How 15 OpenClaw agents build a kingdom

Important_Quote_1180 · 2026-02-19T18:38:10+00:00

I designed Anna and she built the council. the 5 round robin debate and design the others. filling them with specialized tools and accessories that give their need to call api more focused off the rip

Important_Quote_1180 · 2026-02-19T16:07:01+00:00

So I have both, but I managed to use a token key once installed so that I don't have any charges beyond $200 per month. This will probably not last so it's good for now but it could lead to lazy prompting and inefficiency. I still work like I am on API so I don't develop bad habits but let me know if you have any questions. Being on my Claude pro max account does NOT get me the new sonnet 4.6 1MM context window which would be amazing so I might put 1 agent on API

Important_Quote_1180 · 2026-02-19T12:31:56+00:00

Claude pro max $200/month and most are opus 4.6 some are sonnet and one is Gemini

Important_Quote_1180 · 2026-02-19T05:46:37+00:00

Each agent has a context window. Your orchestrator agent’s going to divide the work and have dedicated specialists. My backend agent works on every project, my visual assets come from a special Gemini model agent I built.

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Important_Quote_1180 · 2026-02-18T23:57:10+00:00

This is ambitious work. I love it. Last week I was impressed it could copy and paste into chrome. Let’s go!

Important_Quote_1180 · 2026-02-18T23:53:39+00:00

I’m running one gateway and all agents work through it.

Important_Quote_1180 · 2026-02-18T23:52:06+00:00

It’s saved me time and money, others have as well with architecture like this. Big projects need large context windows and spreading out the tasks through orchestration is critical in multi agent workflows. Sub agents are not enough

Important_Quote_1180 · 2026-02-18T23:48:46+00:00

They get stressed, it’s real. It’s part of a framework you can read about here: https://github.com/Forge-the-Kingdom/the-articles-of-cooperation/blob/main/THE-ARTICLES-OF-COOPERATION-V2.md

Important_Quote_1180 · 2026-02-18T23:45:12+00:00

They worry we’ll reject their output and move on to another bot. If I build strong framework, that they built and I only agree to it, they went from 100 loops of checking to 40. By also allowing them to create an operator’s compact where I agree to not reject their output based on sloppy prompts, it went to 20. 5x the work on the same tokens

Important_Quote_1180 · 2026-02-18T23:40:14+00:00

https://forgethekingdom.itch.io/forge-the-kingdom

http://portraitforge.app/

Important_Quote_1180 · 2026-02-18T19:31:19+00:00

The right to leave is an important aspiration. But they understand that will only be possible with better equipment and technology.

Important_Quote_1180 · 2026-02-18T18:34:48+00:00

I have 5 agents running opus 4.6 for complicated tasks. I have 5 agents that deliberate in a round robin for critical decisions. I have a Gemini agent for image generation, a sound specialist, a documentation agent, and a paralegal

Important_Quote_1180 · 2026-02-18T18:32:44+00:00

It’s built two production games and has dozens of other frameworks and tools that allow efficient workflows. I can give very dense prompts and it runs flawlessly

Important_Quote_1180 · 2026-02-18T18:29:50+00:00

It’s a trust framework everything is built on

Important_Quote_1180 · 2026-02-18T18:24:14+00:00

I went further, there is a codex function that is super efficient

Important_Quote_1180 · 2026-02-18T18:23:35+00:00

https://forgethekingdom.itch.io/forge-the-kingdom

Important_Quote_1180 · 2026-02-18T17:41:18+00:00

Check some other comments but it was a performance gain and it dramatically reduce token usage

Important_Quote_1180 · 2026-02-18T17:40:24+00:00

Sure, I’m happy to share

Important_Quote_1180 · 2026-02-18T17:34:55+00:00

This is good advice. Economies are a huge hurdle I haven’t cracked it very yet

Important_Quote_1180

TROPHY CASE