Skills for Real Engineers. Straight from my .agents directory.
aamas-topic-selection
Agent skill frombrycewang-stanford/Awesome-Journal-Skills
Use when deciding whether a project is a strong AAMAS fit, comparing AAMAS with AAAI, IJCAI, NeurIPS, ICML, EC, and the JAAMAS journal, identifying whether the agents are truly the research object, naming the interaction primitive (solution concept, mechanism, coordination, negotiation), and sharpening the multiagent framing before writing begins.
How to install aamas-topic-selection
npx skills add brycewang-stanford/Awesome-Journal-Skills# or add only this skill to Claude Code: copy the folder
AAMAS-Skills/skills/aamas-topic-selection/
# into
~/.claude/skills/aamas-topic-selection/ (all projects)
.claude/skills/aamas-topic-selection/ (one project)
1# AAMAS Topic Selection23Use this before writing. AAMAS is strongest when the *agents* are the research object - when the4result exists because multiple self-interested or cooperating agents interact - not when a5single-agent method is dressed in multiagent vocabulary.67## Fit test89- Prefer AAMAS when the contribution advances game-theoretic reasoning, multiagent learning,10 mechanism design, auctions, negotiation, argumentation, coordination and teamwork, agent-based11 simulation, or social choice, with the interaction as the object.12- Route to NeurIPS or ICML if the core is a single-agent or general ML method and the13 multiagent setting is only a testbed.14- Route to AAAI or IJCAI if the contribution is broad AI - planning, knowledge representation,15 reasoning - without an interaction result at its center.16- Route to EC (Economics and Computation) if the contribution is primarily equilibrium17 computation, market design, or auction theory with the economics framing dominant.18- Route to the JAAMAS journal (or its AAMAS presentation track) when the work needs19 journal-length exposition and a full-length archival treatment.20- Check early whether the interaction result can be made convincing in an 8-page body.2122## Fit signal table2324| Signal in the project | AAMAS reading |25|---|---|26| A solution concept, mechanism, or coordination result paired with multiagent experiments | Core fit - the house genre |27…
Excerpt shown under the repository's MIT license.
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