diff --git a/packages/jupyter-ai/jupyter_ai/chat_handlers/base.py b/packages/jupyter-ai/jupyter_ai/chat_handlers/base.py
index dd155ec9e..a2b2ff439 100644
--- a/packages/jupyter-ai/jupyter_ai/chat_handlers/base.py
+++ b/packages/jupyter-ai/jupyter_ai/chat_handlers/base.py
@@ -19,6 +19,8 @@ class BaseChatHandler(BaseLLMHandler):
     """Base ChatHandler class containing shared methods and attributes used by
     multiple chat handler classes."""
 
+    handler_kind = "chat"
+
     def __init__(
         self,
         log: Logger,
diff --git a/packages/jupyter-ai/jupyter_ai/completions/handlers/base.py b/packages/jupyter-ai/jupyter_ai/completions/handlers/base.py
index 0abd28e20..46fa3950f 100644
--- a/packages/jupyter-ai/jupyter_ai/completions/handlers/base.py
+++ b/packages/jupyter-ai/jupyter_ai/completions/handlers/base.py
@@ -1,12 +1,11 @@
-import time
 import traceback
 
 # necessary to prevent circular import
 from typing import TYPE_CHECKING, Dict
-from uuid import uuid4
 
 from jupyter_ai.completions.models import (
     CompletionError,
+    InlineCompletionList,
     InlineCompletionReply,
     InlineCompletionRequest,
     ModelChangedNotification,
@@ -21,6 +20,8 @@
 class BaseInlineCompletionHandler(BaseLLMHandler):
     """Class implementing completion handling."""
 
+    handler_kind = "completion"
+
     def __init__(
         self,
         log: Logger,
@@ -56,7 +57,7 @@ async def _handle_exc(self, e: Exception, message: InlineCompletionRequest):
             title=e.args[0] if e.args else "Exception",
             traceback=traceback.format_exc(),
         )
-        return InlineCompletionReply(items=[], error=error)
+        return InlineCompletionReply(list=InlineCompletionList(items=[]), error=error)
 
     def broadcast(self, message: ModelChangedNotification):
         for session in self.ws_sessions.values():
diff --git a/packages/jupyter-ai/jupyter_ai/completions/handlers/default.py b/packages/jupyter-ai/jupyter_ai/completions/handlers/default.py
index 202979bcd..589b71efa 100644
--- a/packages/jupyter-ai/jupyter_ai/completions/handlers/default.py
+++ b/packages/jupyter-ai/jupyter_ai/completions/handlers/default.py
@@ -1,7 +1,7 @@
 from typing import Dict, Type
 
 from jupyter_ai_magics.providers import BaseProvider
-from langchain.chains import ConversationChain
+from langchain.chains import LLMChain
 from langchain.prompts import (
     ChatPromptTemplate,
     HumanMessagePromptTemplate,
@@ -10,6 +10,7 @@
 )
 
 from ..models import (
+    InlineCompletionList,
     InlineCompletionReply,
     InlineCompletionRequest,
     ModelChangedNotification,
@@ -40,16 +41,22 @@
 
 
 class DefaultInlineCompletionHandler(BaseInlineCompletionHandler):
+    llm_chain: LLMChain
+
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
 
     def create_llm_chain(
         self, provider: Type[BaseProvider], provider_params: Dict[str, str]
     ):
-        curr_lm_id = (
-            f'{self.llm.id}:{provider_params["model_id"]}' if self.llm else None
+        lm_provider = self.config_manager.lm_provider
+        lm_provider_params = self.config_manager.lm_provider_params
+        next_lm_id = (
+            f'{lm_provider.id}:{lm_provider_params["model_id"]}'
+            if lm_provider
+            else None
         )
-        self.broadcast(ModelChangedNotification(model=curr_lm_id))
+        self.broadcast(ModelChangedNotification(model=next_lm_id))
 
         model_parameters = self.get_model_parameters(provider, provider_params)
         llm = provider(**provider_params, **model_parameters)
@@ -74,9 +81,7 @@ def create_llm_chain(
             )
 
         self.llm = llm
-        self.llm_chain = ConversationChain(
-            llm=llm, prompt=prompt_template, verbose=True
-        )
+        self.llm_chain = LLMChain(llm=llm, prompt=prompt_template, verbose=True)
 
     async def process_message(
         self, request: InlineCompletionRequest
@@ -86,11 +91,10 @@ async def process_message(
             prefix=request.prefix,
             suffix=request.suffix,
             language=request.language,
-            filename=request.path.split("/")[-1],
+            filename=request.path.split("/")[-1] if request.path else "untitled",
             stop=["\n```"],
         )
-        reply = InlineCompletionReply(
-            items=[prediction],
+        return InlineCompletionReply(
+            list=InlineCompletionList(items=[{"insertText": prediction}]),
             reply_to=request.number,
         )
-        return reply
diff --git a/packages/jupyter-ai/jupyter_ai/completions/models.py b/packages/jupyter-ai/jupyter_ai/completions/models.py
index 4c10d8093..6f60ddbc5 100644
--- a/packages/jupyter-ai/jupyter_ai/completions/models.py
+++ b/packages/jupyter-ai/jupyter_ai/completions/models.py
@@ -12,14 +12,14 @@ class InlineCompletionRequest(BaseModel):
     # unique message ID generated by the client used to identify replies and
     # to easily discard replies for older requests
     number: int
-    # path to the notebook of file for which the completions are generated
-    path: str
     # prefix should include full text of the current cell preceding the cursor
     prefix: str
     # suffix should include full text of the current cell preceding the cursor
     suffix: str
     # media type for the current language, e.g. `text/x-python`
     mime: str
+    # path to the notebook of file for which the completions are generated
+    path: Optional[str]
     # language inferred from the document mime type (if possible)
     language: Optional[str]
     # identifier of the cell for which the completions are generated if in a notebook
@@ -33,9 +33,9 @@ class InlineCompletionItem(BaseModel):
     See JuptyerLab `InlineCompletionItem` documentation for the details.
     """
 
-    insert_text: str
-    filter_text: Optional[str]
-    is_incomplete: Optional[bool]
+    insertText: str
+    filterText: Optional[str]
+    isIncomplete: Optional[bool]
     token: Optional[bool]
 
 
@@ -44,10 +44,16 @@ class CompletionError(BaseModel):
     traceback: str
 
 
+class InlineCompletionList(BaseModel):
+    """Reflection of JupyterLab's `IInlineCompletionList`."""
+
+    items: List[InlineCompletionItem]
+
+
 class InlineCompletionReply(BaseModel):
     """Message sent from model to client with the infill suggestions"""
 
-    items: List[InlineCompletionItem]
+    list: InlineCompletionList
     # number of request for which we are replying
     reply_to: int
     error: Optional[CompletionError]
@@ -55,4 +61,4 @@ class InlineCompletionReply(BaseModel):
 
 class ModelChangedNotification(BaseModel):
     type: Literal["model_changed"] = "model_changed"
-    model: str
+    model: Optional[str]
diff --git a/packages/jupyter-ai/jupyter_ai/extension.py b/packages/jupyter-ai/jupyter_ai/extension.py
index de263e6da..ed820ab60 100644
--- a/packages/jupyter-ai/jupyter_ai/extension.py
+++ b/packages/jupyter-ai/jupyter_ai/extension.py
@@ -37,7 +37,7 @@ class AiExtension(ExtensionApp):
         (r"api/ai/chats/history?", ChatHistoryHandler),
         (r"api/ai/providers?", ModelProviderHandler),
         (r"api/ai/providers/embeddings?", EmbeddingsModelProviderHandler),
-        (r"api/ai/completion/inline?", InlineCompletionHandler),
+        (r"api/ai/completion/inline/?", InlineCompletionHandler),
     ]
 
     allowed_providers = List(
diff --git a/packages/jupyter-ai/jupyter_ai/handlers.py b/packages/jupyter-ai/jupyter_ai/handlers.py
index 7f4fc3ab6..f3aa8e7f0 100644
--- a/packages/jupyter-ai/jupyter_ai/handlers.py
+++ b/packages/jupyter-ai/jupyter_ai/handlers.py
@@ -288,7 +288,7 @@ def open(self):
 
         self.log.info(f"Inline completion connected. ID: {client_id}")
         self.log.debug(
-            f"Inline completion sessions are: {self.root_chat_handlers.keys()}"
+            f"Inline completion sessions are: {self.websocket_sessions.keys()}"
         )
 
     async def on_message(self, message):
diff --git a/packages/jupyter-ai/jupyter_ai/llm_handler.py b/packages/jupyter-ai/jupyter_ai/llm_handler.py
index 6050c1148..bf268e567 100644
--- a/packages/jupyter-ai/jupyter_ai/llm_handler.py
+++ b/packages/jupyter-ai/jupyter_ai/llm_handler.py
@@ -7,6 +7,8 @@
 class BaseLLMHandler:
     """Base class containing shared methods and attributes used by LLM handler classes."""
 
+    handler_kind: str
+
     def __init__(
         self,
         log: Logger,
@@ -20,6 +22,10 @@ def __init__(
         self.llm_params = None
         self.llm_chain = None
 
+    def model_changed_callback(self):
+        """Method which can be overridden in sub-classes to listen to model change."""
+        pass
+
     def get_llm_chain(self):
         lm_provider = self.config_manager.lm_provider
         lm_provider_params = self.config_manager.lm_provider_params
@@ -38,12 +44,14 @@ def get_llm_chain(self):
 
         if curr_lm_id != next_lm_id:
             self.log.info(
-                f"Switching chat language model from {curr_lm_id} to {next_lm_id}."
+                f"Switching {self.handler_kind} language model from {curr_lm_id} to {next_lm_id}."
             )
             self.create_llm_chain(lm_provider, lm_provider_params)
             self.model_changed_callback()
         elif self.llm_params != lm_provider_params:
-            self.log.info("Chat model params changed, updating the llm chain.")
+            self.log.info(
+                f"{self.handler_kind} model params changed, updating the llm chain."
+            )
             self.create_llm_chain(lm_provider, lm_provider_params)
 
         self.llm_params = lm_provider_params
diff --git a/packages/jupyter-ai/package.json b/packages/jupyter-ai/package.json
index c8080358e..970b78175 100644
--- a/packages/jupyter-ai/package.json
+++ b/packages/jupyter-ai/package.json
@@ -65,7 +65,7 @@
     "@jupyterlab/cells": "^4",
     "@jupyterlab/codeeditor": "^4",
     "@jupyterlab/codemirror": "^4",
-    "@jupyterlab/collaboration": "^3",
+    "@jupyterlab/completer": "^4.1.0-alpha.3",
     "@jupyterlab/coreutils": "^6",
     "@jupyterlab/fileeditor": "^4",
     "@jupyterlab/notebook": "^4",
diff --git a/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx b/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx
index 468f26796..873f0651b 100644
--- a/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx
+++ b/packages/jupyter-ai/src/components/settings/existing-api-keys.tsx
@@ -113,7 +113,7 @@ function ExistingApiKey(props: ExistingApiKeyProps) {
   }, [input]);
 
   const onError = useCallback(
-    emsg => {
+    (emsg: any) => {
       props.alert.show('error', emsg);
     },
     [props.alert]
diff --git a/packages/jupyter-ai/src/handler.ts b/packages/jupyter-ai/src/handler.ts
index ec91c1f3f..212360f19 100644
--- a/packages/jupyter-ai/src/handler.ts
+++ b/packages/jupyter-ai/src/handler.ts
@@ -2,6 +2,8 @@ import { URLExt } from '@jupyterlab/coreutils';
 
 import { ServerConnection } from '@jupyterlab/services';
 
+import type { IInlineCompletionList } from '@jupyterlab/completer';
+
 const API_NAMESPACE = 'api/ai';
 
 /**
@@ -55,6 +57,32 @@ export namespace AiService {
     prompt: string;
   };
 
+  export type InlineCompletionRequest = {
+    number: number;
+    path?: string;
+    /* The model has to complete given prefix */
+    prefix: string;
+    /* The model may consider the following suffix */
+    suffix: string;
+    mime: string;
+    language?: string;
+    cell_id?: string;
+  };
+
+  export type InlineCompletionReply = {
+    /**
+     * Type for this message can be skipped (`inline_completion` is presumed default).
+     **/
+    type?: 'inline_completion';
+    list: IInlineCompletionList;
+    reply_to: number;
+  };
+
+  export type InlineCompletionModelChanged = {
+    type: 'model_changed';
+    model: string;
+  };
+
   export type Collaborator = {
     username: string;
     initials: string;
@@ -100,6 +128,11 @@ export namespace AiService {
     | ConnectionMessage
     | ClearMessage;
 
+  export type CompleterMessage =
+    | InlineCompletionReply
+    | ConnectionMessage
+    | InlineCompletionModelChanged;
+
   export type ChatHistory = {
     messages: ChatMessage[];
   };
diff --git a/packages/jupyter-ai/src/index.ts b/packages/jupyter-ai/src/index.ts
index e48e2b211..5012efbaa 100644
--- a/packages/jupyter-ai/src/index.ts
+++ b/packages/jupyter-ai/src/index.ts
@@ -12,6 +12,7 @@ import { buildChatSidebar } from './widgets/chat-sidebar';
 import { SelectionWatcher } from './selection-watcher';
 import { ChatHandler } from './chat_handler';
 import { buildErrorWidget } from './widgets/chat-error';
+import { inlineCompletionProvider } from './inline-completions';
 
 export type DocumentTracker = IWidgetTracker<IDocumentWidget>;
 
@@ -60,4 +61,4 @@ const plugin: JupyterFrontEndPlugin<void> = {
   }
 };
 
-export default plugin;
+export default [plugin, inlineCompletionProvider];
diff --git a/packages/jupyter-ai/src/inline-completions.ts b/packages/jupyter-ai/src/inline-completions.ts
new file mode 100644
index 000000000..b5c77e6b6
--- /dev/null
+++ b/packages/jupyter-ai/src/inline-completions.ts
@@ -0,0 +1,302 @@
+import {
+  JupyterFrontEnd,
+  JupyterFrontEndPlugin
+} from '@jupyterlab/application';
+import {
+  ICompletionProviderManager,
+  IInlineCompletionProvider,
+  IInlineCompletionContext,
+  CompletionHandler
+} from '@jupyterlab/completer';
+import type { ISettingRegistry } from '@jupyterlab/settingregistry';
+
+import { IDisposable } from '@lumino/disposable';
+import { PromiseDelegate } from '@lumino/coreutils';
+import { ServerConnection } from '@jupyterlab/services';
+import { URLExt } from '@jupyterlab/coreutils';
+import { IEditorLanguageRegistry } from '@jupyterlab/codemirror';
+import { NotebookPanel } from '@jupyterlab/notebook';
+import { AiService } from './handler';
+import { DocumentWidget } from '@jupyterlab/docregistry';
+import { Signal, ISignal } from '@lumino/signaling';
+
+const SERVICE_URL = 'api/ai/completion/inline';
+
+export class CompletionWebsocketHandler implements IDisposable {
+  /**
+   * The server settings used to make API requests.
+   */
+  readonly serverSettings: ServerConnection.ISettings;
+
+  /**
+   * ID of the connection. Requires `await initialize()`.
+   */
+  id = '';
+
+  /**
+   * Create a new completion handler.
+   */
+  constructor(options: AiService.IOptions = {}) {
+    this.serverSettings =
+      options.serverSettings ?? ServerConnection.makeSettings();
+  }
+
+  /**
+   * Initializes the WebSocket connection to the completion backend. Promise is
+   * resolved when server acknowledges connection and sends the client ID. This
+   * must be awaited before calling any other method.
+   */
+  public async initialize(): Promise<void> {
+    await this._initialize();
+  }
+
+  /**
+   * Sends a message across the WebSocket. Promise resolves to the message ID
+   * when the server sends the same message back, acknowledging receipt.
+   */
+  public sendMessage(
+    message: AiService.InlineCompletionRequest
+  ): Promise<AiService.InlineCompletionReply> {
+    return new Promise(resolve => {
+      this._socket?.send(JSON.stringify(message));
+      this._replyForResolver[message.number] = resolve;
+    });
+  }
+
+  get modelChanged(): ISignal<CompletionWebsocketHandler, string> {
+    return this._modelChanged;
+  }
+
+  /**
+   * Whether the completion handler is disposed.
+   */
+  get isDisposed(): boolean {
+    return this._isDisposed;
+  }
+
+  /**
+   * Dispose the completion handler.
+   */
+  dispose(): void {
+    if (this.isDisposed) {
+      return;
+    }
+    this._isDisposed = true;
+
+    // Clean up socket.
+    const socket = this._socket;
+    if (socket) {
+      this._socket = null;
+      socket.onopen = () => undefined;
+      socket.onerror = () => undefined;
+      socket.onmessage = () => undefined;
+      socket.onclose = () => undefined;
+      socket.close();
+    }
+  }
+
+  private _onMessage(message: AiService.CompleterMessage): void {
+    switch (message.type) {
+      case 'model_changed': {
+        this._modelChanged.emit(message.model);
+        break;
+      }
+      case 'connection': {
+        this.id = message.client_id;
+        this._initialized.resolve();
+        break;
+      }
+      default: {
+        if (message.reply_to in this._replyForResolver) {
+          this._replyForResolver[message.reply_to](message);
+          delete this._replyForResolver[message.reply_to];
+        } else {
+          console.warn('Unhandled message', message);
+        }
+        break;
+      }
+    }
+  }
+
+  /**
+   * Dictionary mapping message IDs to Promise resolvers.
+   */
+  private _replyForResolver: Record<
+    number,
+    (value: AiService.InlineCompletionReply) => void
+  > = {};
+
+  private _onClose(e: CloseEvent, reject: any) {
+    reject(new Error('Inline completion websocket disconnected'));
+    console.error('Inline completion websocket disconnected');
+    // only attempt re-connect if there was an abnormal closure
+    // WebSocket status codes defined in RFC 6455: https://www.rfc-editor.org/rfc/rfc6455.html#section-7.4.1
+    if (e.code === 1006) {
+      const delaySeconds = 1;
+      console.info(`Will try to reconnect in ${delaySeconds} s.`);
+      setTimeout(async () => await this._initialize(), delaySeconds * 1000);
+    }
+  }
+
+  private async _initialize(): Promise<void> {
+    if (this.isDisposed) {
+      return;
+    }
+    const promise = new PromiseDelegate<void>();
+    this._initialized = promise;
+    console.log(
+      'Creating a new websocket connection for inline completions...'
+    );
+    const { token, WebSocket, wsUrl } = this.serverSettings;
+    const url =
+      URLExt.join(wsUrl, SERVICE_URL) +
+      (token ? `?token=${encodeURIComponent(token)}` : '');
+
+    const socket = (this._socket = new WebSocket(url));
+    socket.onclose = e => this._onClose(e, promise.reject);
+    socket.onerror = e => promise.reject(e);
+    socket.onmessage = msg => msg.data && this._onMessage(JSON.parse(msg.data));
+  }
+
+  private _isDisposed = false;
+  private _socket: WebSocket | null = null;
+  private _modelChanged = new Signal<CompletionWebsocketHandler, string>(this);
+  private _initialized: PromiseDelegate<void> = new PromiseDelegate<void>();
+}
+
+class JupyterAIInlineProvider implements IInlineCompletionProvider {
+  readonly identifier = 'jupyter-ai';
+
+  constructor(protected options: JupyterAIInlineProvider.IOptions) {
+    options.completionHandler.modelChanged.connect(
+      (_emitter, model: string) => {
+        this._currentModel = model;
+      }
+    );
+  }
+
+  get name() {
+    return `JupyterAI (${this._currentModel})`;
+  }
+
+  async fetch(
+    request: CompletionHandler.IRequest,
+    context: IInlineCompletionContext
+  ) {
+    console.log(context.widget instanceof NotebookPanel, context.widget);
+    let cellId = undefined;
+    let path = context.session?.path;
+    if (context.widget instanceof NotebookPanel) {
+      const activeCell = context.widget.content.activeCell;
+      if (activeCell) {
+        cellId = activeCell.model.id;
+      }
+    }
+    if (!path && context.widget instanceof DocumentWidget) {
+      path = context.widget.context.path;
+    }
+    const number = ++this._counter;
+    console.log('request', request, context);
+    const mime = request.mimeType ?? 'text/plain';
+    const language = this.options.languageRegistry.findByMIME(mime);
+    const result = await this.options.completionHandler.sendMessage({
+      path: context.session?.path,
+      mime,
+      prefix: this._prefixFromRequest(request),
+      suffix: this._suffixFromRequest(request),
+      language: language ? language.name : 'plain English',
+      number,
+      cell_id: cellId
+    });
+    return result.list;
+  }
+
+  get schema(): ISettingRegistry.IProperty {
+    return {
+      properties: {
+        maxPrefix: {
+          title: 'Maximum prefix length',
+          minimum: 1,
+          type: 'number',
+          description:
+            'At most how many prefix characters should be provided to the model.'
+        },
+        maxSuffix: {
+          title: 'Maximum suffix length',
+          minimum: 0,
+          type: 'number',
+          description:
+            'At most how many suffix characters should be provided to the model.'
+        }
+      },
+      default: JupyterAIInlineProvider.DEFAULT_SETTINGS as any
+    };
+  }
+
+  async configure(settings: { [property: string]: JSONValue }): Promise<void> {
+    this._settings = settings as any as ISettings;
+  }
+
+  /**
+   * Extract prefix from request, accounting for context window limit.
+   */
+  private _prefixFromRequest(request: CompletionHandler.IRequest): string {
+    const textBefore = request.text.slice(0, request.offset);
+    const prefix = textBefore.slice(
+      -Math.min(this._settings.maxPrefix, textBefore.length)
+    );
+    return prefix;
+  }
+
+  /**
+   * Extract suffix from request, accounting for context window limit.
+   */
+  private _suffixFromRequest(request: CompletionHandler.IRequest): string {
+    const textAfter = request.text.slice(request.offset);
+    const prefix = textAfter.slice(
+      0,
+      Math.min(this._settings.maxPrefix, textAfter.length)
+    );
+    return prefix;
+  }
+
+  private _settings: JupyterAIInlineProvider.ISettings =
+    JupyterAIInlineProvider.DEFAULT_SETTINGS;
+
+  private _currentModel = 'no-model-yet';
+  private _counter = 0;
+}
+
+namespace JupyterAIInlineProvider {
+  export interface IOptions {
+    completionHandler: CompletionWebsocketHandler;
+    languageRegistry: IEditorLanguageRegistry;
+  }
+  export interface ISettings {
+    maxPrefix: number;
+    maxSuffix: number;
+  }
+  export const DEFAULT_SETTINGS: ISettings = {
+    maxPrefix: 10000,
+    maxSuffix: 10000
+  };
+}
+
+export const inlineCompletionProvider: JupyterFrontEndPlugin<void> = {
+  id: 'jupyter_ai:inline-completions',
+  autoStart: true,
+  requires: [ICompletionProviderManager, IEditorLanguageRegistry],
+  activate: async (
+    app: JupyterFrontEnd,
+    manager: ICompletionProviderManager,
+    languageRegistry: IEditorLanguageRegistry
+  ): Promise<void> => {
+    const completionHandler = new CompletionWebsocketHandler();
+    const provider = new JupyterAIInlineProvider({
+      completionHandler,
+      languageRegistry
+    });
+    await completionHandler.initialize();
+    manager.registerInlineProvider(provider);
+  }
+};
diff --git a/yarn.lock b/yarn.lock
index 435bbde51..30fb5258c 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -1322,7 +1322,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/runtime@npm:^7.1.2, @babel/runtime@npm:^7.12.5, @babel/runtime@npm:^7.18.3, @babel/runtime@npm:^7.21.0, @babel/runtime@npm:^7.22.5, @babel/runtime@npm:^7.22.6, @babel/runtime@npm:^7.3.1, @babel/runtime@npm:^7.5.5, @babel/runtime@npm:^7.8.4, @babel/runtime@npm:^7.8.7":
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     "@jupyterlab/codemirror": ^4
-    "@jupyterlab/collaboration": ^3
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