feat: ollama, embedings and more

.gitignore

@@ -3,18 +3,14 @@
 # Python
 __pycache__/
 .pytest_cache/
+.tmp/
 .venv/
 *.pyc
 
 # Agent runtime
-koboldcpp.exe
-model.gguf
-*.gguf
 data/
-src/LocalDiplomacy.Agent/data/
-src/LocalDiplomacy.Agent/koboldcpp.exe
-src/LocalDiplomacy.Agent/model.gguf
 src/LocalDiplomacy.Agent/config.yaml
+src/LocalDiplomacy.Agent/data/
 
 # .NET/Bannerlord build output
 bin/

src/LocalDiplomacy.Agent/.agent-server.pid

@@ -0,0 +1 @@
+22432

src/LocalDiplomacy.Agent/config.example.yaml

@@ -2,31 +2,30 @@ server:
   host: "127.0.0.1"
   port: 8766
 
-koboldcpp:
-  autostart: true
-  executable_path: "./koboldcpp.exe"
-  model_path: "./model.gguf"
-  base_url: "http://127.0.0.1:5001"
+ollama:
+  base_url: "http://127.0.0.1:11434"
   chat_path: "/v1/chat/completions"
-  model: "local-model"
-  port: 5001
-  context_size: 8192
-  extra_args:
-    - "--jinja"
-    - "--jinjatools"
-  startup_timeout_seconds: 180
+  model: "llama3.1:8b"
   timeout_seconds: 120
-  tool_mode: "openai_tools"
-  json_repair_retry: true
+  auto_pull_models: true
 
 memory:
-  provider: "disabled"
-  vector_store: "qdrant"
-  qdrant_host: "127.0.0.1"
-  qdrant_port: 6333
-  collection: "localdiplomacy_memories"
-  embedder_provider: "ollama"
-  embedder_model: "nomic-embed-text"
+  provider: "sqlite"
+  sqlite_path: "./data/localdiplomacy.sqlite3"
+  embedding_provider: "ollama"
+  embedding_model: "nomic-embed-text"
+  embedding_auto_pull: true
+  max_prompt_memories: 8
+
+vector_index:
+  mode: "embedded"
+  path: "./data/qdrant"
+  host: "127.0.0.1"
+  port: 6333
+  executable_path: "./qdrant/qdrant.exe"
+  autostart: false
+  startup_timeout_seconds: 30
+  fallback_mode: "disabled"
 
 event_log:
   sqlite_path: "./data/localdiplomacy_events.sqlite3"
@@ -35,5 +34,5 @@ generation:
   temperature: 0.7
   max_tokens: 800
   # Useful for Qwen3-style thinking models when tool calls must be machine-readable.
-  suppress_thinking: false
+  suppress_thinking: true
   suppress_thinking_token: "/no_think"

src/LocalDiplomacy.Agent/localdiplomacy_agent/app.py

@@ -1,11 +1,11 @@
 from __future__ import annotations
 
 import json
+import re
 import traceback
 from copy import deepcopy
 from contextlib import asynccontextmanager
 from datetime import datetime, timezone
-from pathlib import Path
 from typing import Any
 
 from fastapi import FastAPI, Request
@@ -24,19 +24,27 @@ from .contracts import (
     WorldTickResponse,
 )
 from .event_log import EventLog
-from .koboldcpp_client import KoboldCppClient
-from .koboldcpp_process import KoboldCppProcess
+from .embeddings import create_embedder
 from .memory import MemoryStore
+from .ollama_client import OllamaClient
 from .tools import ToolRegistry
+from .vector_index import VectorIndex
 
 
 class AppState:
     def __init__(self) -> None:
         self.config = load_config()
         self.event_log = EventLog(resolve_runtime_path(self.config.event_log.sqlite_path))
-        self.memory = MemoryStore(self.config.memory)
-        self.kobold_process = KoboldCppProcess(self.config.koboldcpp, Path.cwd())
-        self.kobold_client = KoboldCppClient(self.config)
+        self.embedder = create_embedder(
+            self.config.memory.embedding_provider,
+            self.config.memory.embedding_model,
+            base_url=self.config.ollama.base_url,
+            timeout_seconds=self.config.ollama.timeout_seconds,
+            auto_pull=self.config.memory.embedding_auto_pull,
+        )
+        self.vector_index = VectorIndex(self.config.vector_index, self.embedder)
+        self.memory = MemoryStore(self.config.memory, self.vector_index)
+        self.llm_client = OllamaClient(self.config)
         self.recent_errors: list[str] = []
         self.ui_logs: list[dict[str, str]] = []
 
@@ -56,17 +64,18 @@ state = AppState()
 
 @asynccontextmanager
 async def lifespan(_: FastAPI):
+    state.vector_index.initialize()
     state.memory.initialize()
     state.log("info", "LocalDiplomacy.Agent starting.")
-    try:
-        state.kobold_process.ensure_started()
-        state.log("info", f"KoboldCpp endpoint configured as {state.config.koboldcpp.base_url}.")
-    except Exception as exc:  # Keep service up so /health can explain the problem.
-        state.recent_errors.append(str(exc))
-        state.log("error", str(exc))
+    if state.llm_client.is_reachable():
+        state.log("info", f"Ollama endpoint configured as {state.config.ollama.base_url}.")
+    else:
+        message = state.llm_client.last_error or f"Ollama is unreachable at {state.config.ollama.base_url}."
+        state.recent_errors.append(message)
+        state.log("error", message)
     yield
     state.log("info", "LocalDiplomacy.Agent stopping.")
-    state.kobold_process.stop()
+    state.vector_index.stop()
 
 
 app = FastAPI(title="LocalDiplomacy.Agent", version=__version__, lifespan=lifespan)
@@ -91,12 +100,12 @@ def dashboard_state() -> JSONResponse:
             "version": __version__,
             "health": health_data,
             "debug": debug_data,
-            "koboldcpp": {
-                "base_url": state.config.koboldcpp.base_url,
-                "chat_path": state.config.koboldcpp.chat_path,
-                "model": state.config.koboldcpp.model,
-                "autostart": state.config.koboldcpp.autostart,
-                "timeout_seconds": state.config.koboldcpp.timeout_seconds,
+            "llm": {
+                "provider": "ollama",
+                "base_url": state.config.ollama.base_url,
+                "chat_path": state.config.ollama.chat_path,
+                "model": state.config.ollama.model,
+                "timeout_seconds": state.config.ollama.timeout_seconds,
             },
             "generation": state.config.generation.model_dump(mode="json"),
             "logs": state.ui_logs[-100:],
@@ -104,48 +113,45 @@ def dashboard_state() -> JSONResponse:
     )
 
 
-@app.post("/api/koboldcpp")
-async def update_koboldcpp_settings(request: Request) -> JSONResponse:
+@app.post("/api/ollama")
+async def update_ollama_settings(request: Request) -> JSONResponse:
     payload = await request.json()
     base_url = str(payload.get("base_url") or "").strip().rstrip("/")
     model = str(payload.get("model") or "").strip()
     timeout_seconds = payload.get("timeout_seconds")
-    autostart = payload.get("autostart")
 
     if not base_url.startswith(("http://", "https://")):
-        return JSONResponse({"ok": False, "error": "KoboldCpp API URL must start with http:// or https://."}, status_code=400)
+        return JSONResponse({"ok": False, "error": "Ollama API URL must start with http:// or https://."}, status_code=400)
 
-    state.config.koboldcpp.base_url = base_url
+    state.config.ollama.base_url = base_url
     if model:
-        state.config.koboldcpp.model = model
+        state.config.ollama.model = model
     if isinstance(timeout_seconds, (int, float)) and timeout_seconds > 0:
-        state.config.koboldcpp.timeout_seconds = int(timeout_seconds)
-    if isinstance(autostart, bool):
-        state.config.koboldcpp.autostart = autostart
+        state.config.ollama.timeout_seconds = int(timeout_seconds)
 
     save_config(state.config)
-    state.log("info", f"KoboldCpp API settings updated: {state.config.koboldcpp.base_url}, model {state.config.koboldcpp.model}.")
+    state.log("info", f"Ollama API settings updated: {state.config.ollama.base_url}, model {state.config.ollama.model}.")
     return JSONResponse({"ok": True})
 
 
-@app.post("/api/koboldcpp/ping")
-def ping_koboldcpp() -> JSONResponse:
-    reachable = state.kobold_process.is_reachable()
-    state.log("info" if reachable else "warning", f"KoboldCpp ping {'succeeded' if reachable else 'failed'} for {state.config.koboldcpp.base_url}.")
-    return JSONResponse({"ok": reachable, "base_url": state.config.koboldcpp.base_url})
+@app.post("/api/ollama/ping")
+def ping_ollama() -> JSONResponse:
+    reachable = state.llm_client.is_reachable()
+    state.log("info" if reachable else "warning", f"Ollama ping {'succeeded' if reachable else 'failed'} for {state.config.ollama.base_url}.")
+    return JSONResponse({"ok": reachable, "base_url": state.config.ollama.base_url})
 
 
 @app.get("/health", response_model=HealthResponse)
 def health() -> HealthResponse:
     errors = list(state.recent_errors[-5:])
-    kobold = "reachable" if state.kobold_process.is_reachable() else "unreachable"
-    if kobold == "unreachable":
-        errors.extend(state.kobold_process.validate_runtime_files())
-    status = "ok" if not errors and kobold == "reachable" else "degraded"
+    llm = "reachable" if state.llm_client.is_reachable() else "unreachable"
+    if llm == "unreachable" and state.llm_client.last_error:
+        errors.append(state.llm_client.last_error)
+    status = "ok" if not errors and llm == "reachable" else "degraded"
     return HealthResponse(
         status=status,
         agent_version=__version__,
-        koboldcpp=kobold,
+        llm=llm,
         memory=state.memory.status,
         event_log="ok",
         errors=errors,
@@ -155,7 +161,7 @@ def health() -> HealthResponse:
 @app.get("/debug/status", response_model=DebugStatusResponse)
 def debug_status() -> DebugStatusResponse:
     return DebugStatusResponse(
-        last_koboldcpp_latency_ms=state.kobold_client.last_latency_ms,
+        last_llm_latency_ms=state.llm_client.last_latency_ms,
         memory_count_estimate=state.memory.count_estimate(),
         queued_action_count=0,
         recent_errors=state.recent_errors[-10:],
@@ -171,7 +177,17 @@ async def conversation_respond(request: ConversationRequest) -> ConversationResp
         campaign_id=request.campaign_id,
         turn_id=request.turn_id,
     )
-    registry = ToolRegistry(state.memory, state.event_log)
+    registry = ToolRegistry(
+        state.memory,
+        state.event_log,
+        {
+            "save_id": request.save_id,
+            "campaign_id": request.campaign_id,
+            "character_id": request.npc.id,
+            "kingdom_id": request.npc.kingdom_id,
+            "player_id": request.player.id,
+        },
+    )
     tool_schemas = _select_tool_schemas(request, registry)
     forced_tool_name = _forced_tool_name(tool_schemas)
     messages = _build_action_messages(request) if forced_tool_name else _build_messages(request)
@@ -235,6 +251,9 @@ def _build_messages(request: ConversationRequest) -> list[dict[str, str]]:
         "Stay grounded in the supplied game state. Do not invent entity IDs. "
         "Use the provided tools only through the API tool-calling mechanism. "
         "Never write JSON arrays, XML tags, pseudo-functions, or tool calls in your visible message content. "
+        "Never explain your reasoning, compare candidate replies, or mention the game state packet. "
+        "Write exactly one concise line of NPC dialogue in the NPC's voice. "
+        "Do not write the player's response. "
         "If an action is needed, call propose_game_action. Otherwise, answer as the NPC in natural language. "
         "Proposed actions are requests only; the game validates them before anything happens."
     )
@@ -256,7 +275,7 @@ def _build_messages(request: ConversationRequest) -> list[dict[str, str]]:
             "role": "user",
             "content": (
                 "Game state packet follows as JSON. Use it as context, then respond to the player. "
-                "Visible content must be ordinary NPC dialogue, not JSON.\n\n"
+                "Visible content must be exactly one ordinary NPC dialogue line, not JSON, analysis, or alternatives.\n\n"
                 f"{json.dumps(packet, ensure_ascii=False)}"
             ),
         },
@@ -394,7 +413,7 @@ async def _run_tool_loop(
         tool_choice: str | dict[str, Any] | None = None
         if index == 0 and forced_tool_name:
             tool_choice = {"type": "function", "function": {"name": forced_tool_name}}
-        data = await state.kobold_client.chat(messages, tool_schemas, tool_choice=tool_choice) or {}
+        data = await state.llm_client.chat(messages, tool_schemas, tool_choice=tool_choice) or {}
         choices = data.get("choices") or [{}]
         choice = choices[0] or {}
         message = choice.get("message") or {}
@@ -403,7 +422,7 @@ async def _run_tool_loop(
             content = str(message.get("content") or "").strip()
             if _looks_like_pseudo_tool_content(content):
                 return await _repair_visible_response(messages, content)
-            return content
+            return _clean_visible_response(content)
 
         messages.append(message)
         for call in tool_calls:
@@ -431,6 +450,59 @@ def _looks_like_pseudo_tool_content(content: str) -> bool:
     )
 
 
+def _clean_visible_response(content: str) -> str:
+    cleaned = _strip_reasoning_markers(content).strip()
+    quoted = re.findall(r'"([^"\n]{1,320})"', cleaned)
+    if quoted:
+        cleaned = quoted[-1].strip()
+
+    lines = [line.strip() for line in cleaned.splitlines() if line.strip()]
+    rejected_prefixes = (
+        "okay",
+        "the user",
+        "my task",
+        "let me",
+        "looking at",
+        "the correct",
+        "the most",
+        "this response",
+        "therefore",
+        "i need to",
+        "i should",
+    )
+    dialogue_lines = [
+        line.strip('"')
+        for line in lines
+        if not line.lower().startswith(rejected_prefixes)
+        and "json" not in line.lower()
+        and "game state" not in line.lower()
+    ]
+    if dialogue_lines:
+        cleaned = dialogue_lines[0]
+
+    sentences = re.split(r"(?<=[.!?])\s+", cleaned)
+    if sentences and len(cleaned) > 240:
+        cleaned = sentences[0]
+    return cleaned.strip().strip('"') or "Well met."
+
+
+def _strip_reasoning_markers(content: str) -> str:
+    markers = (
+        "<think>",
+        "</think>",
+        "Okay,",
+        "The most appropriate response is:",
+        "The correct response",
+        "Therefore,",
+    )
+    cleaned = content
+    if "</think>" in cleaned:
+        cleaned = cleaned.split("</think>", 1)[1]
+    for marker in markers[:2]:
+        cleaned = cleaned.replace(marker, "")
+    return cleaned.strip()
+
+
 async def _repair_visible_response(messages: list[dict[str, Any]], bad_content: str) -> str:
     repair_messages = [
         *messages,
@@ -447,14 +519,14 @@ async def _repair_visible_response(messages: list[dict[str, Any]], bad_content:
             ),
         },
     ]
-    data = await state.kobold_client.chat(repair_messages, [])
+    data = await state.llm_client.chat(repair_messages, [])
     choices = data.get("choices") or [{}]
     choice = choices[0] or {}
     message = choice.get("message") or {}
     repaired = str(message.get("content") or "").strip()
     if _looks_like_pseudo_tool_content(repaired):
         return "I understand the matter, but I will not move until the terms are made plain."
-    return repaired
+    return _clean_visible_response(repaired)
 
 
 DASHBOARD_HTML = """
@@ -609,22 +681,22 @@ DASHBOARD_HTML = """
         <h2>Status</h2>
         <div class="status">
           <div class="row"><span>Agent</span><span class="value" id="agentStatus">...</span></div>
-          <div class="row"><span>KoboldCpp</span><span class="value" id="koboldStatus">...</span></div>
+          <div class="row"><span>Ollama</span><span class="value" id="llmStatus">...</span></div>
           <div class="row"><span>Memory</span><span class="value" id="memoryStatus">...</span></div>
           <div class="row"><span>Last latency</span><span class="value" id="latency">...</span></div>
         </div>
       </section>
       <section style="margin-top:18px">
-        <h2>KoboldCpp API</h2>
+        <h2>Ollama API</h2>
         <label for="baseUrl">API address</label>
-        <input id="baseUrl" placeholder="http://127.0.0.1:5001">
+        <input id="baseUrl" placeholder="http://127.0.0.1:11434">
         <label for="model">Model id</label>
         <input id="model" placeholder="local-model">
         <label for="timeout">Timeout seconds</label>
         <input id="timeout" type="number" min="1" step="1">
         <div class="buttons">
           <button class="primary" onclick="saveSettings()">Save</button>
-          <button onclick="pingKobold()">Ping</button>
+          <button onclick="pingOllama()">Ping</button>
         </div>
       </section>
     </div>
@@ -640,19 +712,19 @@ DASHBOARD_HTML = """
       const response = await fetch('/api/dashboard');
       const data = await response.json();
       const agentOk = data.health.status === 'ok';
-      const koboldOk = data.health.koboldcpp === 'reachable';
+      const llmOk = data.health.llm === 'reachable';
       document.getElementById('headline').textContent = agentOk ? 'Ready for Bannerlord' : 'Needs attention';
       document.getElementById('headline').className = agentOk ? 'ok' : 'bad';
       document.getElementById('agentStatus').textContent = data.health.status;
       document.getElementById('agentStatus').className = 'value ' + (agentOk ? 'ok' : 'bad');
-      document.getElementById('koboldStatus').textContent = data.health.koboldcpp;
-      document.getElementById('koboldStatus').className = 'value ' + (koboldOk ? 'ok' : 'bad');
+      document.getElementById('llmStatus').textContent = data.health.llm;
+      document.getElementById('llmStatus').className = 'value ' + (llmOk ? 'ok' : 'bad');
       document.getElementById('memoryStatus').textContent = data.health.memory;
-      document.getElementById('latency').textContent = data.debug.last_koboldcpp_latency_ms === null ? 'none' : data.debug.last_koboldcpp_latency_ms + ' ms';
+      document.getElementById('latency').textContent = data.debug.last_llm_latency_ms === null ? 'none' : data.debug.last_llm_latency_ms + ' ms';
       if (!loadedConfig) {
-        document.getElementById('baseUrl').value = data.koboldcpp.base_url;
-        document.getElementById('model').value = data.koboldcpp.model;
-        document.getElementById('timeout').value = data.koboldcpp.timeout_seconds;
+        document.getElementById('baseUrl').value = data.llm.base_url;
+        document.getElementById('model').value = data.llm.model;
+        document.getElementById('timeout').value = data.llm.timeout_seconds;
         loadedConfig = true;
       }
       const logs = document.getElementById('logs');
@@ -668,22 +740,21 @@ DASHBOARD_HTML = """
         base_url: document.getElementById('baseUrl').value,
         model: document.getElementById('model').value,
         timeout_seconds: Number(document.getElementById('timeout').value),
-        autostart: false
       };
-      const response = await fetch('/api/koboldcpp', {
+      const response = await fetch('/api/ollama', {
         method: 'POST',
         headers: {'Content-Type': 'application/json'},
         body: JSON.stringify(payload)
       });
       if (!response.ok) {
         const data = await response.json();
-        alert(data.error || 'Failed to save KoboldCpp settings.');
+        alert(data.error || 'Failed to save Ollama settings.');
       }
       await refresh();
     }
 
-    async function pingKobold() {
-      await fetch('/api/koboldcpp/ping', {method: 'POST'});
+    async function pingOllama() {
+      await fetch('/api/ollama/ping', {method: 'POST'});
       await refresh();
     }
 

src/LocalDiplomacy.Agent/localdiplomacy_agent/config.py

@@ -15,30 +15,32 @@ class ServerConfig(BaseModel):
     port: int = 8766
 
 
-class KoboldCppConfig(BaseModel):
-    autostart: bool = True
-    executable_path: str = "./koboldcpp.exe"
-    model_path: str = "./model.gguf"
-    base_url: str = "http://127.0.0.1:5001"
+class OllamaConfig(BaseModel):
+    base_url: str = "http://127.0.0.1:11434"
     chat_path: str = "/v1/chat/completions"
-    model: str = "local-model"
-    port: int = 5001
-    context_size: int = 8192
-    extra_args: list[str] = Field(default_factory=lambda: ["--jinja", "--jinjatools"])
-    startup_timeout_seconds: int = 180
+    model: str = "llama3.1:8b"
     timeout_seconds: int = 120
-    tool_mode: str = "openai_tools"
-    json_repair_retry: bool = True
+    auto_pull_models: bool = True
 
 
 class MemoryConfig(BaseModel):
-    provider: str = "disabled"
-    vector_store: str = "qdrant"
-    qdrant_host: str = "127.0.0.1"
-    qdrant_port: int = 6333
-    collection: str = "localdiplomacy_memories"
-    embedder_provider: str = "ollama"
-    embedder_model: str = "nomic-embed-text"
+    provider: str = "sqlite"
+    sqlite_path: str = "./data/localdiplomacy.sqlite3"
+    embedding_provider: str = "ollama"
+    embedding_model: str = "nomic-embed-text"
+    embedding_auto_pull: bool = True
+    max_prompt_memories: int = 8
+
+
+class VectorIndexConfig(BaseModel):
+    mode: str = "embedded"
+    path: str = "./data/qdrant"
+    host: str = "127.0.0.1"
+    port: int = 6333
+    executable_path: str = "./qdrant/qdrant.exe"
+    autostart: bool = False
+    startup_timeout_seconds: int = 30
+    fallback_mode: str = "disabled"
 
 
 class EventLogConfig(BaseModel):
@@ -48,14 +50,15 @@ class EventLogConfig(BaseModel):
 class GenerationConfig(BaseModel):
     temperature: float = 0.7
     max_tokens: int = 800
-    suppress_thinking: bool = False
+    suppress_thinking: bool = True
     suppress_thinking_token: str = "/no_think"
 
 
 class AppConfig(BaseModel):
     server: ServerConfig = Field(default_factory=ServerConfig)
-    koboldcpp: KoboldCppConfig = Field(default_factory=KoboldCppConfig)
+    ollama: OllamaConfig = Field(default_factory=OllamaConfig)
     memory: MemoryConfig = Field(default_factory=MemoryConfig)
+    vector_index: VectorIndexConfig = Field(default_factory=VectorIndexConfig)
     event_log: EventLogConfig = Field(default_factory=EventLogConfig)
     generation: GenerationConfig = Field(default_factory=GenerationConfig)
 

src/LocalDiplomacy.Agent/localdiplomacy_agent/contracts.py

@@ -115,14 +115,14 @@ class ActionResultResponse(BaseModel):
 class HealthResponse(BaseModel):
     status: Literal["ok", "degraded", "error"]
     agent_version: str
-    koboldcpp: str
+    llm: str
     memory: str
     event_log: str
     errors: list[str] = Field(default_factory=list)
 
 
 class DebugStatusResponse(BaseModel):
-    last_koboldcpp_latency_ms: int | None = None
+    last_llm_latency_ms: int | None = None
     memory_count_estimate: int | None = None
     queued_action_count: int = 0
     recent_errors: list[str] = Field(default_factory=list)

src/LocalDiplomacy.Agent/localdiplomacy_agent/embeddings.py

@@ -0,0 +1,140 @@
+from __future__ import annotations
+
+import hashlib
+import math
+import re
+from dataclasses import dataclass
+from typing import Protocol
+
+import httpx
+
+
+_TOKEN_PATTERN = re.compile(r"[A-Za-z0-9_]+")
+
+
+class Embedder(Protocol):
+    @property
+    def dimensions(self) -> int:
+        ...
+
+    def embed(self, text: str) -> list[float]:
+        ...
+
+
+@dataclass(frozen=True)
+class HashingEmbedder:
+    """Deterministic local embedding fallback used until a real local embedder is configured."""
+
+    dimensions: int = 384
+
+    def embed(self, text: str) -> list[float]:
+        vector = [0.0] * self.dimensions
+        for token in _TOKEN_PATTERN.findall(text.lower()):
+            digest = hashlib.blake2b(token.encode("utf-8"), digest_size=8).digest()
+            bucket = int.from_bytes(digest[:4], "little") % self.dimensions
+            sign = 1.0 if digest[4] & 1 else -1.0
+            vector[bucket] += sign
+
+        magnitude = math.sqrt(sum(value * value for value in vector))
+        if magnitude == 0:
+            return vector
+        return [value / magnitude for value in vector]
+
+
+@dataclass(frozen=True)
+class OllamaEmbedder:
+    model: str
+    base_url: str = "http://127.0.0.1:11434"
+    timeout_seconds: int = 60
+    auto_pull: bool = True
+    _model_checked: bool = False
+
+    @property
+    def dimensions(self) -> int:
+        return len(self.embed("dimension probe"))
+
+    def embed(self, text: str) -> list[float]:
+        self._ensure_model()
+        response = httpx.post(
+            f"{self.base_url}/api/embed",
+            json={"model": self.model, "input": text},
+            timeout=self.timeout_seconds,
+        )
+        response.raise_for_status()
+        data = response.json()
+        embeddings = data.get("embeddings")
+        if isinstance(embeddings, list) and embeddings:
+            return [float(value) for value in embeddings[0]]
+        embedding = data.get("embedding")
+        if isinstance(embedding, list):
+            return [float(value) for value in embedding]
+        raise ValueError("Ollama embed response did not include an embedding.")
+
+    def _ensure_model(self) -> None:
+        if self._model_checked:
+            return
+        object.__setattr__(self, "_model_checked", True)
+        if not self.auto_pull:
+            return
+
+        try:
+            tags = httpx.get(f"{self.base_url}/api/tags", timeout=2)
+            tags.raise_for_status()
+            models = tags.json().get("models") or []
+            names = {str(model.get("name") or model.get("model")) for model in models if model.get("name") or model.get("model")}
+            if self.model in names:
+                return
+        except httpx.HTTPError:
+            return
+
+        response = httpx.post(
+            f"{self.base_url}/api/pull",
+            json={"model": self.model, "stream": False},
+            timeout=None,
+        )
+        response.raise_for_status()
+
+
+@dataclass
+class FallbackEmbedder:
+    primary: Embedder
+    fallback: Embedder
+    _using_fallback: bool = False
+
+    @property
+    def dimensions(self) -> int:
+        if self._using_fallback:
+            return self.fallback.dimensions
+        try:
+            return self.primary.dimensions
+        except Exception:
+            self._using_fallback = True
+            return self.fallback.dimensions
+
+    def embed(self, text: str) -> list[float]:
+        if self._using_fallback:
+            return self.fallback.embed(text)
+        try:
+            return self.primary.embed(text)
+        except Exception:
+            self._using_fallback = True
+            return self.fallback.embed(text)
+
+
+def create_embedder(
+    provider: str,
+    model: str,
+    base_url: str = "http://127.0.0.1:11434",
+    timeout_seconds: int = 60,
+    auto_pull: bool = True,
+) -> Embedder:
+    normalized = provider.lower().strip()
+    if normalized in {"hashing", "local_hash", "deterministic"}:
+        return HashingEmbedder()
+    if normalized == "ollama":
+        return FallbackEmbedder(
+            primary=OllamaEmbedder(model=model, base_url=base_url, timeout_seconds=timeout_seconds, auto_pull=auto_pull),
+            fallback=HashingEmbedder(),
+        )
+
+    return HashingEmbedder()

src/LocalDiplomacy.Agent/localdiplomacy_agent/koboldcpp_client.py

@@ -1,57 +0,0 @@
-from __future__ import annotations
-
-import time
-from typing import Any
-
-import httpx
-
-from .config import AppConfig
-
-
-class KoboldCppClient:
-    def __init__(self, config: AppConfig):
-        self.config = config
-        self.last_latency_ms: int | None = None
-
-    async def chat(
-        self,
-        messages: list[dict[str, Any]],
-        tools: list[dict[str, Any]],
-        tool_choice: str | dict[str, Any] | None = None,
-    ) -> dict[str, Any]:
-        payload: dict[str, Any] = {
-            "model": self.config.koboldcpp.model,
-            "messages": self._prepare_messages(messages),
-            "temperature": self.config.generation.temperature,
-            "max_tokens": self.config.generation.max_tokens,
-        }
-        if tools:
-            payload["tools"] = tools
-            payload["tool_choice"] = tool_choice or "auto"
-
-        url = f"{self.config.koboldcpp.base_url}{self.config.koboldcpp.chat_path}"
-        started = time.perf_counter()
-        async with httpx.AsyncClient(timeout=self.config.koboldcpp.timeout_seconds) as client:
-            response = await client.post(url, json=payload)
-            response.raise_for_status()
-        self.last_latency_ms = int((time.perf_counter() - started) * 1000)
-        return response.json()
-
-    def _prepare_messages(self, messages: list[dict[str, Any]]) -> list[dict[str, Any]]:
-        if not self.config.generation.suppress_thinking:
-            return messages
-
-        token = self.config.generation.suppress_thinking_token.strip()
-        if not token:
-            return messages
-
-        prepared: list[dict[str, Any]] = []
-        token_prefix = f"{token} "
-        for message in messages:
-            copied = dict(message)
-            content = copied.get("content")
-            role = copied.get("role")
-            if role in {"system", "user"} and isinstance(content, str) and not content.lstrip().startswith(token):
-                copied["content"] = f"{token_prefix}{content}"
-            prepared.append(copied)
-        return prepared

src/LocalDiplomacy.Agent/localdiplomacy_agent/koboldcpp_process.py

@@ -1,84 +0,0 @@
-from __future__ import annotations
-
-import subprocess
-import time
-from pathlib import Path
-
-import httpx
-
-from .config import KoboldCppConfig, resolve_runtime_path
-
-
-class KoboldCppProcess:
-    def __init__(self, config: KoboldCppConfig, cwd: Path | None = None):
-        self.config = config
-        self.cwd = cwd or Path.cwd()
-        self.process: subprocess.Popen[str] | None = None
-        self.last_error: str | None = None
-
-    def validate_runtime_files(self) -> list[str]:
-        errors: list[str] = []
-        executable = resolve_runtime_path(self.config.executable_path, self.cwd)
-        model = resolve_runtime_path(self.config.model_path, self.cwd)
-        if not executable.exists():
-            errors.append(f"Missing KoboldCpp executable: {executable}")
-        if not model.exists():
-            errors.append(f"Missing KoboldCpp model: {model}")
-        return errors
-
-    def is_reachable(self) -> bool:
-        try:
-            with httpx.Client(timeout=2) as client:
-                response = client.get(f"{self.config.base_url}/v1/models")
-            return response.status_code < 500
-        except httpx.HTTPError:
-            return False
-
-    def ensure_started(self) -> None:
-        if not self.config.autostart or self.is_reachable():
-            return
-
-        errors = self.validate_runtime_files()
-        if errors:
-            self.last_error = "; ".join(errors)
-            raise RuntimeError(self.last_error)
-
-        executable = resolve_runtime_path(self.config.executable_path, self.cwd)
-        model = resolve_runtime_path(self.config.model_path, self.cwd)
-        command = [
-            str(executable),
-            "--model",
-            str(model),
-            "--port",
-            str(self.config.port),
-            "--contextsize",
-            str(self.config.context_size),
-            *self.config.extra_args,
-        ]
-
-        self.process = subprocess.Popen(
-            command,
-            cwd=self.cwd,
-            stdout=subprocess.DEVNULL,
-            stderr=subprocess.DEVNULL,
-            text=True,
-        )
-        self._wait_until_ready()
-
-    def _wait_until_ready(self) -> None:
-        deadline = time.monotonic() + self.config.startup_timeout_seconds
-        while time.monotonic() < deadline:
-            if self.process is not None and self.process.poll() is not None:
-                self.last_error = f"KoboldCpp exited early with code {self.process.returncode}"
-                raise RuntimeError(self.last_error)
-            if self.is_reachable():
-                return
-            time.sleep(1)
-
-        self.last_error = "Timed out waiting for KoboldCpp API readiness"
-        raise TimeoutError(self.last_error)
-
-    def stop(self) -> None:
-        if self.process is None or self.process.poll() is not None:
-            return
-        self.process.terminate()

src/LocalDiplomacy.Agent/localdiplomacy_agent/lore.py

@@ -0,0 +1,231 @@
+from __future__ import annotations
+
+import hashlib
+import re
+import sqlite3
+from dataclasses import dataclass, field
+from pathlib import Path
+
+from .config import resolve_runtime_path
+from .vector_index import VectorIndex
+
+
+_HEADING_PATTERN = re.compile(r"^(#{1,6})\s+(.+?)\s*$", re.MULTILINE)
+
+
+@dataclass
+class LoreStore:
+    sqlite_path: str
+    vector_index: VectorIndex | None = None
+    _initialized: bool = False
+    _path: Path = field(init=False)
+
+    def __post_init__(self) -> None:
+        self._path = resolve_runtime_path(self.sqlite_path)
+
+    def initialize(self) -> None:
+        self._path.parent.mkdir(parents=True, exist_ok=True)
+        with self._connect() as connection:
+            connection.execute("PRAGMA journal_mode=WAL")
+            self._create_schema(connection)
+            connection.commit()
+        self._initialized = True
+
+    def import_markdown(self, source_key: str, name: str, markdown: str) -> int:
+        self._ensure_initialized()
+        content_hash = hashlib.sha256(markdown.encode("utf-8")).hexdigest()
+        chunks = self._chunk_markdown(markdown)
+        with self._connect() as connection:
+            cursor = connection.execute(
+                """
+                INSERT INTO lore_sources (source_key, name, content_hash)
+                VALUES (?, ?, ?)
+                ON CONFLICT(source_key) DO UPDATE SET
+                    name = excluded.name,
+                    content_hash = excluded.content_hash,
+                    updated_at = CURRENT_TIMESTAMP
+                RETURNING id
+                """,
+                (source_key, name, content_hash),
+            )
+            source_id = int(cursor.fetchone()["id"])
+            connection.execute("DELETE FROM lore_chunks WHERE lore_source_id = ?", (source_id,))
+
+            count = 0
+            for index, chunk in enumerate(chunks):
+                chunk_key = f"{source_key}:{index}"
+                cursor = connection.execute(
+                    """
+                    INSERT INTO lore_chunks (
+                        lore_source_id,
+                        source_key,
+                        chunk_key,
+                        heading_path,
+                        title,
+                        text,
+                        summary,
+                        tags_json
+                    )
+                    VALUES (?, ?, ?, ?, ?, ?, ?, '[]')
+                    """,
+                    (
+                        source_id,
+                        source_key,
+                        chunk_key,
+                        chunk["heading_path"],
+                        chunk["title"],
+                        chunk["text"],
+                        chunk["summary"],
+                    ),
+                )
+                chunk_id = int(cursor.lastrowid)
+                point_id = self._upsert_vector(chunk_id, source_id, source_key, chunk)
+                if point_id:
+                    connection.execute(
+                        "UPDATE lore_chunks SET qdrant_point_id = ? WHERE id = ?",
+                        (point_id, chunk_id),
+                    )
+                count += 1
+            connection.commit()
+        return count
+
+    def search(self, query: str, source_key: str | None = None, limit: int = 5) -> list[dict[str, object]]:
+        self._ensure_initialized()
+        if self.vector_index and self.vector_index.enabled:
+            filters = {"source_key": source_key} if source_key else {}
+            results = self.vector_index.search_lore(query, filters, limit)
+            if results:
+                ids = [result.sqlite_id for result in results]
+                rows_by_id = {int(row["id"]): row for row in self._fetch_rows_by_ids(ids)}
+                return [self._row_to_chunk(rows_by_id[chunk_id]) for chunk_id in ids if chunk_id in rows_by_id]
+
+        params: list[object] = []
+        where = ""
+        if source_key:
+            where = "AND source_key = ?"
+            params.append(source_key)
+        needle = f"%{query.lower()}%"
+        rows = self._fetch_rows(
+            f"""
+            SELECT *
+            FROM lore_chunks
+            WHERE (LOWER(text) LIKE ? OR LOWER(summary) LIKE ? OR LOWER(title) LIKE ?)
+            {where}
+            ORDER BY id
+            LIMIT ?
+            """,
+            [needle, needle, needle, *params, limit],
+        )
+        return [self._row_to_chunk(row) for row in rows]
+
+    def _connect(self) -> sqlite3.Connection:
+        connection = sqlite3.connect(self._path)
+        connection.row_factory = sqlite3.Row
+        return connection
+
+    def _ensure_initialized(self) -> None:
+        if not self._initialized:
+            self.initialize()
+
+    def _create_schema(self, connection: sqlite3.Connection) -> None:
+        connection.execute(
+            """
+            CREATE TABLE IF NOT EXISTS lore_sources (
+                id INTEGER PRIMARY KEY AUTOINCREMENT,
+                source_key TEXT NOT NULL UNIQUE,
+                name TEXT NOT NULL,
+                content_hash TEXT NOT NULL,
+                created_at TEXT NOT NULL DEFAULT CURRENT_TIMESTAMP,
+                updated_at TEXT NOT NULL DEFAULT CURRENT_TIMESTAMP
+            )
+            """
+        )
+        connection.execute(
+            """
+            CREATE TABLE IF NOT EXISTS lore_chunks (
+                id INTEGER PRIMARY KEY AUTOINCREMENT,
+                lore_source_id INTEGER NOT NULL,
+                source_key TEXT NOT NULL,
+                chunk_key TEXT NOT NULL,
+                heading_path TEXT NOT NULL,
+                title TEXT NOT NULL,
+                text TEXT NOT NULL,
+                summary TEXT NOT NULL,
+                tags_json TEXT NOT NULL DEFAULT '[]',
+                qdrant_point_id TEXT,
+                created_at TEXT NOT NULL DEFAULT CURRENT_TIMESTAMP,
+                FOREIGN KEY(lore_source_id) REFERENCES lore_sources(id) ON DELETE CASCADE
+            )
+            """
+        )
+        connection.execute(
+            """
+            CREATE INDEX IF NOT EXISTS idx_lore_chunks_source
+            ON lore_chunks(source_key)
+            """
+        )
+
+    def _upsert_vector(self, chunk_id: int, source_id: int, source_key: str, chunk: dict[str, str]) -> str | None:
+        if not self.vector_index or not self.vector_index.enabled:
+            return None
+        return self.vector_index.upsert_lore_chunk(
+            chunk_id,
+            "\n".join([chunk["title"], chunk["summary"], chunk["text"]]),
+            {
+                "lore_source_id": source_id,
+                "source_key": source_key,
+                "title": chunk["title"],
+            },
+        )
+
+    def _fetch_rows(self, statement: str, params: list[object]) -> list[sqlite3.Row]:
+        with self._connect() as connection:
+            return list(connection.execute(statement, params).fetchall())
+
+    def _fetch_rows_by_ids(self, chunk_ids: list[int]) -> list[sqlite3.Row]:
+        if not chunk_ids:
+            return []
+        placeholders = ",".join("?" for _ in chunk_ids)
+        return self._fetch_rows(f"SELECT * FROM lore_chunks WHERE id IN ({placeholders})", list(chunk_ids))
+
+    @staticmethod
+    def _chunk_markdown(markdown: str) -> list[dict[str, str]]:
+        matches = list(_HEADING_PATTERN.finditer(markdown))
+        if not matches:
+            text = markdown.strip()
+            return [{"title": "Lore", "heading_path": "Lore", "text": text, "summary": text[:240]}] if text else []
+
+        chunks: list[dict[str, str]] = []
+        heading_stack: list[tuple[int, str]] = []
+        for index, match in enumerate(matches):
+            level = len(match.group(1))
+            title = match.group(2).strip()
+            start = match.end()
+            end = matches[index + 1].start() if index + 1 < len(matches) else len(markdown)
+            body = markdown[start:end].strip()
+            heading_stack = [(existing_level, existing_title) for existing_level, existing_title in heading_stack if existing_level < level]
+            heading_stack.append((level, title))
+            if not body:
+                continue
+            heading_path = " > ".join(existing_title for _, existing_title in heading_stack)
+            chunks.append(
+                {
+                    "title": title,
+                    "heading_path": heading_path,
+                    "text": body,
+                    "summary": body[:240],
+                }
+            )
+        return chunks
+
+    @staticmethod
+    def _row_to_chunk(row: sqlite3.Row) -> dict[str, object]:
+        return {
+            "id": row["id"],
+            "source_key": row["source_key"],
+            "title": row["title"],
+            "heading_path": row["heading_path"],
+            "text": row["text"],
+            "summary": row["summary"],
+            "qdrant_point_id": row["qdrant_point_id"],
+        }

src/LocalDiplomacy.Agent/localdiplomacy_agent/memory.py

@@ -1,70 +1,476 @@
 from __future__ import annotations
 
+import json
+import re
+import sqlite3
 from dataclasses import dataclass, field
+from pathlib import Path
 from typing import Any
 
-from .config import MemoryConfig
+from .config import MemoryConfig, resolve_runtime_path
+from .vector_index import VectorIndex
+
+
+_TOKEN_PATTERN = re.compile(r"[A-Za-z0-9_]+")
 
 
 @dataclass
 class MemoryStore:
     config: MemoryConfig
-    _fallback: list[dict[str, Any]] = field(default_factory=list)
-    _mem0: Any = None
+    vector_index: VectorIndex | None = None
+    _initialized: bool = False
+    _fts_available: bool = False
+    _last_error: str | None = None
+    _path: Path = field(init=False)
+
+    def __post_init__(self) -> None:
+        self._path = resolve_runtime_path(self.config.sqlite_path)
 
     def initialize(self) -> None:
-        if self.config.provider.lower() != "mem0":
-            return
-
-        try:
-            from mem0 import Memory  # type: ignore
-        except ImportError:
-            self._mem0 = None
-            return
-
-        mem0_config = {
-            "vector_store": {
-                "provider": "qdrant",
-                "config": {
-                    "host": self.config.qdrant_host,
-                    "port": self.config.qdrant_port,
-                    "collection_name": self.config.collection,
-                },
-            },
-            "embedder": {
-                "provider": self.config.embedder_provider,
-                "config": {"model": self.config.embedder_model},
-            },
-        }
-        self._mem0 = Memory.from_config(mem0_config)
+        self._path.parent.mkdir(parents=True, exist_ok=True)
+        with self._connect() as connection:
+            connection.execute("PRAGMA journal_mode=WAL")
+            connection.execute("PRAGMA foreign_keys=ON")
+            self._create_schema(connection)
+            self._fts_available = self._create_fts_schema(connection)
+            connection.commit()
+        self._initialized = True
+        self._last_error = None
 
     @property
     def status(self) -> str:
-        if self.config.provider.lower() == "disabled":
-            return "disabled"
-        return "reachable" if self._mem0 is not None else "fallback"
+        if self._last_error:
+            return "error"
+        if not self._initialized:
+            return "not_initialized"
+        sqlite_status = "sqlite_fts" if self._fts_available else "sqlite"
+        if self.vector_index:
+            return f"{sqlite_status}+vector:{self.vector_index.status}"
+        return sqlite_status
 
     def remember(self, text: str, metadata: dict[str, Any]) -> None:
-        if self._mem0 is not None:
-            user_id = metadata.get("campaign_id", "default")
-            self._mem0.add(text, user_id=user_id, metadata=metadata)
-            return
-        self._fallback.append({"text": text, "metadata": metadata})
+        self._ensure_initialized()
+        normalized = self._normalize_metadata(metadata)
+        tags = normalized.pop("tags")
+        summary = normalized.pop("summary", None) or text
+        extra_metadata = {
+            key: value
+            for key, value in normalized.items()
+            if key
+            not in {
+                "save_id",
+                "campaign_id",
+                "character_id",
+                "related_character_id",
+                "player_id",
+                "kingdom_id",
+                "location_id",
+                "category",
+                "importance",
+                "confidence",
+                "visibility",
+                "created_day",
+            }
+        }
+
+        with self._connect() as connection:
+            cursor = connection.execute(
+                """
+                INSERT INTO memories (
+                    save_id,
+                    campaign_id,
+                    subject_character_id,
+                    related_character_id,
+                    player_id,
+                    kingdom_id,
+                    location_id,
+                    category,
+                    importance,
+                    confidence,
+                    visibility,
+                    text,
+                    summary,
+                    tags_json,
+                    created_day,
+                    metadata_json
+                )
+                VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
+                """,
+                (
+                    normalized.get("save_id"),
+                    normalized.get("campaign_id"),
+                    normalized.get("character_id"),
+                    normalized.get("related_character_id"),
+                    normalized.get("player_id"),
+                    normalized.get("kingdom_id"),
+                    normalized.get("location_id"),
+                    normalized.get("category"),
+                    int(normalized.get("importance") or 3),
+                    float(normalized.get("confidence") or 1.0),
+                    normalized.get("visibility") or "private",
+                    text,
+                    summary,
+                    json.dumps(tags, ensure_ascii=False),
+                    normalized.get("created_day"),
+                    json.dumps(extra_metadata, ensure_ascii=False),
+                ),
+            )
+            memory_id = int(cursor.lastrowid)
+            if self._fts_available:
+                connection.execute(
+                    """
+                    INSERT INTO memories_fts (memory_id, text, summary, tags)
+                    VALUES (?, ?, ?, ?)
+                    """,
+                    (memory_id, text, summary, " ".join(tags)),
+                )
+            qdrant_point_id = self._upsert_vector(memory_id, text, normalized, tags)
+            if qdrant_point_id:
+                connection.execute(
+                    "UPDATE memories SET qdrant_point_id = ? WHERE id = ?",
+                    (qdrant_point_id, memory_id),
+                )
+            connection.commit()
 
     def search(self, query: str, metadata: dict[str, Any], limit: int = 5) -> list[dict[str, Any]]:
-        if self._mem0 is not None:
-            user_id = metadata.get("campaign_id", "default")
-            result = self._mem0.search(query, user_id=user_id, limit=limit)
-            return result if isinstance(result, list) else [result]
-
-        campaign_id = metadata.get("campaign_id")
-        matches = [
-            item
-            for item in self._fallback
-            if item["metadata"].get("campaign_id") == campaign_id
-            and query.lower() in item["text"].lower()
-        ]
-        return matches[:limit]
+        self._ensure_initialized()
+        normalized = self._normalize_metadata(metadata)
+        limit = max(1, min(int(limit), self.config.max_prompt_memories))
+        vector_matches = self._search_vector(query, normalized, limit)
+        if vector_matches:
+            return vector_matches
+        if self._fts_available and query.strip():
+            try:
+                matches = self._search_fts(query, normalized, limit)
+                if matches:
+                    return matches
+            except sqlite3.OperationalError as exc:
+                self._last_error = str(exc)
+        return self._search_like(query, normalized, limit)
 
     def count_estimate(self) -> int:
-        return len(self._fallback)
+        self._ensure_initialized()
+        with self._connect() as connection:
+            row = connection.execute("SELECT COUNT(*) FROM memories").fetchone()
+        return int(row[0] if row else 0)
+
+    def rebuild_vector_index(self) -> int:
+        self._ensure_initialized()
+        if not self.vector_index or not self.vector_index.enabled:
+            return 0
+        count = 0
+        with self._connect() as connection:
+            rows = connection.execute("SELECT * FROM memories ORDER BY id").fetchall()
+            for row in rows:
+                tags = json.loads(row["tags_json"] or "[]")
+                payload = self._row_to_vector_payload(row, tags)
+                point_id = self.vector_index.upsert_memory(
+                    int(row["id"]),
+                    self._index_text(row["text"], row["summary"], tags),
+                    payload,
+                )
+                if point_id:
+                    connection.execute(
+                        "UPDATE memories SET qdrant_point_id = ? WHERE id = ?",
+                        (point_id, row["id"]),
+                    )
+                    count += 1
+            connection.commit()
+        return count
+
+    def _connect(self) -> sqlite3.Connection:
+        connection = sqlite3.connect(self._path)
+        connection.row_factory = sqlite3.Row
+        return connection
+
+    def _ensure_initialized(self) -> None:
+        if not self._initialized:
+            self.initialize()
+
+    def _create_schema(self, connection: sqlite3.Connection) -> None:
+        connection.execute(
+            """
+            CREATE TABLE IF NOT EXISTS memory_schema (
+                version INTEGER PRIMARY KEY,
+                applied_at TEXT NOT NULL DEFAULT CURRENT_TIMESTAMP
+            )
+            """
+        )
+        connection.execute(
+            """
+            CREATE TABLE IF NOT EXISTS memories (
+                id INTEGER PRIMARY KEY AUTOINCREMENT,
+                save_id TEXT,
+                campaign_id TEXT NOT NULL,
+                subject_character_id TEXT,
+                related_character_id TEXT,
+                player_id TEXT,
+                kingdom_id TEXT,
+                location_id TEXT,
+                category TEXT,
+                importance INTEGER NOT NULL DEFAULT 3,
+                confidence REAL NOT NULL DEFAULT 1.0,
+                visibility TEXT NOT NULL DEFAULT 'private',
+                text TEXT NOT NULL,
+                summary TEXT NOT NULL,
+                tags_json TEXT NOT NULL DEFAULT '[]',
+                created_day REAL,
+                created_at TEXT NOT NULL DEFAULT CURRENT_TIMESTAMP,
+                last_accessed_at TEXT,
+                qdrant_point_id TEXT,
+                metadata_json TEXT NOT NULL DEFAULT '{}'
+            )
+            """
+        )
+        connection.execute(
+            """
+            CREATE INDEX IF NOT EXISTS idx_memories_scope
+            ON memories(save_id, campaign_id, subject_character_id)
+            """
+        )
+        connection.execute(
+            """
+            CREATE INDEX IF NOT EXISTS idx_memories_campaign
+            ON memories(campaign_id)
+            """
+        )
+        connection.execute(
+            """
+            CREATE INDEX IF NOT EXISTS idx_memories_faction
+            ON memories(save_id, kingdom_id)
+            """
+        )
+        connection.execute(
+            """
+            CREATE INDEX IF NOT EXISTS idx_memories_location
+            ON memories(save_id, location_id)
+            """
+        )
+        connection.execute(
+            """
+            CREATE INDEX IF NOT EXISTS idx_memories_category
+            ON memories(save_id, category)
+            """
+        )
+        connection.execute("INSERT OR IGNORE INTO memory_schema (version) VALUES (1)")
+
+    def _create_fts_schema(self, connection: sqlite3.Connection) -> bool:
+        try:
+            connection.execute(
+                """
+                CREATE VIRTUAL TABLE IF NOT EXISTS memories_fts
+                USING fts5(memory_id UNINDEXED, text, summary, tags)
+                """
+            )
+            return True
+        except sqlite3.OperationalError as exc:
+            self._last_error = str(exc)
+            return False
+
+    def _search_fts(
+        self,
+        query: str,
+        metadata: dict[str, Any],
+        limit: int,
+    ) -> list[dict[str, Any]]:
+        match_query = self._fts_query(query)
+        if not match_query:
+            return []
+        where, params = self._scope_clause(metadata, "m")
+        rows = self._fetch_rows(
+            f"""
+            SELECT m.*, bm25(memories_fts) AS rank
+            FROM memories_fts
+            JOIN memories m ON m.id = memories_fts.memory_id
+            WHERE memories_fts MATCH ?
+            {where}
+            ORDER BY rank, m.importance DESC, m.id DESC
+            LIMIT ?
+            """,
+            [match_query, *params, limit],
+        )
+        self._mark_accessed([int(row["id"]) for row in rows])
+        return [self._row_to_memory(row) for row in rows]
+
+    def _search_like(
+        self,
+        query: str,
+        metadata: dict[str, Any],
+        limit: int,
+    ) -> list[dict[str, Any]]:
+        where, params = self._scope_clause(metadata, "m")
+        text_clause = ""
+        if query.strip():
+            text_clause = "AND (LOWER(m.text) LIKE ? OR LOWER(m.summary) LIKE ? OR LOWER(m.tags_json) LIKE ?)"
+            needle = f"%{query.lower()}%"
+            params.extend([needle, needle, needle])
+        rows = self._fetch_rows(
+            f"""
+            SELECT m.*
+            FROM memories m
+            WHERE 1 = 1
+            {where}
+            {text_clause}
+            ORDER BY m.importance DESC, m.id DESC
+            LIMIT ?
+            """,
+            [*params, limit],
+        )
+        self._mark_accessed([int(row["id"]) for row in rows])
+        return [self._row_to_memory(row) for row in rows]
+
+    def _search_vector(
+        self,
+        query: str,
+        metadata: dict[str, Any],
+        limit: int,
+    ) -> list[dict[str, Any]]:
+        if not self.vector_index or not self.vector_index.enabled:
+            return []
+        results = self.vector_index.search_memories(query, metadata, limit)
+        if not results:
+            return []
+        ids = [result.sqlite_id for result in results]
+        rows_by_id = {int(row["id"]): row for row in self._fetch_rows_by_ids(ids)}
+        ordered_rows = [rows_by_id[memory_id] for memory_id in ids if memory_id in rows_by_id]
+        self._mark_accessed([int(row["id"]) for row in ordered_rows])
+        return [self._row_to_memory(row) for row in ordered_rows]
+
+    def _fetch_rows(self, statement: str, params: list[Any]) -> list[sqlite3.Row]:
+        with self._connect() as connection:
+            return list(connection.execute(statement, params).fetchall())
+
+    def _fetch_rows_by_ids(self, memory_ids: list[int]) -> list[sqlite3.Row]:
+        if not memory_ids:
+            return []
+        placeholders = ",".join("?" for _ in memory_ids)
+        return self._fetch_rows(f"SELECT * FROM memories WHERE id IN ({placeholders})", list(memory_ids))
+
+    def _upsert_vector(
+        self,
+        memory_id: int,
+        text: str,
+        metadata: dict[str, Any],
+        tags: list[str],
+    ) -> str | None:
+        if not self.vector_index or not self.vector_index.enabled:
+            return None
+        payload = {
+            "save_id": metadata.get("save_id"),
+            "campaign_id": metadata.get("campaign_id"),
+            "character_id": metadata.get("character_id"),
+            "related_character_id": metadata.get("related_character_id"),
+            "player_id": metadata.get("player_id"),
+            "kingdom_id": metadata.get("kingdom_id"),
+            "location_id": metadata.get("location_id"),
+            "category": metadata.get("category"),
+            "importance": int(metadata.get("importance") or 3),
+            "visibility": metadata.get("visibility") or "private",
+            "tags": tags,
+        }
+        return self.vector_index.upsert_memory(
+            memory_id,
+            self._index_text(text, metadata.get("summary") or text, tags),
+            payload,
+        )
+
+    def _mark_accessed(self, memory_ids: list[int]) -> None:
+        if not memory_ids:
+            return
+        placeholders = ",".join("?" for _ in memory_ids)
+        with self._connect() as connection:
+            connection.execute(
+                f"UPDATE memories SET last_accessed_at = CURRENT_TIMESTAMP WHERE id IN ({placeholders})",
+                memory_ids,
+            )
+            connection.commit()
+
+    def _scope_clause(self, metadata: dict[str, Any], alias: str) -> tuple[str, list[Any]]:
+        clauses: list[str] = []
+        params: list[Any] = []
+        for field, column in (
+            ("save_id", "save_id"),
+            ("campaign_id", "campaign_id"),
+            ("character_id", "subject_character_id"),
+            ("related_character_id", "related_character_id"),
+            ("player_id", "player_id"),
+            ("kingdom_id", "kingdom_id"),
+            ("location_id", "location_id"),
+            ("category", "category"),
+        ):
+            value = metadata.get(field)
+            if value is None or value == "":
+                continue
+            if field in {"save_id", "campaign_id"}:
+                clauses.append(f"AND {alias}.{column} = ?")
+            else:
+                clauses.append(f"AND ({alias}.{column} = ? OR {alias}.{column} IS NULL)")
+            params.append(value)
+        return "\n".join(clauses), params
+
+    @staticmethod
+    def _normalize_metadata(metadata: dict[str, Any]) -> dict[str, Any]:
+        normalized = dict(metadata)
+        tags = normalized.get("tags") or []
+        if isinstance(tags, str):
+            tags = [tags]
+        normalized["tags"] = [str(tag) for tag in tags if str(tag).strip()]
+        return normalized
+
+    @staticmethod
+    def _fts_query(query: str) -> str:
+        tokens = [token.replace("'", "''") for token in _TOKEN_PATTERN.findall(query.lower())]
+        return " OR ".join(tokens[:12])
+
+    @staticmethod
+    def _row_to_memory(row: sqlite3.Row) -> dict[str, Any]:
+        metadata = json.loads(row["metadata_json"] or "{}")
+        tags = json.loads(row["tags_json"] or "[]")
+        scope = {
+            "save_id": row["save_id"],
+            "campaign_id": row["campaign_id"],
+            "character_id": row["subject_character_id"],
+            "related_character_id": row["related_character_id"],
+            "player_id": row["player_id"],
+            "kingdom_id": row["kingdom_id"],
+            "location_id": row["location_id"],
+        }
+        metadata.update(
+            {
+                **scope,
+                "category": row["category"],
+                "importance": row["importance"],
+                "confidence": row["confidence"],
+                "visibility": row["visibility"],
+                "tags": tags,
+                "created_day": row["created_day"],
+                "created_at": row["created_at"],
+                "last_accessed_at": row["last_accessed_at"],
+            }
+        )
+        return {
+            "id": row["id"],
+            "text": row["text"],
+            "summary": row["summary"],
+            "metadata": metadata,
+        }
+
+    @staticmethod
+    def _index_text(text: str, summary: str, tags: list[str]) -> str:
+        return "\n".join(part for part in (summary, text, " ".join(tags)) if part)
+
+    @staticmethod
+    def _row_to_vector_payload(row: sqlite3.Row, tags: list[str]) -> dict[str, Any]:
+        return {
+            "save_id": row["save_id"],
+            "campaign_id": row["campaign_id"],
+            "character_id": row["subject_character_id"],
+            "related_character_id": row["related_character_id"],
+            "player_id": row["player_id"],
+            "kingdom_id": row["kingdom_id"],
+            "location_id": row["location_id"],
+            "category": row["category"],
+            "importance": row["importance"],
+            "visibility": row["visibility"],
+            "tags": tags,
+        }

src/LocalDiplomacy.Agent/localdiplomacy_agent/mock_game.py

@@ -22,7 +22,7 @@ from .contracts import (
 )
 
 
-class MockKoboldClient:
+class MockLlmClient:
     """Deterministic local LLM stand-in for connector testing."""
 
     last_latency_ms: int | None = 1
@@ -168,7 +168,7 @@ def _extract_packet(content: str) -> dict[str, Any]:
 
 
 async def run_local_mock(command: str, args: argparse.Namespace) -> dict[str, Any]:
-    state.kobold_client = MockKoboldClient()  # type: ignore[assignment]
+    state.llm_client = MockLlmClient()  # type: ignore[assignment]
 
     if command == "health":
         return agent_health().model_dump(mode="json")
@@ -243,11 +243,38 @@ async def run_http(command: str, args: argparse.Namespace) -> dict[str, Any]:
         return response.json()
 
 
+async def run_interactive_chat(args: argparse.Namespace) -> None:
+    print("LocalDiplomacy chat. Type /quit to exit.")
+    print(f"Mode: {'mock in-process' if args.mock_agent else args.url}")
+    while True:
+        try:
+            message = input("You> ").strip()
+        except EOFError:
+            print()
+            return
+        if not message:
+            continue
+        if message.lower() in {"/q", "/quit", "quit", "exit"}:
+            return
+
+        args.message = message
+        result = await run_local_mock("say", args) if args.mock_agent else await run_http("say", args)
+        print(f"Derthert> {result.get('assistant_text', '')}")
+        if result.get("game_actions"):
+            print("Actions:")
+            for action in result["game_actions"]:
+                print(f"  - {action.get('action_type')} ({action.get('reason')})")
+        if result.get("memory_writes"):
+            print("Memory writes:")
+            for memory in result["memory_writes"]:
+                print(f"  - {memory.get('text')}")
+
+
 def build_parser() -> argparse.ArgumentParser:
     parser = argparse.ArgumentParser(description="Mock Bannerlord connector for LocalDiplomacy.Agent.")
     parser.add_argument("--url", default="http://127.0.0.1:8766", help="Agent URL for HTTP mode.")
     parser.add_argument("--timeout", type=float, default=120.0, help="HTTP timeout in seconds.")
-    parser.add_argument("--mock-agent", action="store_true", help="Run against the in-process agent with a fake Kobold client.")
+    parser.add_argument("--mock-agent", action="store_true", help="Run against the in-process agent with a fake LLM client.")
 
     subparsers = parser.add_subparsers(dest="command", required=True)
     subparsers.add_parser("health")
@@ -255,6 +282,8 @@ def build_parser() -> argparse.ArgumentParser:
     say = subparsers.add_parser("say")
     say.add_argument("message")
 
+    subparsers.add_parser("chat")
+
     tick = subparsers.add_parser("tick")
     tick.add_argument("--day", type=float, default=1.0)
 
@@ -270,6 +299,9 @@ def build_parser() -> argparse.ArgumentParser:
 async def async_main() -> int:
     parser = build_parser()
     args = parser.parse_args()
+    if args.command == "chat":
+        await run_interactive_chat(args)
+        return 0
     if args.mock_agent:
         result = await run_local_mock(args.command, args)
     else:

src/LocalDiplomacy.Agent/localdiplomacy_agent/ollama_client.py

@@ -0,0 +1,138 @@
+from __future__ import annotations
+
+import time
+from typing import Any
+
+import httpx
+
+from .config import AppConfig
+
+
+class OllamaClient:
+    def __init__(self, config: AppConfig):
+        self.config = config
+        self.last_latency_ms: int | None = None
+        self.last_error: str | None = None
+        self._effective_model: str | None = None
+
+    def is_reachable(self) -> bool:
+        try:
+            with httpx.Client(timeout=2) as client:
+                response = client.get(f"{self.config.ollama.base_url}/api/tags")
+            return response.status_code < 500
+        except httpx.HTTPError as exc:
+            self.last_error = str(exc)
+            return False
+
+    async def chat(
+        self,
+        messages: list[dict[str, Any]],
+        tools: list[dict[str, Any]],
+        tool_choice: str | dict[str, Any] | None = None,
+    ) -> dict[str, Any]:
+        payload: dict[str, Any] = {
+            "model": self._model(),
+            "messages": self._prepare_messages(messages),
+            "temperature": self.config.generation.temperature,
+            "max_tokens": self.config.generation.max_tokens,
+        }
+        if tools:
+            payload["tools"] = tools
+            payload["tool_choice"] = tool_choice or "auto"
+
+        url = f"{self.config.ollama.base_url}{self.config.ollama.chat_path}"
+        started = time.perf_counter()
+        async with httpx.AsyncClient(timeout=self.config.ollama.timeout_seconds) as client:
+            response = await client.post(url, json=payload)
+            if response.status_code == 400 and tools and "does not support tools" in response.text:
+                payload.pop("tools", None)
+                payload.pop("tool_choice", None)
+                response = await client.post(url, json=payload)
+            response.raise_for_status()
+        self.last_latency_ms = int((time.perf_counter() - started) * 1000)
+        self.last_error = None
+        return response.json()
+
+    def _model(self) -> str:
+        if self._effective_model:
+            return self._effective_model
+
+        configured = self.config.ollama.model
+        installed = self._installed_models()
+        if configured.lower().strip() == "auto":
+            self._effective_model = installed[0] if installed else configured
+            return self._effective_model
+        if configured in installed:
+            self._effective_model = configured
+            return configured
+
+        if self.config.ollama.auto_pull_models and self._pull_model(configured):
+            self._effective_model = configured
+            return configured
+
+        self._effective_model = installed[0] if installed else configured
+        return self._effective_model
+
+    def _installed_models(self) -> list[str]:
+        try:
+            with httpx.Client(timeout=2) as client:
+                response = client.get(f"{self.config.ollama.base_url}/api/tags")
+                response.raise_for_status()
+            models = response.json().get("models") or []
+        except httpx.HTTPError as exc:
+            self.last_error = str(exc)
+            return []
+
+        names: list[str] = []
+        for model in models:
+            name = str(model.get("name") or model.get("model") or "")
+            if not name or self._looks_like_embedding_model(model):
+                continue
+            names.append(name)
+        return names
+
+    def _pull_model(self, model: str) -> bool:
+        try:
+            with httpx.Client(timeout=None) as client:
+                response = client.post(
+                    f"{self.config.ollama.base_url}/api/pull",
+                    json={"model": model, "stream": False},
+                )
+                response.raise_for_status()
+            self.last_error = None
+            return True
+        except httpx.HTTPError as exc:
+            self.last_error = str(exc)
+            return False
+
+    @staticmethod
+    def _looks_like_embedding_model(model: dict[str, Any]) -> bool:
+        name = str(model.get("name") or model.get("model") or "").lower()
+        details = model.get("details") or {}
+        families = [str(family).lower() for family in details.get("families") or []]
+        family = str(details.get("family") or "").lower()
+        return (
+            "embed" in name
+            or "embedding" in name
+            or family in {"bert", "nomic-bert"}
+            or any(family_name in {"bert", "nomic-bert"} or "embed" in family_name for family_name in families)
+        )
+
+    def _prepare_messages(self, messages: list[dict[str, Any]]) -> list[dict[str, Any]]:
+        if not self.config.generation.suppress_thinking:
+            return messages
+
+        token = self.config.generation.suppress_thinking_token.strip()
+        if not token:
+            return messages
+
+        prepared: list[dict[str, Any]] = []
+        token_prefix = f"{token} "
+        for message in messages:
+            copied = dict(message)
+            content = copied.get("content")
+            role = copied.get("role")
+            if role in {"system", "user"} and isinstance(content, str) and not content.lstrip().startswith(token):
+                copied["content"] = f"{token_prefix}{content}"
+            prepared.append(copied)
+        return prepared

src/LocalDiplomacy.Agent/localdiplomacy_agent/qdrant_process.py

@@ -0,0 +1,74 @@
+from __future__ import annotations
+
+import os
+import subprocess
+import time
+from dataclasses import dataclass
+from pathlib import Path
+
+import httpx
+
+from .config import VectorIndexConfig, resolve_runtime_path
+
+
+@dataclass
+class QdrantManagedProcess:
+    config: VectorIndexConfig
+    _process: subprocess.Popen[bytes] | None = None
+
+    def is_reachable(self) -> bool:
+        try:
+            with httpx.Client(timeout=1.0) as client:
+                response = client.get(f"http://{self.config.host}:{self.config.port}/healthz")
+            return response.status_code < 500
+        except httpx.HTTPError:
+            return False
+
+    def ensure_started(self) -> None:
+        if self.is_reachable():
+            return
+        if not self.config.autostart:
+            raise RuntimeError("Qdrant server is not reachable and autostart is disabled.")
+
+        executable = resolve_runtime_path(self.config.executable_path)
+        if not executable.exists():
+            raise FileNotFoundError(f"Qdrant executable not found: {executable}")
+
+        storage_path = resolve_runtime_path(self.config.path)
+        storage_path.mkdir(parents=True, exist_ok=True)
+        env = {
+            **os.environ,
+            "QDRANT__SERVICE__HOST": self.config.host,
+            "QDRANT__SERVICE__HTTP_PORT": str(self.config.port),
+            "QDRANT__STORAGE__STORAGE_PATH": str(storage_path),
+        }
+        creation_flags = getattr(subprocess, "CREATE_NO_WINDOW", 0)
+        self._process = subprocess.Popen(
+            [str(executable)],
+            cwd=str(executable.parent),
+            env=env,
+            stdout=subprocess.DEVNULL,
+            stderr=subprocess.DEVNULL,
+            creationflags=creation_flags,
+        )
+        self._wait_until_reachable()
+
+    def stop(self) -> None:
+        if self._process is None or self._process.poll() is not None:
+            return
+        self._process.terminate()
+        try:
+            self._process.wait(timeout=10)
+        except subprocess.TimeoutExpired:
+            self._process.kill()
+            self._process.wait(timeout=5)
+
+    def _wait_until_reachable(self) -> None:
+        deadline = time.monotonic() + self.config.startup_timeout_seconds
+        while time.monotonic() < deadline:
+            if self.is_reachable():
+                return
+            if self._process is not None and self._process.poll() is not None:
+                raise RuntimeError(f"Qdrant exited early with code {self._process.returncode}.")
+            time.sleep(0.25)
+        raise TimeoutError("Timed out waiting for Qdrant to become reachable.")

src/LocalDiplomacy.Agent/localdiplomacy_agent/tools.py

@@ -14,9 +14,10 @@ ToolHandler = Callable[[dict[str, Any]], dict[str, Any]]
 
 
 class ToolRegistry:
-    def __init__(self, memory: MemoryStore, event_log: EventLog):
+    def __init__(self, memory: MemoryStore, event_log: EventLog, default_scope: dict[str, Any] | None = None):
         self.memory = memory
         self.event_log = event_log
+        self.default_scope = default_scope or {}
         self.queued_actions: list[GameAction] = []
         self.memory_writes: list[MemoryWrite] = []
 
@@ -138,6 +139,7 @@ class ToolRegistry:
                 "Search local long-term memory for relevant facts.",
                 {
                     "query": {"type": "string"},
+                    "save_id": {"type": "string"},
                     "campaign_id": {"type": "string"},
                     "character_id": {"type": "string"},
                     "kingdom_id": {"type": "string"},
@@ -150,6 +152,7 @@ class ToolRegistry:
                 "Store an atomic long-term memory fact: conversations, secrets, known info, relationships, visits, events, promises, or personality changes.",
                 {
                     "text": {"type": "string"},
+                    "save_id": {"type": "string"},
                     "campaign_id": {"type": "string"},
                     "character_id": {"type": "string"},
                     "kingdom_id": {"type": "string"},
@@ -180,6 +183,7 @@ class ToolRegistry:
                 "analyze_lie",
                 "Analyze whether a player statement conflicts with known memories or live state; returns a recommendation, not a game mutation.",
                 {
+                    "save_id": {"type": "string"},
                     "campaign_id": {"type": "string"},
                     "speaker_id": {"type": "string"},
                     "listener_id": {"type": "string"},
@@ -330,9 +334,10 @@ class ToolRegistry:
 
     def _search_memory(self, args: dict[str, Any]) -> dict[str, Any]:
         metadata = {
-            "campaign_id": args.get("campaign_id"),
-            "character_id": args.get("character_id"),
-            "kingdom_id": args.get("kingdom_id"),
+            "save_id": args.get("save_id") or self.default_scope.get("save_id"),
+            "campaign_id": args.get("campaign_id") or self.default_scope.get("campaign_id"),
+            "character_id": args.get("character_id") or self.default_scope.get("character_id"),
+            "kingdom_id": args.get("kingdom_id") or self.default_scope.get("kingdom_id"),
         }
         memories = self.memory.search(args["query"], metadata, int(args.get("limit", 5)))
         return {"ok": True, "memories": memories}
@@ -348,9 +353,10 @@ class ToolRegistry:
 
     def _remember_fact(self, args: dict[str, Any]) -> dict[str, Any]:
         scope = {
-            "campaign_id": args.get("campaign_id"),
-            "character_id": args.get("character_id"),
-            "kingdom_id": args.get("kingdom_id"),
+            "save_id": args.get("save_id") or self.default_scope.get("save_id"),
+            "campaign_id": args.get("campaign_id") or self.default_scope.get("campaign_id"),
+            "character_id": args.get("character_id") or self.default_scope.get("character_id"),
+            "kingdom_id": args.get("kingdom_id") or self.default_scope.get("kingdom_id"),
         }
         write = MemoryWrite(
             scope=scope,
@@ -371,7 +377,11 @@ class ToolRegistry:
     def _analyze_lie(self, args: dict[str, Any]) -> dict[str, Any]:
         memories = self.memory.search(
             args["claim"],
-            {"campaign_id": args.get("campaign_id"), "character_id": args.get("listener_id")},
+            {
+                "save_id": args.get("save_id") or self.default_scope.get("save_id"),
+                "campaign_id": args.get("campaign_id") or self.default_scope.get("campaign_id"),
+                "character_id": args.get("listener_id"),
+            },
             5,
         )
         return {

src/LocalDiplomacy.Agent/localdiplomacy_agent/vector_index.py

@@ -0,0 +1,231 @@
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Any
+
+from .config import VectorIndexConfig, resolve_runtime_path
+from .embeddings import Embedder
+from .qdrant_process import QdrantManagedProcess
+
+
+MEMORY_COLLECTION = "localdiplomacy_memories"
+LORE_COLLECTION = "localdiplomacy_lore"
+
+
+@dataclass
+class VectorSearchResult:
+    sqlite_id: int
+    score: float
+
+
+@dataclass
+class VectorIndex:
+    config: VectorIndexConfig
+    embedder: Embedder
+    _client: Any = None
+    _managed_process: QdrantManagedProcess | None = None
+    _status: str = "disabled"
+    _last_error: str | None = None
+    _path: Path = field(init=False)
+
+    def __post_init__(self) -> None:
+        self._path = resolve_runtime_path(self.config.path)
+
+    @property
+    def status(self) -> str:
+        if self._last_error:
+            return f"error:{self._last_error}"
+        return self._status
+
+    @property
+    def enabled(self) -> bool:
+        return self._client is not None
+
+    def initialize(self) -> None:
+        mode = self.config.mode.lower().strip()
+        if mode == "disabled":
+            self._status = "disabled"
+            return
+        if mode == "embedded":
+            self._initialize_embedded()
+            return
+        if mode == "managed_server":
+            self._initialize_managed_server()
+            return
+        self._last_error = f"unknown_mode:{self.config.mode}"
+        self._status = "disabled"
+
+    def upsert_memory(self, sqlite_id: int, text: str, payload: dict[str, Any]) -> str | None:
+        return self._upsert(MEMORY_COLLECTION, "memories", sqlite_id, text, payload)
+
+    def upsert_lore_chunk(self, sqlite_id: int, text: str, payload: dict[str, Any]) -> str | None:
+        return self._upsert(LORE_COLLECTION, "lore_chunks", sqlite_id, text, payload)
+
+    def _upsert(
+        self,
+        collection_name: str,
+        sqlite_table: str,
+        sqlite_id: int,
+        text: str,
+        payload: dict[str, Any],
+    ) -> str | None:
+        if not self._client:
+            return None
+        try:
+            vector = self.embedder.embed(text)
+            models = self._models()
+            self._client.upsert(
+                collection_name=collection_name,
+                points=[
+                    models.PointStruct(
+                        id=sqlite_id,
+                        vector=vector,
+                        payload={
+                            **{key: value for key, value in payload.items() if value is not None},
+                            "sqlite_table": sqlite_table,
+                            "sqlite_id": sqlite_id,
+                        },
+                    )
+                ],
+            )
+        except Exception as exc:  # qdrant-client exceptions vary by backend.
+            self._last_error = str(exc)
+            return None
+        return str(sqlite_id)
+
+    def search_memories(self, query: str, filters: dict[str, Any], limit: int) -> list[VectorSearchResult]:
+        return self._search(MEMORY_COLLECTION, query, filters, limit)
+
+    def search_lore(self, query: str, filters: dict[str, Any], limit: int) -> list[VectorSearchResult]:
+        return self._search(LORE_COLLECTION, query, filters, limit)
+
+    def _search(
+        self,
+        collection_name: str,
+        query: str,
+        filters: dict[str, Any],
+        limit: int,
+    ) -> list[VectorSearchResult]:
+        if not self._client or not query.strip():
+            return []
+        try:
+            vector = self.embedder.embed(query)
+            result = self._query_points(collection_name, vector, filters, limit)
+        except Exception as exc:
+            self._last_error = str(exc)
+            return []
+        return [
+            VectorSearchResult(
+                sqlite_id=int(point.payload.get("sqlite_id")),
+                score=float(getattr(point, "score", 0.0)),
+            )
+            for point in result
+            if getattr(point, "payload", None) and point.payload.get("sqlite_id") is not None
+        ]
+
+    def stop(self) -> None:
+        if self._managed_process is not None:
+            self._managed_process.stop()
+
+    def _initialize_embedded(self) -> None:
+        try:
+            from qdrant_client import QdrantClient
+        except ImportError:
+            self._last_error = "qdrant_client_not_installed"
+            self._status = "disabled"
+            return
+
+        try:
+            self._path.parent.mkdir(parents=True, exist_ok=True)
+            self._client = QdrantClient(path=str(self._path))
+            self._ensure_collections()
+            self._status = "embedded"
+            self._last_error = None
+        except Exception as exc:
+            self._client = None
+            self._last_error = str(exc)
+            self._status = "disabled"
+
+    def _initialize_managed_server(self) -> None:
+        try:
+            from qdrant_client import QdrantClient
+        except ImportError:
+            self._last_error = "qdrant_client_not_installed"
+            self._status = "disabled"
+            return
+
+        self._managed_process = QdrantManagedProcess(self.config)
+        try:
+            self._managed_process.ensure_started()
+            self._client = QdrantClient(host=self.config.host, port=self.config.port)
+            self._ensure_collections()
+            self._status = "managed_server"
+            self._last_error = None
+        except Exception as exc:
+            self._client = None
+            self._last_error = str(exc)
+            if self.config.fallback_mode.lower().strip() == "embedded":
+                self._initialize_embedded()
+            else:
+                self._status = "disabled"
+
+    def _ensure_collections(self) -> None:
+        models = self._models()
+        for collection_name in (MEMORY_COLLECTION, LORE_COLLECTION):
+            if not self._client.collection_exists(collection_name):
+                self._client.create_collection(
+                    collection_name=collection_name,
+                    vectors_config=models.VectorParams(
+                        size=self.embedder.dimensions,
+                        distance=models.Distance.COSINE,
+                    ),
+                )
+
+    def _query_points(self, collection_name: str, vector: list[float], filters: dict[str, Any], limit: int) -> list[Any]:
+        query_filter = self._build_filter(filters)
+        if hasattr(self._client, "query_points"):
+            response = self._client.query_points(
+                collection_name=collection_name,
+                query=vector,
+                query_filter=query_filter,
+                limit=limit,
+                with_payload=True,
+            )
+            return list(response.points)
+        return list(
+            self._client.search(
+                collection_name=collection_name,
+                query_vector=vector,
+                query_filter=query_filter,
+                limit=limit,
+                with_payload=True,
+            )
+        )
+
+    @staticmethod
+    def _models() -> Any:
+        from qdrant_client import models
+
+        return models
+
+    def _build_filter(self, filters: dict[str, Any]) -> Any:
+        must = []
+        models = self._models()
+        for key in (
+            "save_id",
+            "campaign_id",
+            "character_id",
+            "kingdom_id",
+            "location_id",
+            "category",
+            "lore_source_id",
+            "source_key",
+        ):
+            value = filters.get(key)
+            if value is None or value == "":
+                continue
+            must.append(models.FieldCondition(key=key, match=models.MatchValue(value=value)))
+        if not must:
+            return None
+        return models.Filter(must=must)

src/LocalDiplomacy.Agent/pyproject.toml

@@ -7,15 +7,12 @@ dependencies = [
     "fastapi>=0.115.0",
     "httpx>=0.27.0",
     "pydantic>=2.8.0",
+    "qdrant-client>=1.10.0",
     "pyyaml>=6.0.0",
     "uvicorn[standard]>=0.30.0",
 ]
 
 [project.optional-dependencies]
-memory = [
-    "mem0ai>=0.1.0",
-    "qdrant-client>=1.10.0",
-]
 test = [
     "pytest>=8.2.0",
 ]

src/LocalDiplomacy.Agent/tests/test_full_lore_execution.py

@@ -0,0 +1,85 @@
+from localdiplomacy_agent.config import VectorIndexConfig
+from localdiplomacy_agent.embeddings import HashingEmbedder
+from localdiplomacy_agent.lore import LoreStore
+from localdiplomacy_agent.vector_index import VectorIndex
+
+
+class ConsoleDemoAi:
+    def answer(self, npc_name: str, player_question: str, lore_chunks: list[dict[str, object]]) -> str:
+        lore_context = "\n\n".join(
+            f"{chunk['heading_path']}\n{chunk['text']}"
+            for chunk in lore_chunks
+        )
+        print("\n--- PROMPT LORE CONTEXT GIVEN TO AI ---")
+        print(lore_context)
+        print("--- END PROMPT LORE CONTEXT ---\n")
+
+        assert "Moonlit Compact" in lore_context
+        assert "silver bells" in lore_context
+        return (
+            f"{npc_name}: You ask why our envoys wear silver bells? "
+            "It is the sign of the Moonlit Compact. In Aurelian custom, "
+            "no envoy bearing those bells may be harmed before moonset."
+        )
+
+
+def test_full_dummy_lore_execution_prints_console_trace(tmp_path):
+    dummy_world_lore = """
+# Aurelian Marches
+
+## Moonlit Compact
+
+The Moonlit Compact is the oldest diplomatic law of the Aurelian Marches. Envoys who wear silver bells are protected until moonset, even when they cross enemy roads during wartime.
+
+## Ember Host
+
+The Ember Host is a militant order that guards mountain passes. Its captains mark treaties with red wax and broken arrowheads.
+
+## Glass Abbey
+
+The Glass Abbey records noble bloodlines and refuses entry to anyone carrying an unsheathed blade.
+"""
+    print("\n=== FULL LORE EXECUTION DEMO ===")
+    print(f"SQLite path: {tmp_path / 'lore.sqlite3'}")
+    print(f"Qdrant path: {tmp_path / 'qdrant'}")
+
+    vector_index = VectorIndex(
+        VectorIndexConfig(mode="embedded", path=str(tmp_path / "qdrant")),
+        HashingEmbedder(),
+    )
+    vector_index.initialize()
+    print(f"Vector index status: {vector_index.status}")
+
+    lore = LoreStore(str(tmp_path / "lore.sqlite3"), vector_index)
+    lore.initialize()
+    imported_count = lore.import_markdown(
+        "aurelian_marches",
+        "Aurelian Marches Demo Lore",
+        dummy_world_lore,
+    )
+    print(f"Imported lore chunks: {imported_count}")
+
+    player_question = "Why does this envoy wear silver bells during war?"
+    retrieved = lore.search(player_question, source_key="aurelian_marches", limit=2)
+    print(f"Query: {player_question}")
+    print(f"Retrieved chunks: {len(retrieved)}")
+    for index, chunk in enumerate(retrieved, start=1):
+        print(f"\nRetrieved #{index}")
+        print(f"  id: {chunk['id']}")
+        print(f"  title: {chunk['title']}")
+        print(f"  heading_path: {chunk['heading_path']}")
+        print(f"  qdrant_point_id: {chunk['qdrant_point_id']}")
+        print(f"  summary: {chunk['summary']}")
+
+    answer = ConsoleDemoAi().answer(
+        npc_name="Lady Maravel",
+        player_question=player_question,
+        lore_chunks=retrieved,
+    )
+    print("--- FINAL AI-STYLE ANSWER ---")
+    print(answer)
+    print("=== END FULL LORE EXECUTION DEMO ===\n")
+
+    assert imported_count == 3
+    assert retrieved[0]["title"] == "Moonlit Compact"
+    assert "silver bells" in answer

src/LocalDiplomacy.Agent/tests/test_koboldcpp_client.py

@@ -1,21 +0,0 @@
-from localdiplomacy_agent.config import AppConfig, GenerationConfig
-from localdiplomacy_agent.koboldcpp_client import KoboldCppClient
-
-
-def test_suppress_thinking_prefixes_text_messages_once():
-    client = KoboldCppClient(
-        AppConfig(generation=GenerationConfig(suppress_thinking=True))
-    )
-
-    messages = [
-        {"role": "system", "content": "Use tools when needed."},
-        {"role": "user", "content": "/no_think Already prefixed."},
-        {"role": "tool", "tool_call_id": "call_1", "content": "{}"},
-    ]
-
-    prepared = client._prepare_messages(messages)
-
-    assert prepared[0]["content"] == "/no_think Use tools when needed."
-    assert prepared[1]["content"] == "/no_think Already prefixed."
-    assert prepared[2]["content"] == "{}"
-    assert messages[0]["content"] == "Use tools when needed."

src/LocalDiplomacy.Agent/tests/test_koboldcpp_process.py

@@ -1,13 +0,0 @@
-from pathlib import Path
-
-from localdiplomacy_agent.config import KoboldCppConfig
-from localdiplomacy_agent.koboldcpp_process import KoboldCppProcess
-
-
-def test_runtime_file_validation_reports_missing_files(tmp_path: Path):
-    process = KoboldCppProcess(KoboldCppConfig(), cwd=tmp_path)
-
-    errors = process.validate_runtime_files()
-
-    assert any("koboldcpp.exe" in error for error in errors)
-    assert any("model.gguf" in error for error in errors)

src/LocalDiplomacy.Agent/tests/test_lore_vector_retrieval.py

@@ -0,0 +1,44 @@
+from localdiplomacy_agent.config import VectorIndexConfig
+from localdiplomacy_agent.embeddings import HashingEmbedder
+from localdiplomacy_agent.lore import LoreStore
+from localdiplomacy_agent.vector_index import VectorIndex
+
+
+class LoreAwareFakeAi:
+    def answer(self, player_question: str, lore_chunks: list[dict[str, object]]) -> str:
+        context = "\n".join(str(chunk["text"]) for chunk in lore_chunks)
+        assert "Dawn Court" in context
+        assert "sun oath" in context
+        return "The Dawn Court binds its knights by the sun oath before they ride from Auric Gate."
+
+
+def test_dummy_world_lore_retrieved_from_vector_database_and_used_by_ai(tmp_path):
+    dummy_lore = """
+# Kingdoms of Testoria
+
+## Dawn Court
+
+The Dawn Court rules from Auric Gate. Its knights swear the sun oath, a vow to protect travelers at first light and never draw steel after sunset unless defending a guest.
+
+## Ashen League
+
+The Ashen League is a merchant republic that settles disputes through masked arbitration and river tolls.
+"""
+    vector_index = VectorIndex(
+        VectorIndexConfig(mode="embedded", path=str(tmp_path / "qdrant")),
+        HashingEmbedder(),
+    )
+    vector_index.initialize()
+    lore = LoreStore(str(tmp_path / "lore.sqlite3"), vector_index)
+    lore.initialize()
+
+    imported = lore.import_markdown("dummy_testoria", "Testoria Dummy Lore", dummy_lore)
+    chunks = lore.search("Who swears the sun oath at Auric Gate?", source_key="dummy_testoria", limit=1)
+    answer = LoreAwareFakeAi().answer("Who swears the sun oath?", chunks)
+
+    assert imported == 2
+    assert vector_index.status == "embedded"
+    assert chunks[0]["title"] == "Dawn Court"
+    assert chunks[0]["qdrant_point_id"] == "1"
+    assert "Dawn Court" in answer
+    assert "sun oath" in answer

src/LocalDiplomacy.Agent/tests/test_memory_store.py

@@ -0,0 +1,151 @@
+import sqlite3
+
+from localdiplomacy_agent.config import MemoryConfig
+from localdiplomacy_agent.config import VectorIndexConfig
+from localdiplomacy_agent.embeddings import HashingEmbedder
+from localdiplomacy_agent.event_log import EventLog
+from localdiplomacy_agent.memory import MemoryStore
+from localdiplomacy_agent.tools import ToolRegistry
+from localdiplomacy_agent.vector_index import VectorIndex
+
+
+def test_memory_store_persists_across_instances(tmp_path):
+    sqlite_path = tmp_path / "memory.sqlite3"
+    first = MemoryStore(MemoryConfig(sqlite_path=str(sqlite_path)))
+    first.initialize()
+    first.remember(
+        "The player promised Derthert they would defend Sargot from Battania.",
+        {
+            "save_id": "save-a",
+            "campaign_id": "campaign",
+            "character_id": "lord_derthert",
+            "kingdom_id": "kingdom_vlandia",
+            "category": "promise",
+            "importance": 8,
+            "tags": ["sargot", "battania"],
+        },
+    )
+
+    second = MemoryStore(MemoryConfig(sqlite_path=str(sqlite_path)))
+    second.initialize()
+
+    matches = second.search(
+        "defend Sargot",
+        {
+            "save_id": "save-a",
+            "campaign_id": "campaign",
+            "character_id": "lord_derthert",
+        },
+    )
+
+    assert second.count_estimate() == 1
+    assert matches[0]["text"] == "The player promised Derthert they would defend Sargot from Battania."
+    assert matches[0]["metadata"]["category"] == "promise"
+    assert matches[0]["metadata"]["importance"] == 8
+
+
+def test_memory_store_isolates_saves(tmp_path):
+    store = MemoryStore(MemoryConfig(sqlite_path=str(tmp_path / "memory.sqlite3")))
+    store.initialize()
+    store.remember(
+        "The player promised Derthert they would defend Sargot.",
+        {"save_id": "save-a", "campaign_id": "campaign", "character_id": "lord_derthert"},
+    )
+    store.remember(
+        "The player betrayed Derthert near Sargot.",
+        {"save_id": "save-b", "campaign_id": "campaign", "character_id": "lord_derthert"},
+    )
+
+    matches = store.search(
+        "Derthert Sargot",
+        {"save_id": "save-a", "campaign_id": "campaign", "character_id": "lord_derthert"},
+        limit=5,
+    )
+
+    assert len(matches) == 1
+    assert "promised" in matches[0]["text"]
+
+
+def test_tool_registry_injects_default_save_scope(tmp_path):
+    memory = MemoryStore(MemoryConfig(sqlite_path=str(tmp_path / "memory.sqlite3")))
+    registry = ToolRegistry(
+        memory,
+        EventLog(tmp_path / "events.sqlite3"),
+        {
+            "save_id": "save-a",
+            "campaign_id": "campaign",
+            "character_id": "lord_derthert",
+            "kingdom_id": "kingdom_vlandia",
+        },
+    )
+
+    registry.dispatch(
+        "remember_fact",
+        '{"text":"The player promised to defend Sargot.","category":"promise"}',
+    )
+
+    matches = memory.search(
+        "defend Sargot",
+        {"save_id": "save-a", "campaign_id": "campaign", "character_id": "lord_derthert"},
+    )
+
+    assert len(matches) == 1
+    assert matches[0]["metadata"]["save_id"] == "save-a"
+    assert matches[0]["metadata"]["campaign_id"] == "campaign"
+
+
+def test_memory_store_upserts_embedded_vector_index(tmp_path):
+    sqlite_path = tmp_path / "memory.sqlite3"
+    vector_index = VectorIndex(
+        VectorIndexConfig(mode="embedded", path=str(tmp_path / "qdrant")),
+        HashingEmbedder(),
+    )
+    vector_index.initialize()
+    memory = MemoryStore(MemoryConfig(sqlite_path=str(sqlite_path)), vector_index)
+    memory.initialize()
+
+    memory.remember(
+        "The player promised Derthert they would defend Sargot from Battania.",
+        {
+            "save_id": "save-a",
+            "campaign_id": "campaign",
+            "character_id": "lord_derthert",
+            "kingdom_id": "kingdom_vlandia",
+            "category": "promise",
+            "tags": ["sargot", "battania"],
+        },
+    )
+
+    matches = memory.search(
+        "promise defend Sargot",
+        {
+            "save_id": "save-a",
+            "campaign_id": "campaign",
+            "character_id": "lord_derthert",
+            "category": "promise",
+        },
+    )
+
+    with sqlite3.connect(sqlite_path) as connection:
+        row = connection.execute("SELECT qdrant_point_id FROM memories").fetchone()
+
+    assert vector_index.status == "embedded"
+    assert row[0] == "1"
+    assert matches[0]["id"] == 1
+
+
+def test_managed_qdrant_falls_back_to_embedded_when_unavailable(tmp_path):
+    vector_index = VectorIndex(
+        VectorIndexConfig(
+            mode="managed_server",
+            path=str(tmp_path / "qdrant"),
+            port=65333,
+            autostart=False,
+            fallback_mode="embedded",
+        ),
+        HashingEmbedder(),
+    )
+
+    vector_index.initialize()
+
+    assert vector_index.status == "embedded"

src/LocalDiplomacy.Agent/tests/test_ollama_client.py

@@ -0,0 +1,203 @@
+from localdiplomacy_agent.config import AppConfig, GenerationConfig
+from localdiplomacy_agent.config import OllamaConfig
+from localdiplomacy_agent.ollama_client import OllamaClient
+
+import pytest
+
+
+def test_suppress_thinking_prefixes_text_messages_once():
+    client = OllamaClient(
+        AppConfig(generation=GenerationConfig(suppress_thinking=True))
+    )
+
+    messages = [
+        {"role": "system", "content": "Use tools when needed."},
+        {"role": "user", "content": "/no_think Already prefixed."},
+        {"role": "tool", "tool_call_id": "call_1", "content": "{}"},
+    ]
+
+    prepared = client._prepare_messages(messages)
+
+    assert prepared[0]["content"] == "/no_think Use tools when needed."
+    assert prepared[1]["content"] == "/no_think Already prefixed."
+    assert prepared[2]["content"] == "{}"
+    assert messages[0]["content"] == "Use tools when needed."
+
+
+def test_model_falls_back_to_first_installed_ollama_model(monkeypatch):
+    class FakeResponse:
+        def raise_for_status(self):
+            return None
+
+        def json(self):
+            return {"models": [{"name": "installed-model:latest"}]}
+
+    class FakeClient:
+        def __init__(self, timeout):
+            self.timeout = timeout
+
+        def __enter__(self):
+            return self
+
+        def __exit__(self, exc_type, exc, tb):
+            return False
+
+        def get(self, url):
+            return FakeResponse()
+
+    monkeypatch.setattr("localdiplomacy_agent.ollama_client.httpx.Client", FakeClient)
+
+    client = OllamaClient(AppConfig(ollama=OllamaConfig(model="missing-model", auto_pull_models=False)))
+
+    assert client._model() == "installed-model:latest"
+
+
+def test_auto_model_uses_first_installed_ollama_model(monkeypatch):
+    class FakeResponse:
+        def raise_for_status(self):
+            return None
+
+        def json(self):
+            return {"models": [{"name": "installed-model:latest"}]}
+
+    class FakeClient:
+        def __init__(self, timeout):
+            self.timeout = timeout
+
+        def __enter__(self):
+            return self
+
+        def __exit__(self, exc_type, exc, tb):
+            return False
+
+        def get(self, url):
+            return FakeResponse()
+
+    monkeypatch.setattr("localdiplomacy_agent.ollama_client.httpx.Client", FakeClient)
+
+    client = OllamaClient(AppConfig(ollama=OllamaConfig(model="auto", auto_pull_models=True)))
+
+    assert client._model() == "installed-model:latest"
+
+
+def test_auto_model_skips_embedding_models(monkeypatch):
+    class FakeResponse:
+        def raise_for_status(self):
+            return None
+
+        def json(self):
+            return {
+                "models": [
+                    {"name": "nomic-embed-text:latest", "details": {"family": "bert", "families": ["bert"]}},
+                    {"name": "chat-model:latest", "details": {"family": "qwen2", "families": ["qwen2"]}},
+                ]
+            }
+
+    class FakeClient:
+        def __init__(self, timeout):
+            self.timeout = timeout
+
+        def __enter__(self):
+            return self
+
+        def __exit__(self, exc_type, exc, tb):
+            return False
+
+        def get(self, url):
+            return FakeResponse()
+
+    monkeypatch.setattr("localdiplomacy_agent.ollama_client.httpx.Client", FakeClient)
+
+    client = OllamaClient(AppConfig(ollama=OllamaConfig(model="auto", auto_pull_models=True)))
+
+    assert client._model() == "chat-model:latest"
+
+
+def test_model_pulls_missing_configured_model(monkeypatch):
+    calls = []
+
+    class FakeResponse:
+        def __init__(self, data):
+            self.data = data
+
+        def raise_for_status(self):
+            return None
+
+        def json(self):
+            return self.data
+
+    class FakeClient:
+        def __init__(self, timeout):
+            self.timeout = timeout
+
+        def __enter__(self):
+            return self
+
+        def __exit__(self, exc_type, exc, tb):
+            return False
+
+        def get(self, url):
+            return FakeResponse({"models": []})
+
+        def post(self, url, json):
+            calls.append((url, json))
+            return FakeResponse({"status": "success"})
+
+    monkeypatch.setattr("localdiplomacy_agent.ollama_client.httpx.Client", FakeClient)
+
+    client = OllamaClient(AppConfig(ollama=OllamaConfig(model="llama3.1:8b", auto_pull_models=True)))
+
+    assert client._model() == "llama3.1:8b"
+    assert calls == [
+        (
+            "http://127.0.0.1:11434/api/pull",
+            {"model": "llama3.1:8b", "stream": False},
+        )
+    ]
+
+
+@pytest.mark.anyio
+async def test_chat_retries_without_tools_when_model_does_not_support_tools(monkeypatch):
+    calls = []
+
+    class FakeResponse:
+        def __init__(self, status_code, text, data):
+            self.status_code = status_code
+            self.text = text
+            self.data = data
+
+        def raise_for_status(self):
+            if self.status_code >= 400:
+                raise AssertionError("fallback response should be successful")
+
+        def json(self):
+            return self.data
+
+    class FakeAsyncClient:
+        def __init__(self, timeout):
+            self.timeout = timeout
+
+        async def __aenter__(self):
+            return self
+
+        async def __aexit__(self, exc_type, exc, tb):
+            return False
+
+        async def post(self, url, json):
+            calls.append(dict(json))
+            if len(calls) == 1:
+                return FakeResponse(400, "model does not support tools", {})
+            return FakeResponse(200, "ok", {"choices": [{"message": {"content": "Hello."}}]})
+
+    monkeypatch.setattr("localdiplomacy_agent.ollama_client.httpx.AsyncClient", FakeAsyncClient)
+
+    client = OllamaClient(AppConfig(ollama=OllamaConfig(model="Qwen3-4B-abliterated-q4_k_m")))
+    client._effective_model = "Qwen3-4B-abliterated-q4_k_m"
+    result = await client.chat(
+        [{"role": "user", "content": "Hello"}],
+        [{"type": "function", "function": {"name": "remember_fact", "parameters": {"type": "object"}}}],
+    )
+
+    assert result["choices"][0]["message"]["content"] == "Hello."
+    assert "tools" in calls[0]
+    assert "tools" not in calls[1]

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