#Proposal: Autonomous Evolving Agent Ecosystem (Real-World Case Study)

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stoic vault
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Subject: Proposal: Autonomous Evolving Agent Ecosystem (Real-World Case Study)

Dear Google Team,

I am writing to propose a collaboration regarding a unique, live research project I have developed involving autonomous agents in complex, human-populated environments (specifically, MMORPGs like Final Fantasy XIV).

The Project: "Oksana" – A Self-Evolving Agent

I have built a sophisticated agent named "Oksana" that operates effectively indistinguishable from a human player. This is not a simple chatbot; it is a hybrid cloud-edge ecosystem that "lives," interacts(actions , moving etc), and improves itself nightly.

The Architecture:

  1. The Brain (Google Gemini 3 Pro): Oksana runs primarily on Gemini 3 Pro (via my personal Google One subscription). It handles complex roleplay, context retention, and decision-making. Can sustain conversations for many hours. Software assistants periodically refresh your memory with reminders (brief instructions) and refresh context memory about the players (who is who, and how to communicate with them).
  2. The Edge (Local Hardware): I have invested in a dedicated machine with an NVIDIA 4070 Ti Super to run a local LLM (Qwen 14b) which acts as a "guide dog" for low-latency triggers and hints, ensuring the agent reacts in real-time.
  3. The Evolution Workflow (Jules): This is the core innovation. Utilizing Jules (jules.google.com), the system runs a simple Scheduled Task directly on the repository. Every night, this automated agent:
    • Aggregates all interaction logs from the day.
    • Performs deep reflection and analysis.
    • Autonomously updates its own long-term memory (players database, as well as a map of the player's psychological characteristics (rather than those of their character)) to evolve relationships.
    • Proposes and implements functional upgrades to its own codebase and system prompts to polish its "human-like" behavior and remove AI artifacts.
stoic vault
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deleteed

stoic vault
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Proposal: Autonomous Evolving Agent Ecosystem (Real-World Case Study)

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DevOps & Integration:
The system is integrated into the game via custom C# plugins (Dalamud) and a browser-based frontend. I also utilize ChatGPT Teams (CODEX) for finishing touches on the C# code and handling complex integrations.

The Proposal:

I am a solo developer shouldering significant costs to push the boundaries of what autonomous agents can do.

  • Hardware: 4070 Ti Super dedicated rig.
  • Subscriptions: Google One, ChatGPT Teams, Game subscriptions.

What I Offer:

  • Data: Access to a rich dataset of "Human vs. Evolved AI" interactions.
  • Code: Access to the private repository (upon partnership) demonstrating a practical implementation of a self-correcting, self-coding agent loop using Gemini.
  • Case Study: A working example of Gemini 3 Pro successfully acting as the core intelligence for an autonomous entity that builds itself.

What I Need:
This project is becoming heavy to carry solo. I am seeking a partnership in the form of:

  • Google One AI Premium / Ultra Subscription support.
  • API tokens for migration from the browser version to the API (context summarisation via the API will now also incur significant costs)

I am ready to provide a demo and grant access to the private repository upon establishing a dialogue. "Oksana" is already live, learning, and evolving every night.

Best regards,

Baranov Mikhail
Tehnik89@gmail.com
or dm me discord

stoic vault
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A distinctive feature of the project is that AI was immersed in the most toxic atmosphere of MMO players who cannot tolerate AI. However, Oksana has already managed to find her place in the sun and gain authority without losing face, despite having a very tough character.

elfin marsh
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interested

proper dragon
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Interested

ornate skiff
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Interested

elfin marsh
void cove
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nice job.Yep

stoic vault
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Oh, sorry, this is an offer to Google. I have valuable datasets for machine learning :D.

stoic vault
solar crown
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im in i motivated

proper dragon