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3 slides10:37EN
Matthew Berman· Nov 17, 2023Testing DeepSeek Coder on Forms, Bugs and a Snake GameMatthew Berman · Forward FutureMatthew Berman puts the 2023 coding model through a small hands-on rubric, from JSON and unit tests to a playable game.Software engineeringDeveloper workflows & testingOpen-weight models+1
3 slides13:43EN
Matthew Berman· Nov 9, 2023PrivateGPT 2.0: A 2023 Guide to Local Document Chat and Its RoadmapMatthew Berman, Iván Martínez · Forward FutureMatthew Berman demonstrates the 2023 PrivateGPT local setup, document ingestion and API, then speaks with project creator Iván Martínez about privacy and planned features.RAG & knowledgeLocal inferencePrivacy & data governance+2
6 slides38:07EN
Matthew Berman· Oct 26, 2023AutoGen Advanced Tutorial: Configuration, Memory, Retrieval and ToolsMatthew Berman · Forward FutureMatthew Berman walks through the 2023 AutoGen interface for multi-agent configuration, caching, retrieval, teachable memory and function calls.Agent engineeringAgent orchestrationRetrieval-augmented generation+2
3 slides7:32EN
Matthew Berman· Oct 4, 2023MageGPT Generates a Wasp To-Do App: A 2023 DemonstrationMatthew Berman · Forward FutureMatthew Berman uses a Wasp-sponsored app generator to build, run and deploy a basic full-stack to-do app.Coding agentsSoftware engineeringDeveloper workflows & testing
4 slides9:59EN
Matthew Berman· Sep 7, 2023Open Interpreter: A 2023 Local Code-Execution WalkthroughMatthew Berman · Forward FutureMatthew Berman installs Open Interpreter, analyzes local files with GPT-4 and tries a local Code Llama setup, with mixed results.Coding agentsLocal inferenceDeveloper workflows & testing+2
3 slides7:05EN
Matthew Berman· Jul 2, 2023Aider’s Early Coding Assistant: Snake and an Existing Rails ProjectMatthew Berman · Forward FutureMatthew Berman demonstrates the terminal tool’s 2023 workflow, from generating and iterating on a game to proposing a dependency change in a repository.Coding agentsDeveloper workflows & testingSoftware engineering+1
4 slides6:26EN
Matthew Berman· Jun 14, 2023Installing and Trying GPT-Engineer: A 2023 Snake Game WalkthroughMatthew Berman · Forward FutureMatthew Berman demonstrates the early project-generation workflow, from a Conda environment and prompt to clarification questions and generated Python files.Coding agentsDeveloper workflows & testingSoftware engineering
2 slides7:51EN
Matthew Berman· May 30, 2023Running Guanaco 65B on a Cloud GPU with Runpod and Text Generation Web UIMatthew Berman · Forward FutureMatthew Berman demonstrates a 2023 workflow for renting a GPU, loading a quantized model and generating text. Model requirements, pricing and interfaces depend on the chosen version.Local inferenceInfrastructure & deploymentOpen-weight models+2
5 slides5:11EN
Matthew Berman· May 15, 2023Installing PrivateGPT to Ask Questions About Local Documents: A 2023 WalkthroughMatthew Berman · Forward FutureMatthew Berman demonstrates the original PrivateGPT setup, from cloning the repository and downloading models to ingesting files and querying them locally.RAG & knowledgeLocal inferenceDocument understanding & OCR+2
3 slides5:08EN
Matthew Berman· Apr 3, 2023Chatting with a PDF in Colab Using LangChain and a Vector IndexMatthew Berman · Forward FutureMatthew Berman demonstrates a 2023 PDF question-answering notebook; its retrieval workflow does not fine-tune model weights and its revenue example is incorrect.Retrieval-augmented generationDocument understanding & OCRDeveloper workflows & testing+1
3 slides7:48EN
Matthew Berman· Apr 1, 2023Using ChatGPT - Genie AI in VS Code to Explain, Refactor and Test Rails CodeMatthew Berman · Forward FutureMatthew Berman demonstrates a 2023 VS Code extension on a Ruby on Rails project and examines the limits of its code context.Developer productivitySoftware engineeringCode review & verification+1
5 slides17:06EN
Matthew Berman· Mar 11, 2023A 2023 Walkthrough of the ChatGPT API and a Python Naming AppMatthew Berman · Forward FutureMatthew Berman explains the GPT-3.5 Turbo launch, tokens and temperature, then runs an older DaVinci-based Flask example.Developer workflows & testingFoundation ModelsPrompt optimization+2