LLMs Get Lost in Multi-turn Conversation
The cat is out of the bag.
Pay attention, devs.
This is one of the most common issues when building with LLMs today.
Glad there is now paper to share insights.
Here... See more
So much of self-regulation comes down to 2 interrelated powers: 1) keeping yourself inspired, and 2) keeping yourself accountable.
Recognizing in a felt way that “this is worth doing”, and that “I’m responsible for doing it.”
If you are looking for something to read/study this weekend, I added lots of LLM-related bonus from-scratch coding resources over the last few months (from implementing Llama 3.2 to preference tuning with DPO): https://github.com/rasbt/LLMs-from-scratch?tab=readme-ov-file#bonus-material
I hope you find them useful! (My... See more
When production code is important, then it is a minority: most project code is scaffolding. Tests, deployments, linting, verification, utilities for local development, handy admin interfaces–scaffolding is code that helps us safely and efficiently change production code.
The benefits of incremental development include a reduction of the potential risk in the project. If the architecture is for a family of related systems, the infrastructure can be reused across the family, lowering the per-system cost of each.
People think analytical tools and data products (like dashboards) are inherently strategic
They aren’t
Why? Because companies enlist analysts to build these solutions to solve ad hoc problems and 𝗱𝗼𝗻’𝘁 𝘁𝗵𝗶𝗻𝗸 𝗮𝗯𝗼𝘂𝘁 𝘁𝗵𝗲𝗶𝗿 𝗹𝗼𝗻𝗴-𝘁𝗲𝗿𝗺 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝗶𝗰 𝗯𝗲𝗻𝗲𝗳𝗶𝘁𝘀 (or what they could evolve... See more