calm-artist-7206
09/08/2025, 5:33 PMagent-sdk . I was tired, and I went like,
Okay, now you have your test scripts, you have LLM keys, you can clone yourself litellm if you want, add tests you need, all perms enabled. Make yourself at home, here's some caffeinate for you. Take your time, and make reasoning show up.
Today:chilly-france-44439
09/10/2025, 11:24 PMwhite-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 PM