![[AI-Driven New Business Creation] Qualiteg's Approach to Competitive Service Research Before Generating Ideas](https://images.unsplash.com/photo-1583265515589-a89afb77e003?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDV8fGNvbXBldGl0b3J8ZW58MHx8fHwxNzEzMDI0NTcwfDA&ixlib=rb-4.0.3&q=80&w=600)
AI-Business
Competitive service research is essential before generating ideas: it clarifies market needs and competitors' strategies. Analyze service content, pricing, market attractiveness, and business models in detail to find your points of differentiation. Large companies should also consider M&A.
![[ChatStream] Transformer Mock: Mocking Transformer Responses](/content/images/size/w600/2024/04/Transformer--1-.png)
ChatStream Guide
Hello from the Product Development Team at Qualiteg. In this article we explain how to create mock data. This is for a feature formally called "Transformer Mock", which records actual LLM output and replays it later. Why would you need such a thing? It is used for testing
DIY GPU Machines
Today it's time to buy the power supply, SSD, and case. Jun here. Once I pick up the power supply, SSD, and case, I should have everything I need. Let me take another look at the note that was left for me. (6) SSD: 1 TB or larger.
![[LLM Security] Zero-Resource Black-Box Hallucination Detection](https://images.unsplash.com/photo-1444096443752-cfef93909ac3?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDIxfHwlRTklOUMlQTd8ZW58MHx8fHwxNzIyOTMyMTk2fDA&ixlib=rb-4.0.3&q=80&w=600)
LLM Security
Hello from the Qualiteg Research Team. In this article, we walk through the following paper, which proposes a method for detecting hallucinations in a "zero-resource" setting, i.e., without relying on external information such as a database. SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models https:
AI Mathematics
Good morning from the Qualiteg Research Team. Starting today, we will spend two articles learning about logarithmic functions. To be precise, we will learn how to differentiate logarithmic functions. What was a logarithmic function again? First of all, a logarithm is a way of finding "how many times a
![[ChatStream] Generator Mock Responses for When LLM Loading Takes Too Long](/content/images/size/w600/2024/04/Transformer--2-.png)
ChatStream Guide
Hello from the Product Development Team at Qualiteg. In this article, we introduce a technique you can use when loading an LLM takes a long time. For testing, or when implementing a sample app that uses the ChatStream API, there are situations where you want to restart ChatStream several times
![[AI-Driven New Business Creation] How Qualiteg Defines Approval Criteria for New Businesses to Avoid Disputes After Planning](https://images.unsplash.com/photo-1619344501177-cb47c4a94c59?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDF8fGRlY2lkZXxlbnwwfHx8fDE3MTMwMjQ1MDN8MA&ixlib=rb-4.0.3&q=80&w=600)
AI-Business
Consultations on new businesses often start from a predetermined means, and proposals for DX or AI adoption are frequently rejected by executives. To win approval, it is essential to clarify why your company needs to pursue the business and to set its purpose and goal explicitly.
![[ChatStream] Building a Console Chat](https://images.unsplash.com/photo-1629654291663-b91ad427698f?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDE0fHxjb21tYW5kJTIwbGluZXxlbnwwfHx8fDE3MTI4Mjc0Mjh8MA&ixlib=rb-4.0.3&q=80&w=600)
ChatStream Guide
Hello from the Product Development Department at Qualiteg Inc. In this article, we explain how to build a console chat using ChatStream. Using the handle_console_input method, you can easily create a CLI-based chat and try out a model. chat.py import asyncio import torch from transformers import AutoTokenizer,
DIY GPU Machines
This time, let's consider whether consumer GPUs can be used for serious AI computation, and how they differ from professional GPUs, with a few comparisons along the way. For an AI startup like ours (and not only startups), there are three scenarios in which we use GPUs. 1.
![[ChatStream] Starting the Web Server (ASGI Server)](https://images.unsplash.com/photo-1628719210599-71124499eab5?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDI0fHx1bmljb3JufGVufDB8fHx8MTcxMjgyNzAxMnww&ixlib=rb-4.0.3&q=80&w=600)
ChatStream Guide
Hello from the Product Development Department at Qualiteg Inc. In this article, we explain how to start a web server with ChatStream on board. uvicorn (started from within the code) Because ChatStream supports FastAPI/Starlette, it can be run on an ASGI server. To define uvicorn within your code, implement
AI Mathematics
Good morning from the Research Department at Qualiteg Inc. Today, let's study exponential functions. They come in handy when deriving the differentiation formula for logarithmic functions, which is why it's their turn now. What is an exponential function? An exponential function is a mathematical expression that
![[AI-Driven New Business Creation] Qualiteg's Original MVV Analysis: How to Identify the New Business Your Company Should Pursue](https://images.unsplash.com/photo-1521316730702-829a8e30dfd0?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDF8fE1pc3Npb258ZW58MHx8fHwxNzEzMDI0MzI5fDA&ixlib=rb-4.0.3&q=80&w=600)
AI-Business
When planning a new business, clarify why your company should be the one to pursue it. Many firms overlook this and fail at the board presentation. Grounding the need and purpose of the new business in your Mission, Vision, and Values keeps its direction consistent and tied to long-term goals.
![[ChatStream] The Queueing System and Concurrency Limits](/content/images/size/w600/2024/04/queueing_system_cover.gif)
ChatStream Guide
Hello from the Product Development Department at Qualiteg Inc. In this article, we explain the queueing system in ChatStream. What Is the Queueing System? When ChatStream receives a large number of simultaneous access requests, it can queue those requests and limit the number of text generations that run at the
DIY GPU Machines
This time, we select a graphics board (GPU) suited to AI work. Before getting into the main story, let's sort out the difference between a graphics board and a GPU. A graphics board is a key piece of hardware that handles image processing and AI computation in a
![[ChatStream] Implementing the Web API Endpoint](https://images.unsplash.com/photo-1522881451255-f59ad836fdfb?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDl8fHdyaXRpbmd8ZW58MHx8fHwxNzEyODI1NzY4fDA&ixlib=rb-4.0.3&q=80&w=600)
ChatStream Guide
Hello from the Product Development Department at Qualiteg Inc. In this article, we explain how to implement ChatStream as a FastAPI web API. Implementing the Endpoint To create a web endpoint for streaming chat at the URL path /chat_stream, call handle_chat_stream_request as shown below. That alone
![[AI-Driven New Business Creation] Qualiteg's Approach to Setting Goals in New Business Development](https://images.unsplash.com/photo-1543351611-58f69d7c1781?crop=entropy&cs=tinysrgb&fit=max&fm=jpg&ixid=M3wxMTc3M3wwfDF8c2VhcmNofDI1fHxnb2FsfGVufDB8fHx8MTcxMzAxNzk4NHww&ixlib=rb-4.0.3&q=80&w=600)
AI-Business
Goal setting for new business development takes five steps: 1) clarify the mission and vision via MVV analysis, 2) define approval criteria, 3) research competitors, 4) set quantitative goals, and 5) compile a new business direction sheet. Together they enable clear goals and effective development.