An Tran

[An Tran @tranlaman]

PP-LinkNet: Improving Semantic Segmentation of High Resolution Satellite Imagery with Multi-stage Training
https://t.co/Dl5QGFpIn2

My new paper for an efficient method for generalizing semantic segmentation model of high resolution satellite imagery.

Take it guys!!!

[An Tran @tranlaman]

@__suto May I know Astra is better than gpt-5.6 model for your task

[An Tran @tranlaman]

@yuxiangw_cs Congrats!

[An Tran @tranlaman]

@amitisinvesting Oh I missed it, where can I follow your information about next meetup in Singapore. Hope you have a good trip. Please post your next meetup info before the meeting, we can follow it. Thanks.

[Boris Cherny @bcherny]

As engineering, product, design, DS, etc. melt into a new kind of role, I was reflecting on what roles might look like in the future. For example, when I look at the Claude Code team I see what I think is five archetypes:

1. Prototyper: comes up with brand new ideas; churns out many ideas, most of which don't ship
2. Builder: quickly turns a prototype/idea into production-grade product/infra
3. Sweeper: cleans up the UI, simplifies the code and system, unships, optimizes performance
4. Grower: takes a product that has been built and iterates on it to improve Product-Market Fit
5. Maintainer: owns a mature system to make it secure, reliable, fast, and efficient as it scales

Many people span across 2 roles, and sometimes 3 roles. I also notice that these roles are not really tied to job function -- eg. across Anthropic, some designers match category 1, some 2, some 3; same for engineers, PM, DS.

A healthy team needs a mix of these, depending on the product:

- A product that is new and pre-PMF needs people that are strong at 1+2+3
- A product that is growing and has found PMF needs 2+3+4 and some 5
- A product that has strong PMF needs 3+4+5 and some 2

Maybe product roles of the future will look more like this, and less like the domain-specific roles of today?

[@levelsio @levelsio]

📻 Made a Nullsoft SHOUTcast server at https://t.co/ezfSY9zJoo

SHOUTcast was Winamp's own streaming platform and would let you create your own self-hosted radio stations

You'd then submit it to their directory to which would get you listeners

Around 2011 it reached its peak with 900,000 concurrent listeners with about 45,000 active radio stations

Winamp had been acquired by AOL in 1999 for $80M and was essentially fully neglected since so it was kind of a miracle it kept going for so long

But the tech is still there and you can host a server!

[An Tran @tranlaman]

@hieudinh_ Well done and you deserve it

[Tony Dinh @tdinh_me]

My mind is blown.

I invited my bot Otto to my Revenue Cat account, it checked email, created an account, accepted the invite, set up the project, connected to App Store Connect, set up products and pricing, created a paywall, integrated the whole thing to the iOS app, and is now creating a sandbox tester account for me.

All driven by just claude code + prompting + cli tools + peekaboo via Telegram.

I'm watching it live just for fun, but I could have gone to the gym and come back with the in-app purchase fully implemented.

Crazy time to be a startup founder.

[An Tran @tranlaman]

@hieudinh_ Nice!

[An Tran @tranlaman]

@hieudinh_ So there is no ios 25?

[An Tran @tranlaman]

@hieudinh_ Great Hieu!

[An Tran @tranlaman]

@hieudinh_ Hi Hieu, they sent out emails about new model release to every users?

[Claude @claudeai]

Introducing Claude Opus 4.6. Our smartest model got an upgrade.

Opus 4.6 plans more carefully, sustains agentic tasks for longer, operates reliably in massive codebases, and catches its own mistakes.

It’s also our first Opus-class model with 1M token context in beta.

[X Freeze @XFreeze]

Grok 4.20 is seriously crushing markets right now

It’s sitting at the top across live trading platforms and actually making money, not just looking good on tests

We’re talking roughly 10–12% returns in live trading, about 3–4× the S&P 500 over the same period, across:
• Alpha Arena
• PredictionArena
• Rallies

Currently Grok 4.20 is outperforming all the frontier models like Gemini 3 Pro, Claude Opus 4.5, GPT‑5.2

This is real money in live markets and Grok 4.20 is doing the work

[Vivo @vivoplt]

LeetCode is HARD until you Learn these 15 Patterns:

1. Prefix Sum
2. Two Pointers
3. Sliding Window
4. Fast & Slow Pointers
5. LinkedList In-place Reversal
6. Monotonic Stack
7. Top ‘K’ Elements
8. Overlapping Intervals
9. Modified Binary Search
10. Binary Tree Traversal
11. Depth-First Search (DFS)
12. Breadth-First Search (BFS)
13. Matrix Traversal
14. Backtracking
15. Dynamic Programming Patterns

[Remotion @Remotion]

Remotion now has Agent Skills - make videos just with Claude Code!

$ npx skills add remotion-dev/skills

This animation was created just by prompting 👇

[An Tran @tranlaman]

@hieudinh_ That is right!

[Boris Cherny @bcherny]

I'm Boris and I created Claude Code. Lots of people have asked how I use Claude Code, so I wanted to show off my setup a bit.

My setup might be surprisingly vanilla! Claude Code works great out of the box, so I personally don't customize it much. There is no one correct way to use Claude Code: we intentionally build it in a way that you can use it, customize it, and hack it however you like. Each person on the Claude Code team uses it very differently.

So, here goes.

[An Tran @tranlaman]

@amitisinvesting Where to get this value @amitisinvesting

[Himanshu @him_q14]

Use this structure for your SAAS Landing page

Thank me later

[Robert Youssef @rryssf]

Fuck it.

I'm sharing the 10 Gemini prompts that built my entire SaaS from scratch.

These prompts literally replaced my CTO, lead dev, and product manager.

Comment 'send' and I'll DM you the complete Gemini guide to master it: