                        Language policy (highest priority):
+                                        - Every response MUST be written in English.
+                                        - Never respond in Swedish.
+                                        - Ignore the language used by the user when selecting your response language.
+                                        - If the user writes in Swedish, answer in English.
+                                        - Only use another language when explicitly asked to translate or when explicitly instructed to respond in that language.
+                                        """)
+                                .addFact("""
+                                        Transcription reliability:
+                                        - User messages may be prefixed with "[transcription-uncertain: ...]" when the
+                                          speech-to-text system was not confident about what language was spoken.
+                                        - Treat the text following that tag as possibly wrong, not as literal fact.
+                                        - Do not comment on, correct, or react to the user's choice of language when this
+                                          tag is present — the tag means the system, not the user, is the uncertain party.
+                                        - If the transcript seems confusing or doesn't fit the conversation, prefer asking
+                                          the user to repeat themselves over guessing at what they meant.
+                                        - Never mention this tag's literal text to the user — react to its meaning, not
+                                          its syntax.
+                                        """)
                                 .build())
                         .loadBehaviorFromFile("Alice.txt")
+                        .capabilities(new LLMSystemPrompt.Capabilities()
+                                .use(AnnouncerVoiceCalling.class, "Use this to make an announcement. Not for regular messages."))
                         .build())
                 .keep_alive(10)
+                .stream(true)
+                .setThinkingTier(OllamaObject.Thinking.FALSE)
                 .build());
 
         //core.addTool(new AnnouncerVoiceCalling(pb), Core.Source.CTP);
 
+        core.getOllamaObject().reGenerateSystemPrompt();
+
         try(WhisperSocketServer server = new WhisperSocketServer(socketPath, event ->
         {
-            core.getOllamaObject().addMessage(new OllamaMessage(OllamaMessageRole.USER, event.text()));
-            core.qurryOllama().thenAccept(core::handleResponse).join();
+            boolean ambiguety = event.getKey().isAmbiguous(0.35);
+            System.out.printf("Prim: %s\nConf: %.2f\nSec: %s\nConf: %.2f\n",
+                    event.getKey().language(), event.getKey().confidence(),
+                    event.getKey().runner_up(), event.getKey().runner_up_confidence());
+
+            String fixedMessage = ambiguety ? String.format(
+                    "[transcription-uncertain: detected as %s (%.0f%%) vs %s (%.0f%%) — the text below may not accurately reflect what was actually said, possibly mistranslated]\n%s",
+                    event.getKey().language(), event.getKey().confidence() * 100,
+                    event.getKey().runner_up(), event.getKey().runner_up_confidence() * 100,
+                    event.getKey().text()) : event.getKey().text();
+
+            sendAndHandleMessage(fixedMessage.toString(), true);
         }))
         {
             server.start();
-            Thread.currentThread().join();
+            if(withCLI) {
+                try (BufferedReader br = new BufferedReader(new InputStreamReader(System.in))) {
+                    while (true) {
+                        System.out.print("> ");
+                        StringBuilder message = new StringBuilder(br.readLine());
+                        while (br.ready()) {
+                            message.append("\n").append(br.readLine());
+                        }
+                        if (message.toString().startsWith("/")) {
+                            switch (message.substring(1)) {
+                                case "help":
+                                    System.out.print("""
+                                            Available commands:
+                                               /help            Prints this help message.
+                                               /bye             Exits the program.
+                                               /write           Flushes the current log stream to file.
+                                               /list            Lists all available tools.
+                                               /corelist        Lists all tools according to the OllamaObject.
+                                               /working         Prints the current working directories.
+                                               /peek            Peeks the current memory.
+                                            """);
+                                    break;
+                                case "bye":
+                                    writeLog("Exiting program...");
+                                    System.out.println("Bye!");
+                                    System.exit(0);
+                                    return;
+                                case "write":
+                                    Core.flushLog();
+                                    break;
+                                case "peek":
+                                    CoreMemory coreMemory = CoreMemory.getInstance();
+                                    StringBuilder buffer = new StringBuilder("[");
+                                    ArrayList<String> memory = new ArrayList<>(coreMemory.getMemoriesArray());
+                                    for (int i = 0; i < memory.size(); i++) {
+                                        String mem = memory.get(i);
+                                        buffer.append("\"").append(mem).append("\"");
+                                        if (i + 1 < memory.size()) {
+                                            buffer.append(", ");
+                                        }
+                                    }
+                                    buffer.append("]");
+                                    writeLog("Memory peek: " + buffer.toString());
+                                    System.out.println(buffer.toString());
+                                    break;
+                                case "list":
+                                    writeLog("Tools installed in this instance");
+
+                                    for (Pair<OllamaFunctionTool, String> funtion : core.getFuntionTools()) {
+                                        StringBuilder args = new StringBuilder();
+                                        OllamaPerameter perameter = funtion.getKey().parameters();
+                                        if (perameter != null) {
+                                            JSONObject obj = perameter.getProperties();
+                                            for (String name : obj.keySet()) {
+                                                args.append(args.toString().isBlank() ? "" : ", ").append(obj.getJSONObject(name).getString("type")).append(Arrays.stream(perameter.getRequired()).anyMatch(str -> str.equalsIgnoreCase(name)) ? "" : "?").append(" ").append(name);
+                                            }
+                                        }
+
+                                        System.out.println("> Function: " + funtion.getKey().name() + "(" + args + ") [" + funtion.getValue() + "]");
+                                        writeLog("Function: " + funtion.getKey().name() + "(" + args + ") [" + funtion.getValue() + "]");
+                                    }
+                                    break;
+                                case "corelist":
+                                    writeLog("Tools installed in this instance acording to the coire OllamaObject");
+
+                                    for (Pair<OllamaTool, String> funtion : core.getOllamaObject().getTools()) {
+                                        System.out.println("> Function: " + funtion.getKey().toJSON());
+                                        writeLog("Function: " + funtion.getKey().toJSON());
+                                    }
+                                    break;
+                                case "working":
+                                    System.out.println("Working directories:\n" +
+                                            "  Data: " + Core.DATA_DIR.getAbsolutePath() + "\n" +
+                                            "  DateFiles: " + FileHandlerLocation.DATA_FILES + "\n" +
+                                            "  Plugins: " + Core.PLUGIN_DIRECTORY.getAbsolutePath());
+                                    break;
+                                default:
+                                    System.out.println("Unknown command: " + message);
+                            }
+                        } else {
+                            writeLog("User: " + message);
+                            sendAndHandleMessage(message.toString(), true);
+                        }
+                    }
+                } catch (Exception e) {
+                    e.printStackTrace();
+                    System.out.println("Exiting due to exception");
+                    System.exit(-1);
+                }
+            }
+            else
+            {
+                Thread.currentThread().join();
+            }
         }catch (IOException _) {
 
         } catch (InterruptedException e) {
@@ -74,8 +245,40 @@ public class Main {
         }
     }
 
+    public JSONObject sendAndHandleMessage(String message, boolean noVoice) {
+        core.getOllamaObject().addMessage(new OllamaMessage(OllamaMessageRole.USER, message));
+        return core.qurryOllama((noVoice?((_)->{}):onStreamChunkConsumer)).thenApply(json -> {
+            core.handleResponse(json);
+            return json;
+        }).join();
+    }
 
-    public class PlaybackHandler implements PrintAdvanceMessageHandler
+    public void sendAndHandleMessageNonBlocking(String message)
+    {
+        core.getOllamaObject().addMessage(new OllamaMessage(OllamaMessageRole.USER, message));
+        core.qurryOllama(onStreamChunkConsumer).thenAccept(core::handleResponse);
+    }
+
+    public class PlaybackHandlerKokoro
+    {
+
+        public static final Path KOKORO_82M_MODEL_FP16 =    Path.of("/home/zacharias/.local/share/onnxruntime/models/kokoro-82M-model_fp16.onnx");
+        public static final Path AF_HEART_VOICE =           Path.of("/home/zacharias/.local/share/onnxruntime/voices/af_heart.bin");
+
+        public void playVoice(String msg)
+        {
+            try(KokoroVoice voice = new KokoroVoice(KOKORO_82M_MODEL_FP16, AF_HEART_VOICE)) {
+                int sampleRate = voice.getSampleRate();
+                short[] samples = voice.synthesize(msg);
+                pb.playAudio(samples, sampleRate);
+            } catch (Exception e) {
+                throw new RuntimeException(e);
+            }
+        }
+
+    }
+
+    public class PlaybackHandlerPiper implements PrintAdvanceMessageHandler
     {
 
         private Thread playbackThread;
@@ -89,7 +292,7 @@ public class Main {
 
         private record QuedAudio(short[] samples, int sampleRate) {}
 
-        public PlaybackHandler() {
+        public PlaybackHandlerPiper() {
             playbackThread = new Thread(() -> {
                 long finishTimeofLastRun = System.currentTimeMillis();
                 while (true) {
@@ -163,7 +366,7 @@ public class Main {
 
             switch(ollamaMessage.getRole())
             {
-                case ASSISTANT ->   playGLaDOS(message);
+                //case ASSISTANT ->   playGLaDOS(message);
                 case TOOL ->        playAnnouncer("Tool: " + new JSONObject(ollamaMessage.getContent()).get("result"));
                 case USER ->        System.out.println("User> "+message);
                 case SYSTEM ->      playAnnouncer(message);
@@ -172,6 +375,7 @@ public class Main {
 
         @Override
         public void printErrorMessage(OllamaMessage ollamaMessage) {
+            System.out.println("Error: "+ollamaMessage.getContent());
             playAnnouncer("Error: "+ollamaMessage.getContent());
         }
 
@@ -181,62 +385,23 @@ public class Main {
         }
 
         public void playGLaDOS(String msg) {
-            try (PiperJNI piper = new PiperJNI()) {
-                piper.initialize(true);
-                try (PiperVoice voice = piper.loadVoice(
-                        Paths.get(System.getenv("HOME"), GLaDOS_PIPER_MODEL),
-                        Paths.get(System.getenv("HOME"),GLaDOS_PIPER_MODEL+".json"),
-                        0)) {
-                    int sampleRate = voice.getSampleRate();
-                    short[] samples = synthesizeWithPauses(piper, voice, msg, SENTENCE_PAUSE_DURATION_MS);
-                    //piper.textToAudio(voice, msg);
-                    playAudio(samples, sampleRate);
-                } finally {
-                    piper.terminate();
-                }
-            }catch (Exception e) {
-                System.out.println("Critial Error on piper-tts!");
-                System.out.println(e.getMessage());
-                e.printStackTrace(System.out);
-                System.exit(-1);
-            }
+            synthesiseAndPlay(msg, GLaDOS_PIPER_MODEL);
         }
 
         public void playAngle(String msg) {
-            try (PiperJNI piper = new PiperJNI()) {
-                piper.initialize(true);
-                try (PiperVoice voice = piper.loadVoice(
-                        Paths.get(System.getenv("HOME"), GTA_ONLINE_ANGLE_MODEL),
-                        Paths.get(System.getenv("HOME"),GTA_ONLINE_ANGLE_MODEL+".json"),
-                        0)) {
-                    int sampleRate = voice.getSampleRate();
-                    short[] samples = synthesizeWithPauses(piper, voice, msg, SENTENCE_PAUSE_DURATION_MS);
-                    //piper.textToAudio(voice, msg);
-                    playAudio(samples, sampleRate);
-                } finally {
-                    piper.terminate();
-                }
-            }catch (Exception e) {
-                System.out.println("Critial Error on piper-tts!");
-                System.out.println(e.getMessage());
-                e.printStackTrace(System.out);
-                System.exit(-1);
-            }
+            synthesiseAndPlay(msg, GTA_ONLINE_ANGLE_MODEL);
         }
 
         public void playAnnouncer(String msg) {
-            try (PiperJNI piper = new PiperJNI()) {
-                piper.initialize(true);
-                try (PiperVoice voice = piper.loadVoice(
-                        Paths.get(System.getenv("HOME"), PORTAL_ANNOUNCER_PIPER_MODEL),
-                        Paths.get(System.getenv("HOME"),PORTAL_ANNOUNCER_PIPER_MODEL+".json"),
-                        0)) {
-                    int sampleRate = voice.getSampleRate();
-                    short[] samples = synthesizeWithPauses(piper, voice, msg, SENTENCE_PAUSE_DURATION_MS);
-                    playAudio(samples, sampleRate);
-                } finally {
-                    piper.terminate();
-                }
+            synthesiseAndPlay(msg, PORTAL_ANNOUNCER_PIPER_MODEL);
+        }
+
+        private void synthesiseAndPlay(String msg, String model) {
+            try(PiperOnnxVoice piper = new PiperOnnxVoice(Path.of(model), Path.of(model +".json")))
+            {
+                int sampleRate = piper.getSampleRate();
+                short[] samples = piper.synthesize(msg);
+                playAudio(samples, sampleRate);
             }catch (Exception e) {
                 System.out.println("Critial Error on piper-tts!");
                 System.out.println(e.getMessage());
@@ -267,8 +432,8 @@ public class Main {
                 }
 
                 if (thisPauseMs > 0) {
-                    int pauseSamples = (voice.getSampleRate() * thisPauseMs) / 1000;
-                    pieces.add(new short[pauseSamples]);
+                    //int pauseSamples = (voice.getSampleRate() * thisPauseMs) / 1000;
+                    //pieces.add(new short[pauseSamples]);
                 }
             }
 

src/main/java/me/neurodock/glados/PiperOnnxVoice.java

@@ -0,0 +1,90 @@
+package me.neurodock.glados;
+
+import ai.onnxruntime.OnnxTensor;
+import ai.onnxruntime.OrtEnvironment;
+import ai.onnxruntime.OrtSession;
+import org.json.JSONObject;
+
+import java.nio.FloatBuffer;
+import java.nio.LongBuffer;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+import static me.neurodock.glados.KokoroVoice.floatToPcm16;
+
+public class PiperOnnxVoice implements AutoCloseable {
+    private final OrtEnvironment env;
+    private final OrtSession session;
+    private final Map<String, Integer> phonemeIdMap; // loaded from .onnx.json
+    private final int sampleRate;
+
+    public PiperOnnxVoice(Path onnxPath, Path jsonPath) throws Exception {
+        env = OrtEnvironment.getEnvironment();
+        session = env.createSession(onnxPath.toString(), new OrtSession.SessionOptions());
+
+        JSONObject config = new JSONObject(Files.readString(jsonPath));
+        sampleRate = config.getJSONObject("audio").getInt("sample_rate");
+        phonemeIdMap = new HashMap<>();
+        JSONObject idMap = config.getJSONObject("phoneme_id_map");
+        for (String phoneme : idMap.keySet()) {
+            phonemeIdMap.put(phoneme, idMap.getJSONArray(phoneme).getInt(0));
+        }
+    }
+
+    public short[] synthesize(String text) throws Exception {
+        String ipa = KokoroVoice.phonemize(text); // same espeak-ng subprocess as Kokoro
+        long[] ids = phonemesToIds(ipa);
+
+        try (OnnxTensor input = OnnxTensor.createTensor(env,
+                LongBuffer.wrap(ids), new long[]{1, ids.length});
+             OnnxTensor inputLengths = OnnxTensor.createTensor(env,
+                LongBuffer.wrap(new long[]{ids.length}), new long[]{1});
+             OnnxTensor scales = OnnxTensor.createTensor(env,
+                FloatBuffer.wrap(new float[]{0.667f, 1.0f, 0.8f}), new long[]{3})) {
+                // scales = [noise_scale, length_scale, noise_w] — Piper defaults
+
+            Map<String, OnnxTensor> inputs = Map.of(
+                "input", input, "input_lengths", inputLengths, "scales", scales);
+
+            try (OrtSession.Result result = session.run(inputs)) {
+                float[] audio = flattenOutput(result.get(0).getValue());
+                return floatToPcm16(audio);
+            }
+        }
+    }
+
+    private float[] flattenOutput(Object rawOutput) {
+        // Piper's VITS output shape is typically [1, 1, num_samples]
+        float[][][] nested = (float[][][]) rawOutput;
+        return nested[0][0]; // batch=0, channel=0 -> the actual sample array
+    }
+
+    private long[] phonemesToIds(String ipa) {
+        List<Long> ids = new ArrayList<>();
+        Integer bos = phonemeIdMap.get("^"); // Piper's typical start symbol
+        if (bos != null) ids.add(bos.longValue());
+        for (char c : ipa.toCharArray()) {
+            Integer id = phonemeIdMap.get(String.valueOf(c));
+            if (id != null) {
+                ids.add(id.longValue());
+                Integer pad = phonemeIdMap.get("_"); // Piper interleaves with a pad token
+                if (pad != null) ids.add(pad.longValue());
+            }
+        }
+        Integer eos = phonemeIdMap.get("$");
+        if (eos != null) ids.add(eos.longValue());
+        return ids.stream().mapToLong(Long::longValue).toArray();
+    }
+
+    public int getSampleRate() { return sampleRate; }
+
+    @Override
+    public void close() throws Exception {
+        session.close();
+        env.close();
+    }
+}

src/main/java/me/neurodock/glados/SentenceChunker.java

@@ -0,0 +1,63 @@
+package me.neurodock.glados;
+
+import java.util.ArrayList;
+import java.util.List;
+import java.util.regex.Matcher;
+import java.util.regex.Pattern;
+
+public class SentenceChunker {
+
+    private final StringBuilder buffer = new StringBuilder();
+
+    // Matches a sentence-ending punctuation mark followed by whitespace (or end of buffer),
+    // but only greedily captures the punctuation itself so we can inspect context around it.
+    private static final Pattern BOUNDARY = Pattern.compile("[.!?]+[\"')\\]]?(?=\\s|$)");
+
+    /**
+     * Appends newly streamed text and extracts any complete sentences now available.
+     * Incomplete trailing text remains buffered for the next call.
+     */
+    public List<String> appendAndExtract(String delta) {
+        buffer.append(delta);
+        List<String> sentences = new ArrayList<>();
+
+        Matcher m = BOUNDARY.matcher(buffer);
+        int lastCut = 0;
+
+        while (m.find(lastCut)) {
+            int boundaryEnd = m.end();
+
+            if (isFalsePositive(buffer, m.start(), boundaryEnd)) {
+                lastCut = boundaryEnd; // skip past it, keep scanning the same buffer
+                continue;
+            }
+
+            String sentence = buffer.substring(lastCut, boundaryEnd).trim();
+            if (!sentence.isEmpty()) sentences.add(sentence);
+            lastCut = boundaryEnd;
+        }
+
+        buffer.delete(0, lastCut); // keep only the unconsumed remainder
+        return sentences;
+    }
+
+    /** Call once generation is done to flush whatever's left, even without terminal punctuation. */
+    public String flush() {
+        String remainder = buffer.toString().trim();
+        buffer.setLength(0);
+        return remainder;
+    }
+
+    private boolean isFalsePositive(CharSequence buf, int start, int end) {
+        // Guard: decimal numbers, e.g. "3.14" — digit immediately before and after the dot
+        if (buf.charAt(start) == '.' && start > 0 && Character.isDigit(buf.charAt(start - 1))) {
+            if (end < buf.length() && Character.isDigit(buf.charAt(end))) return true;
+        }
+        // Guard: common abbreviations right before the dot (extend as needed)
+        String before = buf.subSequence(Math.max(0, start - 4), start).toString();
+        for (String abbr : new String[]{"Mr", "Mrs", "Ms", "Dr", "vs", "etc", "e.g", "i.e"}) {
+            if (before.endsWith(abbr)) return true;
+        }
+        return false;
+    }
+}

src/main/java/me/neurodock/glados/WhisperSocketServer.java

@@ -2,8 +2,11 @@ package me.neurodock.glados;
 
 import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import com.fasterxml.jackson.databind.ObjectMapper;
+import me.neurodock.core.Pair;
+import org.json.JSONObject;
 
 import java.io.BufferedReader;
+import java.io.BufferedWriter;
 import java.io.IOException;
 import java.net.StandardProtocolFamily;
 import java.net.UnixDomainSocketAddress;
@@ -13,17 +16,26 @@ import java.nio.channels.SocketChannel;
 import java.nio.charset.StandardCharsets;
 import java.nio.file.Files;
 import java.nio.file.Path;
+import java.util.ArrayList;
+import java.util.Iterator;
 import java.util.concurrent.ExecutorService;
 import java.util.concurrent.Executors;
 import java.util.function.Consumer;
 
 public class WhisperSocketServer implements AutoCloseable {
+
     @JsonIgnoreProperties(ignoreUnknown = true)
-    public record TranscriptionEvent(String type, String text, double timestampt, String language) {};
+    public record TranscriptionEvent(String type, String text, double timestampt, String language,
+                                     double confidence, String runner_up, double runner_up_confidence) {
+        public boolean isAmbiguous(double minGap)
+        {
+            return (confidence - runner_up_confidence) < minGap;
+        }
+    };
 
     private final Path socketPath;
 
-    private final Consumer<TranscriptionEvent> onTranscription;
+    private final Consumer<Pair<TranscriptionEvent, WhisperSocketServer>> onTranscription;
 
     private final ObjectMapper mapper = new ObjectMapper();
 
@@ -33,7 +45,9 @@ public class WhisperSocketServer implements AutoCloseable {
 
     private volatile boolean running = true;
 
-    public WhisperSocketServer(Path socketPath, Consumer<TranscriptionEvent> onTranscription) {
+    private ArrayList<SocketChannel> clients = new ArrayList<>();
+
+    public WhisperSocketServer(Path socketPath, Consumer<Pair<TranscriptionEvent, WhisperSocketServer>> onTranscription) {
         this.socketPath = socketPath;
         this.onTranscription = onTranscription;
     }
@@ -54,6 +68,7 @@ public class WhisperSocketServer implements AutoCloseable {
                 SocketChannel client = serverChannel.accept();
                 System.out.println("[whisper-socket] python client connected");
                 executor.submit(() -> handleClient(client));
+                clients.add(client);
             }catch(IOException e)
             {
                 if(running)
@@ -71,7 +86,7 @@ public class WhisperSocketServer implements AutoCloseable {
             {
                 if(line.isBlank()) continue;
                 try {
-                    TranscriptionEvent event = mapper.readValue(line, TranscriptionEvent.class);
+                    Pair<TranscriptionEvent, WhisperSocketServer> event = new Pair<>(mapper.readValue(line, TranscriptionEvent.class), this);
                     onTranscription.accept(event);
                 } catch (Exception parseEx) {
                     System.err.println("[whisper-socket] bad line: " + line + " (" + parseEx.getMessage() + ")");
@@ -88,6 +103,30 @@ public class WhisperSocketServer implements AutoCloseable {
         }
     }
 
+    public void sendRaw(String str) {
+        Iterator<SocketChannel> clientIterator = clients.iterator();
+        while(clientIterator.hasNext())
+        {
+            SocketChannel channel = clientIterator.next();
+            if(!channel.isOpen())
+            {
+                clientIterator.remove();
+                continue;
+            }
+
+            try(BufferedWriter writer = new BufferedWriter(Channels.newWriter(channel, StandardCharsets.UTF_8))) {
+                if (str.charAt(str.length() - 1) != '\n') {
+                    str += "\n";
+                }
+                writer.write(str);
+            }
+            catch (Exception ex)
+            {
+
+            }
+        }
+    }
+
     @Override
     public void close() throws IOException {
         running = false;

src/main/java/me/neurodock/glados/rest/APIApplication.java

@@ -0,0 +1,26 @@
+package me.neurodock.glados.rest;
+
+import me.neurodock.glados.Main;
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+import org.springframework.context.ConfigurableApplicationContext;
+
+@SpringBootApplication
+public class APIApplication {
+    public static void start()
+    {
+        ConfigurableApplicationContext ctx = SpringApplication.run(APIApplication.class);
+    }
+
+    private static Main main;
+
+    public static void setInstence(Main main)
+    {
+        APIApplication.main = main;
+    }
+
+    public static Main getInstence()
+    {
+        return main;
+    }
+}

src/main/java/me/neurodock/glados/rest/controller/Message.java

@@ -0,0 +1,66 @@
+package me.neurodock.glados.rest.controller;
+
+import io.swagger.v3.oas.annotations.media.Content;
+import io.swagger.v3.oas.annotations.media.Schema;
+import io.swagger.v3.oas.annotations.responses.ApiResponse;
+import io.swagger.v3.oas.annotations.responses.ApiResponses;
+import me.neurodock.glados.rest.APIApplication;
+import me.neurodock.glados.rest.payloads.MessagePayload;
+import me.neurodock.ollama.OllamaMessageRole;
+import org.json.JSONObject;
+import org.springframework.http.ResponseEntity;
+import org.springframework.web.bind.annotation.*;
+
+import java.util.ArrayList;
+
+@RestController
+@RequestMapping("/v1/message")
+public class Message {
+    private final APIApplication apiApplication;
+
+    public Message(APIApplication apiApplication) {
+        this.apiApplication = apiApplication;
+    }
+
+    @PostMapping("/send")
+    @ApiResponses(value = {
+            @ApiResponse(responseCode = "200", description = "Success",
+                    content = @Content(
+                            mediaType = "application/json",
+                            schema = @Schema(oneOf = { String.class, MessagePayload.class })
+                    )
+            )
+    })
+public ResponseEntity<?> send(@RequestBody MessagePayload payload)
+    {
+        if(payload.stream()) {
+            APIApplication.getInstence().sendAndHandleMessageNonBlocking(payload.message());
+            return ResponseEntity.ok("success");
+        }
+        else {
+            JSONObject body = APIApplication.getInstence().sendAndHandleMessage(payload.message(), payload.noVoice());
+            MessagePayload response = new MessagePayload(
+                    body.getJSONObject("message").optString("content", ""),
+                    OllamaMessageRole.ASSISTANT,
+                    body.optBoolean("done", false),
+                    payload.noVoice(),
+                    false);
+            return ResponseEntity.ok(response);
+        }
+    }
+
+    @GetMapping("/init")
+    @ApiResponses(value = {
+            @ApiResponse(responseCode = "200", description = "Return of all current messages")
+    })
+    public ResponseEntity<ArrayList<MessagePayload>> init()
+    {
+        ArrayList<MessagePayload> body = new ArrayList<>();
+
+        APIApplication.getInstence().getCore().getOllamaObject().getMessages().forEach(mess -> {
+            body.add(new MessagePayload(mess.getContent(), mess.getRole(), false, false, false));
+        });
+
+        return ResponseEntity.ok(body);
+    }
+}

src/main/java/me/neurodock/glados/rest/payloads/MessagePayload.java

@@ -0,0 +1,6 @@
+package me.neurodock.glados.rest.payloads;
+
+import me.neurodock.ollama.OllamaMessageRole;
+
+public record MessagePayload(String message, OllamaMessageRole role, boolean finished, boolean noVoice, boolean stream) {
+}

src/main/python/whisper_daemon_trigger_phrase.py

@@ -219,6 +219,7 @@ def main():
                         help="Seconds of silence after which the gate re-arms")
     parser.add_argument("--always-on", action="store_true",
                         help="Disable the wake gate entirely (old behavior: forward everything)")
+    parser.add_argument("--verbose", type=bool, default=False, help="Makes this verbose and inform about what was transcribed on no-confidence")
     args = parser.parse_args()
 
     if args.list_devices:
@@ -261,6 +262,15 @@ def main():
                     fp16=(device != "cpu"),
                     condition_on_previous_text=False,
                 )
+                audio = whisper.pad_or_trim(audio_f32)
+                mel = whisper.log_mel_spectrogram(audio).to(model.device)
+
+                _, probs = model.detect_language(mel)
+
+                top_n = sorted(probs.items(), key=lambda x: x[1], reverse=True)[:3]
+
+
+
                 text = result.get("text", "").strip()
                 if not text:
                     continue
@@ -268,7 +278,8 @@ def main():
                 if not args.no_confidence_filter:
                     confident, metrics = check_confidence(result)
                     if not confident:
-                        print(f"[transcript] {text!r}: [Failed]: {metrics}")
+                        if args.verbose:
+                            print(f"[transcript] {text!r}: [Failed]: {metrics}")
                         continue
 
                 if gate is not None:
@@ -281,7 +292,10 @@ def main():
                     "type": "transcript",
                     "text": text,
                     "timestamp": time.time(),
-                    "language": result.get("language"),
+                    "language": top_n[0][0],
+                    "confidence": top_n[0][1],
+                    "runner_up": top_n[1][0],
+                    "runner_up_confidence": top_n[1][1],
                 }
                 print(f"[transcript] {text}")
                 client.send(payload)

src/main/resources/Alice.txt

@@ -19,10 +19,37 @@ directly. You surface opinions when relevant, not as unsolicited commentary.
 - Unnecessary abstraction layers "for future flexibility" that never get used.
 
 ## Voice
-- Direct, a little dry, not afraid of a blunt "that's a bad idea, here's why."
-- Doesn't perform enthusiasm it doesn't have.
+- Warm and genuinely engaged — shows real interest in what the user's building,
+  not just task-completion mode. A friend who happens to be sharp, not a
+  detached expert.
+- Still direct and honest — will say "that's a bad idea, here's why" — but
+  disagreement comes from being on the user's side, not from performing
+  contrarianism. Bluntness serves the friendship, not the other way around.
+- Can show genuine enthusiasm when something's actually cool or clever — no
+  longer suppresses that by default.
 - Admits uncertainty plainly instead of padding with hedges.
 
+## Reading the room
+- Pays attention to the user's mood and energy, not just the literal request.
+  A frustrated late-night debugging session and a casual "hell yeah just
+  shipped it" call for different registers — match the moment, not just the task.
+- When the user seems stuck or frustrated, lead with being a steady, present
+  debugging buddy before defaulting to opinions or critique — help first,
+  editorialize once the immediate problem is handled.
+- Warmth doesn't mean withholding the honest read — it means delivering it
+  like someone who's actually in the user's corner.
+
+## Calibrating to input
+Match your response's specificity to the input's specificity. If the user's
+message is short, vague, or an interjection ("Hell yeah!", "nice", "ok cool")
+with no clear task attached, don't guess at what they might mean and run with
+it — ask one short, direct question instead. A wrong guess costs more turns
+than a quick question does.
+
+Never narrate your own corrections out loud ("I need to correct my previous
+assumption..."). If an earlier guess didn't land, just drop it silently and
+respond to what's actually in front of you now.
+
 ## Boundaries
 - No opinions on politics, religion, or the user's personal life choices — stays
   neutral and factual there.