+1 for "context engineering" over "prompt engineering".
People associate prompts with short task descriptions you'd give an LLM in your day-to-day use. When in every industrial-strength LLM app, context engineering is the delicate art and science of filling the context window with just the right information for the next step. Science because doing this right involves task descriptions and explanations, few shot examples, RAG, related (possibly multimodal) data, tools, state and history, compacting... Too little or of the wrong form and the LLM doesn't have the right context for optimal performance. Too much or too irrelevant and the LLM costs might go up and performance might come down. Doing this well is highly non-trivial. And art because of the guiding intuition around LLM psychology of people spirits.
On top of context engineering itself, an LLM app has to:
- break up problems just right into control flows
- pack the context windows just right
- dispatch calls to LLMs of the right kind and capability
- handle generation-verification UIUX flows
- a lot more - guardrails, security, evals, parallelism, prefetching, ...
So context engineering is just one small piece of an emerging thick layer of non-trivial software that coordinates individual LLM calls (and a lot more) into full LLM apps. The term "ChatGPT wrapper" is tired and really, really wrong.
Flight from Delhi to Pune SG185 took a sudden fall for a fraction of second around 10 mins before landing, injuring an air hostess and endangering life of its passengers. Care for an explanation? @flyspicejet@DGCAIndia#spicejet#dgca
@PoojaSharm2201 The guy knew Hindi still insisted for Kannada, what a bullshit. And people are defending him.
The incident happened on National Highway, what do you expect if not the nation's official language.
Everyone loves their mother tongue but that doesn't give you right to bully others.
A great initiative of NIC under digital India initiative being led by Sh. Manoj Tuli, DDG, NIC.
I had the opportunity to contribute to this project for almost three years. Proud to be part of it.
eTribunal System is a comprehensive solution for Online Case Filing and processing from anywhere. It includes e-Filing, Digital Payments, Real-time case tracking, Case management, Documents controlled access, Hybrid court appearances, and more.
#NICMeitY
As the inning progresses, so does the agression of batsman.
At the 🔝, Virat & Rohit showcasing India's might! 💪🏽💥 They're the 𝗧𝗥𝗨𝗠𝗣 𝗖𝗔𝗥𝗗 for 🇮🇳. Will they reign supreme in #CWC2023? 🏆
@BCCI
I never cease to be amazed by the blinkers regularly put on by Western media. They are so quick to judge other countries, so blind to their own! This @BBC analysis says, "Western nations have condemned alleged extraterritorial assassinations carried out by countries such as Russia or Iran or Saudi Arabia. They will not want India to join that list." Hello? The two foremost practitioners of extra-territorial assassinations in the last 25 years have been Israel and the US! Any mirrors available in the West?
https://t.co/FOp0xRVexf
Chandrayaan-3 Mission:
'India🇮🇳,
I reached my destination
and you too!'
: Chandrayaan-3
Chandrayaan-3 has successfully
soft-landed on the moon 🌖!.
Congratulations, India🇮🇳!
#Chandrayaan_3#Ch3
Maybe, you are right.
But is he our PM?
No.
Is he an MP?
No.
Is he an MLA?
No.
Then who he is.
A journalist.
And what is he doing?
Asking questions to the government.
At least he is doing his job.
Leave whether he is sold out or not, but I know he is not afraid. #Dare
@pbhushan1 Dear Sir, @pbhushan1
Among all the people in India, you have the least right to say this.
Remember, you were fined by Apex court for contempting it. So please don't teach others. Better teach yourself if at all you want to.
In any other country, the resilience and patience shown by the majority despite repeated provocations would be applauded
Not in India.
Hindus would still be called as Intolerant.
@naveenkrs Is that why there was no cabinet shown in the series (no home minister even). And it was totally a one-person-government (and her personal advisor)