Laya — open horizontal System 1 decision models: Go server + agent CLI/MCP replacing JEV (non-autoregressive structured prediction)
Open horizontal System 1 decision models for agents. Laya does not generate text. It scores structured features once and returns ranked pattern probabilities in microseconds to milliseconds. This repo is the Go server + agent integration that replaces legacy JEV.
How to use: run laya-deploy (default 0.0.0.0:7710). Agents call decide via MCP, HTTP, or CLI and take top.id as the action.
Service LayaDeploy listens on 0.0.0.0:7710 (model API + admin UI in one process).
Local or teammate machines (agent access):
Restart Codex / MiMo / Claude. MCP tool name: laya.
Admin dashboard: http://127.0.0.1:7710/admin (use the deploy host IP on LAN).
Role Goal Start here --- --- --- Ops / deploy Install service, expose LAN, monitor, hot-reload Install + Admin below Teammate Install MCP or use HTTP from your agent Agent usage below Agent builder Encode state as features, consume top.id Make it pleasant below Coming from JEV Compat API + action map docs/jev-migration.md
Mode Command Notes --- --- --- Windows service (recommended) .\deploy\install-service.ps1 -Port 7710 Admin; autostart; %ProgramData%\Laya One-click foreground .\deploy\deploy.ps1 -Port 7710 No service; current session Linux / macOS ./deploy/deploy.sh --port 7710 Writes bin/laya-deploy.pid + log
Installs laya-mcp on user PATH and merges MCP config for MiMo Desktop / Codex / Claude. Uninstall: .\deploy\uninstall-mcp.ps1 (-RemoveAgentEntries also removes agent entries).
From the project README.
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