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Gnoke Council — Manual Mode
Ekong Ikpe · 2026-05-05 · via DEV Community

Ekong Ikpe

me, using council

One thread. Multiple AIs. Deliberation, not polling.


Most people use AI like this: 🤦

  • Ask one model → get one answer
  • Ask multiple models → compare results

That’s not thinking. That’s polling.


What if the AIs could see each other? 🤔

Not side by side.

Not isolated.

But in sequence — where each one reads what the previous one said before responding.


What This Is

Manual Council is the simplest form of that idea.

No backend.

No orchestration.

No system doing anything for you.

Just you — passing context forward.


How It Works

You act as the router.

  1. Send your prompt to the first AI
  2. Take its response
  3. Paste it into the next AI
  4. Repeat

Each model inherits the context of the previous one.


Flow

You → Claude → Gemini → GPT → Grok → You

Not parallel.

Not voting.

Sequential awareness.
Coordinated responses


What Changes

  • Later models correct earlier ones
  • Weak assumptions get exposed
  • Ideas evolve instead of resetting
  • Disagreement becomes visible

The output starts feeling worked through.


Why This Matters 🧘

Polling gives variation.

Deliberation gives progression.

Manual Council:

  • preserves context
  • compounds reasoning
  • enables interaction between models

The Tradeoff

Yes — it’s manual.

You copy. You paste. You decide the order.

That friction gives:

  • control
  • visibility
  • understanding

Try It

Design a browser-native persistence system that survives tab death without a backend.

Pass responses forward exactly as they are.


What This Could Become

Automation can come later.

This already works.


The Point ✍️

Not which AI is better.

What happens when they think together?


*Live Demo * https://edmundsparrow.github.io/gnoke-council

GitHub: https://github.com/edmundsparrow