With the advent of LLMs like GPT3, ChatGPT etc, Prompt Engineering is deserving more attention now than ever before. @dair_ai has released a “Prompt Engineering Guide” that contains the set of learning guides and tools about prompt engineering. Link:
LLMS
-
Copilot’s Code Synthesis Capabilities Praised as Best
By
–
Copilot is for code completion so you have to write comments to use it like ChatGPT, but it’s the best I’ve seen for code synthesis.
-
Comparing AI Model Trustworthiness: Copilot vs. ChatGPT
By
–
Copilot isn’t ChatGPT. I don’t trust ChatGPT’s output on this stuff at all — way too many errors. I think it specifically aims for equivocation in a way that makes it confabulate wrong technical details.
-

LLMs like Copilot replace Google for code installation commands
By
–
Imports and installation commands are the purest instance of LLMs replacing Google for me. Only the comments in this screenshot were written by hand, and the rest is Copilot completion:
-
Google’s PaLM benchmark results and open-source RLHF implementation
By
–
Google's PaLM beats GPT-3 on 28 out of 29 Natural Language Processing tasks (!) and was just open-sourced for reinforcement training as of today: https://
github.com/lucidrains/PaL
M-rlhf-pytorch
… -
AI Code Generation Security Risks and Prudent Practices
By
–
I think writing `pip install …` commands from memory is bad security. If it's `python-foobar` instead of `foobar` you might be installing malware. A more prudent approach is to type `# install foobar with pip:` into Copilot and blindly execute whatever it says.
-
Meta AI OPT-IML Benchmark Improves LLM Instruction Tuning
By
–
Improving Instruction Tuning for LLMs: Meta AI Presents the OPT-IML Benchmark of 2000 NLP Tasks
-
Chain-of-Thought Prompting Demo on Poe Chatbots
By
–
Another demo — chain-of-thought prompting on Poe (“Dragonfly” — there’s multiple chatbots) using the “format trick”: https://
poe.quora.com/s/Tycgjooa3Aio
SfOfLZsN
… -
New AI Chat Interface Offers Natural Speech and Reduced Latency
By
–
Okay, I’m cleared to say more. It’s like ChatGPT, but the speech is more natural and terse, like texting. Much better latency (hope it lasts). Social sharing good enough to replace sharing screenshots on Twitter. Here’s me talking to Poe: https://
poe.quora.com/s/YPMAqBPuDShG
g3kl1mbt
… -
Prompt Engineering Remains, But Five New More Valuable Things Will Emerge
By
–
prompt eng will always be "a thing" but this time next year we'll have found 5 more new "things" that are more valuable to build on