> **Five Qwen3.8-27B agents beat Fable 5 on LiveCodeBench Hard, as a Memdoor workflow.**
> [GVS5H](https://github.com/slee-persis/GVS5H)'s harness rebuilt with the
> authors' exact prompts and loop. The first ten problems of their list, five
> passes each: a mean of **9.8 of 10**. The authors' own harness scored 9.6 and
> Fable 5 in a single call 8.0, the gap the authors measured on these ten
> (across their full 100: 92.4 and 90.4). All 50 runs are published: every
> request, reply, program and grader output. The workflow is YAML and names no
> model. Point it at yours, or at a local one with `memdoor connect local`
> (Ollama, llama.cpp, vLLM, LM Studio; [how to run it on an open-weight model,
> no key](https://memdoor.ai/docs/open-weight)).
> [examples/workflows/team-solve](examples/workflows/team-solve/) · [the result page](https://memdoor.ai/docs/team-solve) · [the HN thread](https://news.ycombinator.com/item?id=50320995)
On this machine:
```bash
curl -fsSL https://memdoor.ai/install.sh | bash
export OPENROUTER_API_KEY=sk-or-... # or ANTHROPIC_API_KEY, OPENAI_API_KEY, GEMINI_API_KEY, …
# or no key: memdoor connect local # an open-weight model on this machine — https://memdoor.ai/docs/open-weight
cd your-project && memdoor # the first run sets the machine up
```
On a box reachable by ssh, nothing installed there:
```bash
curl -fsSL https://memdoor.ai/install.sh | bash # here, once
memdoor --gateway ssh://you@box # installs memdoor on the box, starts its gateway, opens the window on it
memdoor --gateway ssh://you@box connect openrouter # your key, kept on the box; every turn there runs on it
memdoor --gateway ssh://you@box run "fix the failing test" # the same box from a script or CI
```