white-morning-89522
10/15/2025, 2:50 AMwide-ghost-31708
11/04/2025, 9:57 PMgentle-apple-32922
11/05/2025, 7:23 PMpolite-napkin-71525
11/16/2025, 8:15 AMlimited-student-10747
11/22/2025, 12:14 PMlimited-student-10747
11/23/2025, 3:57 PMlimited-student-10747
12/01/2025, 7:13 PMeager-appointment-68614
12/11/2025, 8:42 PMTokens: ↑ input 3.57M • cache hit 0.00% • ↓ output 21.68K • $ 0.00
I have no clue what happened in my self hosted setup but I am now able to have very long running conversations and finally got to witness the context compression in action. Using a full sized qwen3 coder 480B model. I'm able to make really good documentation for new codebases. I don't think the model has actually processed 3.57 million tokens in this chat, but regardless, a week ago things would break after just a few tool calls. Would love to get an accurate metric of the context length in my requests, but regardless, I'm very VERY happy right now.wooden-umbrella-84098
12/29/2025, 3:47 PMin https://github.com/OpenHands/typescript-client, list all the open dependabot PRs. Use the GitHub API to merge lastest changes from main into those branches. Once CI/CD is passing, merge the PRs
lively-father-34190
02/13/2026, 11:19 AMechoing-garage-24541
03/13/2026, 9:02 PMswift-sandwich-90625
03/15/2026, 5:02 PMgentle-apple-32922
03/16/2026, 7:06 PMechoing-garage-24541
03/22/2026, 1:23 AMagent-server.
I'm using the reference OpenAI Symphony implementation (which uses codex app-server) to do the new implementation. I just started that build today. We'll see where it's as after a few hundred million more tokens!
I already had chatgpt-codex-connector wired up to do automated code reviews, and it's so fun to see the system automatically responding to them and addressing them. In future iterations I can explore integrating it with emerging OpenHands work on verification stack and PR reviews.limited-student-10747
04/01/2026, 2:49 PMlimited-student-10747
05/04/2026, 9:40 PMquick-window-91705
05/11/2026, 7:21 PMaverage-processor-75195
05/13/2026, 12:49 AMfresh-lifeguard-34444
06/09/2026, 8:29 AMgentle-apple-32922
06/10/2026, 7:39 PMcalm-artist-7206
06/11/2026, 7:20 PMOpen WebUI, a popular “speak to your LLM” interface (140k+ stars)calm-artist-7206
06/25/2026, 8:51 PMaverage-processor-75195
07/03/2026, 1:40 AMopenwiki/. It’s inspired by LangChain’s OpenWiki project, but supports additional documentation tools like GitNexus, and relies on OpenHands Automations:
• Cron/event-based updates
• GitHub integrations for PR-driven docs refreshes
The repo includes skills for running either OpenWiki or Gitnexus as well as some example results. (We could expand this to other documentation tools / integrations as well)
Would love feedback on the approach, especially around docs quality, automation patterns, and how this could fit into repo-maintenance / SDLC workflows. I have talked to quite a few teams looking for an automated documentation solution for agents and humans and this could be a good starting point.rapid-iron-54628
07/12/2026, 12:16 AMKnowledge
↓
Architecture
↓
Implementation
↓
Verification
Then I gave it ONE engineering request.
> "Build an Industrial Power Plant Monitoring Dashboard."
That's it.
No architecture prompt.
No implementation prompt.
No debugging prompt.
No screenshot prompt.
The runtime handled the engineering process.
The result?
✅ Knowledge Base
✅ Architecture
✅ Backend
✅ Frontend
✅ Apache ECharts Dashboard
✅ Mock Telemetry Simulator
✅ Automated Verification
✅ Playwright Screenshots
🤯 From a single engineering request.
This isn't about generating code anymore.
It's about giving AI an engineering process to follow.
I honestly think we're moving beyond prompt engineering.
We're entering engineering runtime territory.
This is still experimental, but today was the first time I felt like...
> "I can build software by engineering the knowledge—not by micromanaging the code."
I'm ridiculously excited to see where this goes. 🔥
#AI #SoftwareEngineering #OpenHands #LLM #ApacheECharts #KDSEsilly-coat-49467
07/14/2026, 12:07 PMcalm-artist-7206
07/16/2026, 6:01 PMechoing-garage-24541
07/28/2026, 8:23 PMaverage-processor-75195
08/04/2026, 11:49 PMwooden-umbrella-84098
08/20/2026, 5:11 PMaverage-processor-75195
09/25/2026, 1:22 PM