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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.

GitHub stars PyPI npm License

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simplicio-prompt preview


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

Documentation standard

Star History

Star History Chart

License

MIT. See LICENSE.

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