#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
Jesse Derry was taken to hospital as a precaution following his first-half substitution during today’s #PL game against Nottingham Forest.
Jesse is conscious, talking and undergoing precautionary checks. We wish him a speedy recovery and thank the medical staff for their swift response.
Steve Holland:
“Our last game, Bournemouth to Leeds, is a #PL record, I think, in terms of time between games.
“So the gap has been as big as you can have really. I think we felt it was important to get the whole group together again, and really focus on finishing the season well.
“I think this is the PERFECT venue for that, really.”
Steve Holland:
“I think the language we should be using as this club is to finish as CLOSE as we possibly can to the top [this season].
“I don’t know how possible that is, but that has to be the challenge always: to get as close as we possibly CAN to the top...” [MU]
Bruno Fernandes on matching Cristiano Ronaldo’s #PL POTM record:
“It’s always good company. We know when records are there, his name will always be around.
“It’s a HUGE honour and privilege to be close to him.” 🇵🇹❤️
[THREAD]
There are multiple Premier League games on Saturday, Sunday AND Monday. 🍿
Here are some stats you might see in GW35...
#PL | @CopyBetUKhttps://t.co/RnveqOETlK
RT @Squawka: [THREAD]
There's five Premier League games on a Sunday for the first time in 2023. 🍿
Here are some stats you might see… 👀
#PL | @CopyBetUKhttps://t.co/sMqfA3FUuS