Introducing e-means, an algorithm beating k-means in 10x fewer epochs.
With order of magnitude wall-clock speedups, e-means is released in FAISS and needs no hyperparameter tuning beyond k. It is robust to various scales and datasets. Still skeptical ? Just try e-means [1/10]🧵
With the recent wave of vulnerability disclosures, it’s a good time to take a closer look at your own code.
Turn your coding agent into a team of security auditors with the open-source skill that seeded Cloudflare’s vulnerability discovery harness.
The 6 phase approach:
1. Map the codebase
2. Hunt for vulnerabilities
3. Challenge each candidate
4. Record the findings
5. Verify the findings
6. Report what’s confirmed, rejected, or still needs validation
Start your hunt here:
https://t.co/kL5PvcoAYY
I wanted to understand the structural and philosophical differences between GPUs, TPUs and newer alternatives (like Groq LPUs) without getting drowned in specs and jargon.
Mispronunciation of the day: "soldered" 🤦♀️...
0:00 Intro
0:56 The origin story of TPUs
3:42 The first TPU: an ASIC for matrix multiplication
5:21 SRAM vs DRAM
7:21 The memory bandwidth problem
9:14 Systolic arrays
12:48 TPU vs GPU
17:51 Groq’s LPU
25:38 GPU vs LPU
28:36 NVIDIA on the AI chips boom
feriado acabou, saudade que eu tava de fazer uma daily com o squad pra alinhar o mindset antes do kick-off do roadmap da sprint, rodar um brainstorm bem disruptivo e sair com vários insights valiosíssimos pro core business, endereçar os pain points do pipeline, fazer uma retro
skyrim is the ur-example of modern "dick around" games. during my first playthrough i built every house, got married, and adopted as many children as i could. i spent 40 hours completely ignoring the civil war cause it was so boring (1/2)
Passei minhas compras no balcão da padaria e paguei, aí a moça do caixa olhou pra mim e disse, "A escolha de Sofia?". E eu pensei, "não deve ser isso, acho que entendi errado", e disse, "Não entendi, desculpa.", aí ela perguntou, "O senhor que é a Sofia?". +
“The scroll offered only a shimmer, a veil thinly lifted to my eyes. A future lost. A victory undone. Sands of time scattered by fate.”
Yazar, Moth Priest to High Queen Iradne of Hammerfell (4E 206)