
saumit
2.9K posts

saumit
@5aumit
Ex-10 year old | MS EE @ncstate | ex AI @DeepTekAI | Only personal views on this acc | data science


one of the many reason why you should do all your development remotely over ssh -open and close your devices and work continues in the cloud -connect and disconnect freely on all your different machines (including phone) and pick up exactly where you left off -increases your battery life since nothing runs locally -never need to reconfigure machines since the only one that matters is in the cloud -worry less about your stuff: if something gets lost/stolen/breaks you won't care (aside from cost) since you machines are just portals to your remote devbox -if you're ever without wifi you can work locally if you sync your files across devices with syncthing and changes are synced when you're back online -many other benefits of having a cloud machine like using tailscale with it as a VPN/exit node and much more try this workflow for a couple months and i guarantee you'll never go back to developing software locally


We present SWE-chat: the first large-scale dataset of coding agent interactions from real users in the wild. In 40% of real coding sessions, the agent writes ~all the code. Users push back 39% of the time – agents almost never stop to check. Data, paper, & findings in the 🧵👇

Not fully by hand but have definitely changed my process to reduce unattended long horizon yolo tasks and switched to more deliberate, step by step authoring. Also no more parallel subagents. The biggest culprit of slop, imo, is agent generated plans and specs. These should be treated as throw away artifacts that are constantly evolving as you write more code. My current process limits any spec to 2-3 pages max. And I have tailored Claude responses to be always in simple english eli10) and not more than 3 sentences (sometimes a single paragraph). And only single-level bullet lists of max 5 items. Feels slower but works better for complex systems.

Placements are gonna start for incoming 4th years in 1-2 months, so here's a thread of tips I got from my seniors and some things I learnt on my own. If you think any of your followers might benefit, do RT.





As a heavy user of Opus 4.6, it is so frustrating how bad it has become recently yet I unfortunately have lost the ability to write code myself 😂











