Roadmap: AI Infrastructure
Read our roadmap on the next wave of enterprise data software in the age of AI.
Infrastructure
Applied LLMs - What We’ve Learned From A Year of Building with LLMs
A practical guide to building successful LLM products, covering the tactical, operational, and strategic.
Deep Dive
The architecture of today's LLM applications
Here’s everything you need to know to build your first LLM app and problem spaces you can start exploring today.
Concept
An interview with the most prolific jailbreaker of ChatGPT and other leading LLMs
Pliny the Prompter has been finding ways to jailbreak, or remove the prohibitions and restrictions on leading LLMs, since last year.
Security
Building an AI Agent With Memory Using MongoDB, Fireworks AI, and LangChain | MongoDB
Creating your own AI agent equipped with a sophisticated memory system. This guide provides a detailed walkthrough on leveraging the capabilities of Fireworks AI, MongoDB, and LangChain to construct an AI agent that not only responds intelligently but also remembers past interactions.
Memory
How We Saved 10s of Thousands of Dollars Deploying Low Cost Open Source AI Technologies At Scale with Kubernetes
Scaling up generative AI operations can be costly. At OpenSauced, we faced this challenge while building StarSearch, until we found a low cost solution to deploy an OpenAI-compatible API using open source technology.
Prompt Engineering Roadmap - roadmap.sh
Step by step guide to learn Prompt Engineering. We also have resources and short descriptions attached to the roadmap items so you can get everything you want to learn in one place.
Prompt Engineering
How Intuit data analysts write SQL 2x faster with internal GenAI tool
Reporting on the productivity impact of SQL generation with generative AI.
Example
How we built Text-to-SQL at Pinterest
Adam Obeng | Data Scientist, Data Platform Science; J.C. Zhong | Tech Lead, Analytics Platform; Charlie Gu | Sr. Manager, Engineering