This ICLR 2025 paper documents OpenHands, a software platform that lets an AI agent operate a computer the way a developer does: writing and running code, issuing shell commands, and navigating web pages inside an isolated container.
The technical core is an event stream, which is simply a running log of every action the agent takes and every observation it gets back; the agent reads this history at each step and decides what to do next, so building a new agent reduces to writing one function that maps the current history to the next action.
Rather than giving the agent a fixed menu of tools, the design lets it express any action as ordinary Python or bash, which means new capabilities can be added as plain Python functions instead of being baked into the framework.
The authors also wire in fifteen existing evaluation benchmarks covering bug fixing, real GitHub issue resolution, web navigation, and tool use, and report how the same generalist agent does across all of them without per-task tuning.
The paper provides a concrete, implementation-level picture of how a code-executing agent is actually put together, including the parts usually left vague: how execution is sandboxed, how one agent hands a subtask to another, and how the team keeps agent behavior from silently regressing by recording and replaying model responses as deterministic tests.
Read with an AI tutor: https://t.co/9fyKXu9fQL
PDF: https://t.co/CnnX565DbX
Been using this for a month now , all i can say is when i have naira ... the way it finishes i'm in shock
in Stables feels like i'm ontop of it ... same experience i feel when i'm not in Nigeria
"The world is connected, but our money is still stuck in the past..."
That’s exactly why we're building Owego: to fix these problems and let you pay like a local anywhere in the world.
We’re using stablecoins to finally make money move the way it should. 💸
"The world is connected, but our money is still stuck in the past..."
That’s exactly why we're building Owego: to fix these problems and let you pay like a local anywhere in the world.
We’re using stablecoins to finally make money move the way it should. 💸
HOW TO GO VIRAL ON X: complete basics easy mode
with first guest as @minmax0501
00:00 Intro
00:50 @getyourmomo
01:16 First guest intro
02:16 Warm up account
02:51 Tip 1: tag communities
04:19 Tip 2: tag famous accounts
05:06 Understanding X audience
06:00 Things that didn’t work
06:28 Linkedin vs X
07:14 Tip 3: post everyday
08:20 Do videos work?
09:03 Tip 4: post successes
09:44 Do multiple channels work? What’s the difference?
10:40 Tip 5: wait for random viral posts
12:00 What’s your brand message?
13:10 Tip 6: Copy viral templates from competitors
13:25 Tip 7: Follow the trend
14:35 How to structure demo videos
15:10 1 second hook
16:13 First 5 seconds matter
17:48 1 feature / video
19:17 Story telling
21:32 Writing good script
22:47 Yeet
Run Openclaw and Hermes Agents locally ( safe out of the box) using local models
Designed for you and your team to collaborate with AI
Emails, Taskboard comes off the box
https://t.co/0OTSuDQlfR
x402, MPP etc is missing the consumer layer ( personal agents built for users
People should have personal agents and then send these agents to do micro transactions
Right now its builders experimenting with builders .Isolated environment for you and your agents
cc @0xSammy
Run Openclaw and Hermes Agents locally ( safe out of the box) using local models
Designed for you and your team to collaborate with AI
Emails, Taskboard comes off the box
https://t.co/0OTSuDQlfR