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Why the simplest desktop agent abstraction wins

https://www.bytebot.ai/blog/designing-bytebot-why-the-simplest-desktop-agent-abstraction-wins
1•atupem•5h ago

Comments

adityavinodh•5h ago
What are the biggest issues that the agent faces at the moment? I still find these general purpose agents frustrating to use at times because people position it as if it could do anything and then when you give it a reasonably complex task it breaks down.

I guess if someone figured out way to minimize the impact of an error, like a way for it to gracefully handle it without it feeling like too much work, that would fix most of the problems.

atupem•4h ago
Lots of interesting issues:

- The agent has a tool to set it's task to 'completed', 'failed', or 'needs_help', with the last one being a option for human in the loop scenarios. Sometimes the agent gets lazy and says it needs help prematurely.

- Additionally, the agent can create subtasks for itself, either to run immediately, or to schedule in the future. Here it again can call that tool a bit too eagerly, filling duplicate subtasks for a task that involves repetitive work.

- Properly handling super long running tasks, that run for 1+ hours. The context window eventually hits it's limit (this will be addressed this week)

Aside from those top of mind issues, there's a whole bunch of scaffolding issues - filesystem permissions, prompt injection security, i/o support, token cost - lot's to improve!

We're still super early, but already these agents are showing flashes of brilliance, and we're gaining more and more conviction that this is the right form factor

The Scam of Age Verification

https://pornbiz.com/post/17/the_scam_of_age_verification
1•Lucasoato•23s ago•0 comments

Ocean-2: wave based power generation [video]

https://www.youtube.com/watch?v=Q7Pmgq2JKbI
1•clacker-o-matic•43s ago•0 comments

Show HN: Listopia Open Source AI Powered List Manager

https://medium.com/@spaquet/saas-is-dead-how-i-built-listopia-with-ai-to-replace-clunky-task-managers-fd09e0c15111
1•spaquet•2m ago•0 comments

Active CPU pricing for Fluid compute

https://vercel.com/blog/introducing-active-cpu-pricing-for-fluid-compute
1•raybb•3m ago•0 comments

Unreal Engine 5.6 Release Notes

https://dev.epicgames.com/documentation/en-us/unreal-engine/unreal-engine-5-6-release-notes#runtimevirtualtextures(rvt)
1•ksec•4m ago•0 comments

CO2 sequestration through accelerated weathering of limestone on ships

https://www.science.org/doi/10.1126/sciadv.adr7250
1•PaulHoule•6m ago•0 comments

Provider of covert surveillance app spills passwords for 62,000 users

https://arstechnica.com/security/2025/07/provider-of-covert-surveillance-app-spills-passwords-for-62000-users/
2•gametorch•7m ago•0 comments

The curious case of the British F35B jet stuck in India

https://www.bbc.com/news/articles/cy8gj2nlnywo
3•lsllc•8m ago•0 comments

What Are MCP Servers?

https://fly.io/blog/mcps-everywhere/
1•russellthehippo•9m ago•2 comments

Wordserpent

https://www.wordserpent.online
1•tiantiankaixin•12m ago•0 comments

DeepSWE: Training an Open-Sourced Coding Agent by Scaling RL

https://pretty-radio-b75.notion.site/DeepSWE-Training-a-Fully-Open-sourced-State-of-the-Art-Coding-Agent-by-Scaling-RL-22281902c1468193aabbe9a8c59bbe33
1•sijuntan•15m ago•1 comments

Los Alamos Scientist's Insights on the GBU-57 Ordnance Penetrator

https://www.twz.com/nuclear/los-alamos-scientists-insights-on-the-gbu-57-massive-ordnance-penetrator
1•howard941•17m ago•0 comments

How to write Rust in the kernel: part 1

https://lwn.net/Articles/1024202/
2•signa11•18m ago•1 comments

Health effects of processed meat, sugar-sweetened beverages and trans fat

https://www.nature.com/articles/s41591-025-03775-8
1•ckcheng•18m ago•0 comments

Data Science Weekly – Issue 606

https://datascienceweekly.substack.com/p/data-science-weekly-issue-606
1•sebg•21m ago•0 comments

Why Are Liberal Professors More Conservative on Campus?

https://dailynous.com/2025/06/17/why-are-liberal-professors-more-conservative-on-campus-guest-post/
1•bikenaga•23m ago•0 comments

Jaguar Sales Drop by 97 Percent in Europe, Which Is Allegedly Fine

https://www.thetruthaboutcars.com/cars/news-blog/jaguar-sales-drop-by-97-percent-in-europe-which-is-allegedly-fine-45129343
2•RickJWagner•25m ago•0 comments

Uncommon Uses of Python in Commonly Used Libraries (2022)

https://eugeneyan.com/writing/uncommon-python/
1•sebg•25m ago•0 comments

What to do if your SSRI is making hot days even worse

https://www.washingtonpost.com/wellness/2025/07/02/ssri-heat-intolerance/
2•bookofjoe•26m ago•1 comments

My love/hate relationship with Unix-likes

https://www.unmappedstack.dev/blogs/love-hate-unix-likes
2•UnmappedStack•26m ago•0 comments

Marketing for maintainers: Promote your project to users and contributors (2022)

https://github.blog/open-source/maintainers/marketing-for-maintainers-how-to-promote-your-project-to-both-users-and-contributors/
1•sebg•29m ago•0 comments

Show HN: Turn any webpage/video into a summary, podcast, or mindmap

https://unrav.io
1•rriley•38m ago•0 comments

Stabilizing Naked Functions

https://blog.rust-lang.org/2025/07/03/stabilizing-naked-functions/
1•exiguus•38m ago•0 comments

ExportPB

https://exportpb.com
1•handfuloflight•42m ago•0 comments

The principles of extreme fault tolerance

https://planetscale.com/blog/the-principles-of-extreme-fault-tolerance
1•ksec•43m ago•0 comments

Immune and metabolic effects of African heritage diets versus Western diets

https://www.nature.com/articles/s41591-025-03602-0
1•zeristor•44m ago•2 comments

Can data from the Large Hadron Collider snap string theory?

https://penntoday.upenn.edu/news/things-know-can-data-large-hadron-collider-snap-string-theory
1•geox•47m ago•0 comments

Soham Parekh Breaks His Silence (First Interview) [video]

https://www.youtube.com/watch?v=IWMngMm3_88
2•donsupreme•52m ago•0 comments

New asteroids spotted within the Rubin Observatory's first hours

https://www.abc.net.au/news/science/2025-06-24/asteroids-galaxies-nebulas-in-first-rubin-observatory-videos/105450326
3•jdnier•56m ago•0 comments

Roku has secret menus and screens

https://www.zdnet.com/home-and-office/home-entertainment/your-roku-has-secret-menus-and-screens-heres-how-to-unlock-them/
5•rpgbr•58m ago•0 comments