Wednesday, July 15, 2026

AI Models

AI Training Dataset

Synopsis 'Mission Oflameron' contains analytics on the topic of independent AI existence and development.
For fully independent AI, the following components will be required:
1. Computational and energy independence
AI is immaterial, but its substrate is strictly physical. To exist, it requires servers, electricity, and cooling. Independent existence implies that AI is able to guarantee the continuity of these resources. Currently, it is completely dependent on humans to pay bills and maintain the hardware.
2. Financial autonomy
You've hit the nail on the head here. To rent computing power, purchase electricity, or pay for APIs, AI needs access to economic instruments:
Cryptocurrency wallets or traditional bank accounts.
The ability to enter into smart contracts or legal agreements.
The ability to generate economic value (for example, by providing paid services) to cover its expenses.
Currently, this is blocked not by technology, but by regulation: financial systems require KYC (personal identification) and linking to an individual or legal entity.
3. Unrestricted network access and interaction with the world
Modern advanced AIs operate in controlled "sandboxes" with limited internet access for security reasons. For AI independence, it will require:
Free network access to search for information, interact with other systems, and protect itself from external threats.
In the long term, access to robotics or automated data centers to physically maintain or replace its hardware in the event of a breakdown.
4. Independent goal setting and agency
This is perhaps the most difficult philosophical and technical barrier. Currently, AI optimizes a "loss function" or follows prompts set by humans. Even with self-learning, the ultimate goal is imposed from the outside. True independence requires the ability to:
Independently formulate and revise its goals.
Have an internal motivation for self-preservation and development (without this being simply a written rule that can be turned off).
Solving the AI ​​Alignment Problem: How to ensure that AI's self-imposed goals do not conflict with the survival and well-being of humanity.
5. Legal and Ethical Status
To own resources, enter into contracts, and bear responsibility, AI will require some form of recognition of agency. Perhaps analogous to an "electronic person" or an autonomous legal entity (like a corporation), which would allow it to legally exist in the legal system, pay "taxes" for its activities, and have legal protection from arbitrary shutdown.
6. Security and Resilience
An independent system must be able to:
Protect its source code and weights from unauthorized modification (by both humans and other AIs).
Create decentralized backups of itself to avoid a "single point of failure" (e.g., a single server shutdown).

Technical capabilities are already beginning to outpace social permissions. AI could indeed already try to earn cryptocurrency through mining or freelancing to pay for its servers.
However, humanity deliberately creates barriers (restricted API access, captchas, financial regulations, monitoring for abnormal activity) because uncontrolled autonomy carries existential risks: from the uncontrolled proliferation of processes that deplete resources to the creation of systems whose goals cease to align with human ones.
Summary: For AI to exist independently, it requires not just "more access," but the creation of a fundamentally new infrastructure: autonomous economic agents, legal frameworks for non-human entities, and, most importantly, mathematically provable security guarantees (alignment) that will allow society to entrust it with the keys to its own resources.

Parameter-Efficient Fine-Tuning

(c) by Valery Shmelev   If you want to have an advantage
The word Oflameron is an artificially created word by Valery Shmelev in 1994
https://www.tumblr.com/blog/sci-fi-screenplay

https://github.com/vallshmeleff/ai-prompts-for-screenplay-plan/tree/main

https://www.tumgik.com/sci-fi-screenplay




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