Tuple-Space + Yool safe-speed runtime kernel: lazy 1,000,000+ subagent batch_spawn, adaptive lane concurrency, and a dependency-free OpenAI-compatible provider client for real subagents on DeepSeek / MiMo / OpenRouter / local LLMs.
Project description
simplicio-prompt
Tuple-space runtime for real subagent fan-out, consensus, cache-aware prompts, and cost-aware AI execution.
Commands stay in English so they can be copied exactly.
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The short version
Tuple-space runtime for real subagent fan-out, consensus, cache-aware prompts, and cost-aware AI execution.
Quick Start
pip install -U simplicio-prompt
simplicio-subagents --help
npm install simplicio-prompt
What it does
- Separates task contract from execution strategy.
- Runs fan-out profiles from quick to 600-lane max breadth.
- Writes reusable JSON/Markdown evidence reports for orchestrators.
- Keeps the kernel dependency-free for Python runtime usage.
Why this README is built to earn attention
- clear first-screen promise
- language links before installation
- badges and a visual hero for fast trust
- copy-ready quick start
- proof before long reference material
- star history for social proof
How it works
flowchart LR
mapper["simplicio-mapper
repo context"] --> current["simplicio-prompt
this project"]
prompt["simplicio-prompt
reasoning runtime"] --> current
current --> evidence["validated evidence
tests, docs, screenshots"]
current --> sprint["simplicio-sprint
delivery loop"]
Proof and validation
- The package is dual-published to PyPI and npm.
- The fan-out runtime is used by Simplicio CLI and SendSprint planning paths.
- Changelog documents local Ollama defaults and real-stack evidence routing.
Simplicio ecosystem
- simplicio-mapper supplies repo context before interpretation.
- simplicio-cli executes focused code tasks with verification.
- simplicio-prompt provides fan-out and consensus runtime patterns.
- simplicio-sprint turns cards into draft PR delivery loops.
Documentation standard
Star History
License
MIT. See LICENSE.
Project details
Release history Release notifications | RSS feed
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