P2P — Prompt-to-Prompt

Name: P2P
Author: sanic732

English · Русский

A meta-prompt that writes prompts — and gets the job done. Stream of consciousness in → a polished, model-specific prompt out. The project's goal: eliminate classical prompt engineering for the everyday user.

You shouldn't need to know what Chain-of-Thought is or how to escape XML against prompt-injection. You just describe the task — "I want an expense-tracker app, data from Excel, dark theme" — and P2P handles decomposition, routing, agent selection and hallucination defense under the hood.

What is P2P

P2P (Prompt-to-Prompt) is a modular orchestration system loaded into an LLM that turns it into a prompt-engineering expert. RAG architecture (BASE / LIVE / ON-DEMAND), an 8-agent QUORUM council, the SCOPE.HELM engine for large tasks, and auto-updating Live Specs.

Philosophy: constraints, not pressure. Empirical, not aesthetic.

The project evolved from a single text prompt (v1) into a meta-prompt OS (v8 NEXUS) — see the evolution history.

⚡ Interactive Architecture Map

Full system map: modules, agents, commands, cross-references, data flow — in one D3.js interactive visualization with tabs, filters, animation and RU/EN switch. See how the 8 QUORUM agents, 11 commands and 6 ON-DEMAND modules connect.

🧭 Choose your edition

One architecture, four entry points for different hosts and form factors. Unsure? Pick the one tuned for your main model.

Edition	For whom	Host	Start
🟦 8.4.7-C (Claude, внутр. 8C.3)	You work in Claude (Code / Cowork / Projects)	Claude only	~7K
🟥 8.4.7-H (внутр. 8H.3)	You want maximum / use Grok	8 hosts (native Grok)	~60K
🟩 8.4.7-N (внутр. 8N.3)	Your model isn't "native"	any of 8	~60K
🟦 8.4.7-L (внутр. 8L.3)	Token economy / context limits / newcomers	universal	~18K

📊 Full comparison — editions/COMPARISON.md · 📖 naming guide — NAMING.md.

🚀 Quick start

Option A — plugin (Claude Code / Cowork)

/plugin marketplace add https://github.com/sanic732/P2P-4PDA-edition
/plugin install p2p-v8c3@p2p

Check: /p2p (main menu) · /p2p-teacher (interactive course). Update: /plugin update p2p-v8c3@p2p.

Option B — Chat / Projects / API (any host)

Load the chosen edition's .md files into Project Knowledge (or system prompt) and type start / /p2p. For Gemini you can use NotebookLM (token savings). Details in each edition's INSTALL and docs/INSTALL_GUIDE.md.

Launch triggers: /start · start · старт · /p2p · /menu. Menu not showing? Type full ui menu.

👥 The 8 QUORUM agents

Agent	Role	When
🟣 IRIS	Strategist & Cartographer	Task map, hidden dependencies, the right questions
🟢 TECTON	System Architect	Prompt structure, code architecture, decision trees
🟡 AXIOM	Logician & Verifier	Red-teaming, logic gaps, Confidence Score
🟠 VECTOR	Optimization & Security	Prompt-injection defense, sanitization
🟤 DATOS	Data Analyst	Fact-checking, empirical verification (X Firehose on Grok)
⚫ ANON	Code Specialist / Security	Production-ready code, Stop Conditions (security in 8C.3)
🔵 ARCHITECTON	Integrator	Resolves inter-agent conflicts, UI/UX
☀️ HELIOS	Final Synthesizer	Merges the 7-agent chorus into a clean result

On Grok (high) agents run natively in parallel (Heavy-16, 5-7× faster); on other hosts a simulated QUORUM is used.

📡 Live Specs

Model prices/quotas/bugs are updated separately (~every 1-2 weeks) from a dedicated Gist (live_specs.md, latest). At startup the system checks web-fetch capability and runs in online-update mode or from an embedded snapshot. Mechanics — in editions/COMPARISON.md.

📚 Documentation

Section	Inside
NAMING.md	Names C/H/N/L/A/G, versions, statuses
FAQ.en.md	FAQ: install, hosts, tokens, troubleshooting
editions/COMPARISON.md	4-edition comparison + Live Specs mechanics
CHANGELOG.md	Version history (v1 → v8)
legacy/HISTORY.md	Project evolution narrative
docs/	Architecture, techniques, PILOT modes, mindmap

🔬 Scientific Sources & attributions

Integrated ON-DEMAND techniques (RAPTOR, LongRAG, Self-Consistency, MCTS, LLMLingua, OPRO…) are prompting patterns inspired by published research; no third-party code is vendored, the project is MIT. /p2p-karpathy and Template M are inspired by Andrej Karpathy's philosophy. P2P's own mechanisms (QUORUM, SCOPE.HELM, PILOT, ATLAS…) are original. Full list with sources — NOTICE and docs/TECHNIQUES_v8C3.md.

Help & feedback

Won't launch → docs/INSTALL_GUIDE.md or FAQ.en.md
Not sure how to use it → /p2p-teacher after install
Bug report / suggestion → Issues or the 4PDA thread

License: MIT (fork & modify; keep NOTICE). Author: sanic732 · 4PDA: Prompt to Prompt 8 NEXUS