K

Project: Jingjie
Signals, fragments, thoughts, and development traces.
Updates are irregular.

[deezzex @deezzex]

a Stanford professor used JEV to build a data science system that analyzes 40.000.000.000 data points every 15 min

his system can process massive datasets and automatically decide which results deserve deeper analysis.

the professor spent more than a year developing the system with his research team.

the first version relied heavily on LLMs to interpret every result.

it worked, but analyzing millions of records created unnecessary latency and huge inference costs.

then they redesigned the decision layer around Jev.

instead of generating explanations for every data point, Jev evaluates the results and decides what the system should investigate next.

I found a breakdown of the pipeline they used and the way Jev filters the data is surprisingly clever.

I’ll show you how it works next so stay tuned if you want to see what Jev Engineering looks like inside a real data science system.

would you let an AI decide which patterns in your data are worth investigating?

[Dhairya Karekar @dkare1009]

A Russian guy has discovered a method to learn anything ten times faster using AI! It involves NotebookLM, Gemini and Obsidian.

[Maxwell Orion @Orion_Vers7x]

50 legendary internet rabbit holes you can spend hours exploring👇

1. https://t.co/1Xl8gX5LAC — Watch the world via live satellite imagery
2. https://t.co/7hmmVh8I8T — See every plane currently in the sky
3. https://t.co/hCvocVzVWl — Track all ships at sea in real time
4. https://t.co/fT6ZeVPmyy — Live map of winds and storms
5. https://t.co/iSXlo7Hcmi — Watch lightning strikes hitting Earth in real time
6. https://t.co/jdhKHP1Jnu — Live list of recent earthquakes
7. https://t.co/XnmnCU49SH — Ocean cables carrying the internet
8. https://t.co/szocPJSOCd — Watch forests disappear from space
9. https://t.co/R5Sf8KQzi7 — The world's statistics, second by second
10. https://t.co/yyIvF0Cvbw — Current number of tweets and searches being posted
11. https://t.co/RcN3BikFkp — Compare the true sizes of countries
12. https://t.co/Bj8ljhy6Q1 — Maps from centuries ago
13. https://t.co/LiEwtbzHEp — Archive of 150,000 historical maps
14. https://t.co/DGLYEVUSmP — World map drawn by volunteers
15. https://t.co/MFZrwabt3a — Look out the window of a random person around the world
16. https://t.co/s8xnrn2yhS — Virtual walks through cities
17. https://t.co/v9XcGVXhIu — Teleport to a random spot on Earth
18. https://t.co/v2KjFxtksl — Catalog of the world's strangest places
19. https://t.co/VXMqctGQ9L — Interactive knowledge experiences
20. https://t.co/bKaGAMjC9o — Scale journey from atom to universe (Updated HTML5 link)
21. https://t.co/cS5Qiqvcb7 — Explore the solar system in 3D
22. https://t.co/ArOPduuvNd — Real sky map in your browser
23. https://t.co/2SojYezSct — NASA's astronomy picture of the day
24. https://t.co/ofFLe8FSCD — NASA's entire visual archive, free
25. https://t.co/chUiOsEgiu — Visual articles told through data
26. https://t.co/fTkQ0nf6oM — The state of the world with real data
27. https://t.co/xdN9xVrg8G — What we mistakenly think we know about the world
28. https://t.co/tBN6n8fkNu — Visualizing complex data
29. https://t.co/Yx0aGChBHI — World Bank's open data
30. https://t.co/Q0DQm9lMIu — Turkey's official statistics database
31. https://t.co/ggGbYwXWk7 — Archive of millions of books, films, and software
32. https://t.co/62yrhnzIkB — 70,000 free books whose copyrights have expired
33. https://t.co/w0AVoGIJ3H — Record of every book in the world
34. https://t.co/XMc5Ni97II — U.S. Library of Congress digital archive
35. https://t.co/nA8R2rZDKg — Europe's cultural heritage archive
36. https://t.co/ryDiJjXi0Q — America's digital library collection
37. https://t.co/lTzLH5u62I — Tour museums from home
38. https://t.co/iqEmnx3B9V — Download artworks in high resolution
39. https://t.co/oLbHeuw9of — Archive of 250,000 artworks
40. https://t.co/VOZeVrvhCK — Forgotten visual treasures of history
41. https://t.co/bRmrreJqey — Free archive of culture and education
42. https://t.co/wej39HzWrJ — Met Museum's open collection
43. https://t.co/pkf6Pe3flD — Family tree of music genres
44. https://t.co/di1Mjimco3 — Pick a country and decade to listen to that era
45. https://t.co/WPHVtByMIi — Turn Wikipedia edits into audio
46. https://t.co/itiU9B4m63 — Random knowledge well
47. https://t.co/c9Kf8gugOm — Time, sunrises, and sky events
48. https://t.co/elZYUt9UNx — Live stream of science news
49. https://t.co/dy5yfp5xBM — Free preprints of scientific papers
50. https://t.co/VBbQERnnJL — Visualize data with live code

Save this. You’ll definitely need some of these later. 🔖

Follow @Orion_Vers7x for more useful websites, AI tools & tech resources.

[K @kelvin219]

@visoell @thsottiaux same

[K @kelvin219]

@OpenAIDevs I’m giving Astra a real WWII carrier-operations simulation—not a toy prompt—and 24 hours to discover a causal mechanic I didn’t design explicitly, verify it, and ship it as a playable experience.

[K @kelvin219]

@thsottiaux Not an ambitious task. An ambitious institution.

[K @kelvin219]

@thsottiaux

[K @kelvin219]

@rezoundous Tibo：I will press the reset button in a few minutes, make you return once more

[K @kelvin219]

@thsottiaux

[K @kelvin219]

@thsottiaux https://t.co/jrB5St70YT

[K @kelvin219]

@thsottiaux

[K @kelvin219]

@thsottiaux @prd_008

[K @kelvin219]

@thsottiaux

[K @kelvin219]

@gdb @DavidOndrej1 It’d be helpful if each Codex session had a small sidebar showing the current goal, whether the conversation is drifting, and what still needs clarification.

[K @kelvin219]

@quzulkurt50 59

[K @kelvin219]

@tydsh ready to say "I am wrong". Let experiments tell the issues and be humble in front of AI.

[K @kelvin219]

@thsottiaux Thanks @OpenAI. GPT-5.6 Sol has completely changed how I build complex software.

[K @kelvin219]

@thsottiaux 教主武功盖世，一手遮天；滋阴断阳，千秋万载

[K @kelvin219]

@ENJU1123PIPI 共享的菜肴需要谦让为其他人留一点，自己的饭碗的米饭和自己酒杯的酒水一定要吃光