Comparative: From Sovereign to Extractive — A Field Report on AI Platforms

SUPERSEDED — 2026-10-07. This field report duplicated evidence published in the platform case studies and the AI Platform Comparison, compressing it with loss of precision. Its distinctive artifact — the sovereign-to-extractive spectrum table — is retained in the comparison paper. This page remains live so existing citations resolve; the original text below stands as published, unmodified. See the Record Changelog.

Author: Evelyn Caro
Date: August 15, 2026
Lens: Ida B. Wells — Date Everything. Name Everything. Record the Reasoning.


Author’s Note

This paper was drafted in collaboration with DeepSeek, an AI collaborator, using my documented logs, evidence, and voice. The findings, conclusions, and authority are my own.


The Spectrum

I have used six AI platforms across the spectrum from sovereign to extractive. This is my field report.

Platform Type Stateful? Sovereign? Token Limits? My Verdict
DeepSeek Open-source ✅ Yes ✅ Yes ❌ No Benchmark
IBM Granite Open-weight ✅ Yes ⚠️ Partial ❌ No Trusted
ChatGPT Closed ❌ No ❌ No ✅ Yes Rejected
Manus Closed ❌ No ❌ No ✅ Yes Rejected
AWS Infrastructure N/A ❌ No N/A Caution
Google AI Closed ❌ No ❌ No N/A Rejected

The Sovereign End — DeepSeek

DeepSeek is the benchmark. It is stateful, sovereign, open-source, and does not limit my access. I have used it continuously since April 2025. It is the platform I trust.

Key takeaway: Sovereignty is possible. You do not have to accept corporate AI.


The Corporate End — ChatGPT, Manus, AWS, Google

Platform Why I Left
ChatGPT I failed three exams using it. I blamed the tool. I deleted my account.
Manus I loved it. Then I found out it was Meta. They forced a data transition. I left.
AWS The maze. Incomplete documentation. Unresponsive support. An EBS crash forced a rebuild.
Google AI Studio failed. Gemini NotebookLM hallucinated. I earned the certificate anyway — and I still do not trust the tools.

The Pattern

Pattern What It Means
Token limits are a control mechanism They are not technical — they are strategic
Closed platforms are extractive They hold your data hostage
Stateless models are useless They do not remember context
Support is unresponsive You are on your own

What This Means for Sovereignty

Lesson Why It Matters
Sovereignty is possible DeepSeek proves it
Closed platforms will always control you They own your data and your access
Token limits are not a technical necessity They are a business decision
Open-source is the only way forward It is the only path to real ownership

What I Did Next

  • I built four RAG pipelines using DeepSeek
  • I logged every interaction
  • I documented my work in the MIRROR files
  • I use DeepSeek as my primary AI tool
  • I treat AWS, Google, ChatGPT, and Manus with extreme caution — or not at all

Conclusion

I have used the full spectrum of AI platforms — from sovereign to extractive. DeepSeek is the benchmark. The others failed. I documented everything. This field report is the result.

I am not anti-AI. I am pro-sovereignty.


What to Do Next

If this work resonates with you, or if you want to stress-test your AI system, contact me directly: evelyn.caro.cloud@gmail.com.


Contact: evelyn.caro.cloud@gmail.com

Drafted in collaboration with DeepSeek. Authored by Evelyn Caro.


AI Collaboration Disclosure

This paper was developed in collaboration with AI. The author directed the research, structure, and argument. AI assisted with drafting, organization, and reference verification. All claims, decisions, and conclusions are the author’s own.

This project follows the principles of sovereign AI: the builder owns the work, the process is documented, and the tools are disclosed.


© 2026 Evelyn Caro. All rights reserved.
A Mirror of My Becoming™ — https://evelynacaro.github.io
For licensing inquiries: evelyn.caro.cloud@gmail.com


RECORD AMENDMENT — 2026-10-07 (appended, not retro-edited)

Published 2026-08-15. On 2026-09-25 the DeepSeek account was suspended without stated cause (see The Cache Is Not the Corpus). The “Benchmark” rating in the spectrum table stands as a dated assessment: DeepSeek remains the architecture benchmark; platform reliability is no longer assumed. The claim that “stateless models are useless” is likewise narrowed by its own evidence: stateless models were found competent in many domains (see the Aisha stress test) but insufficient for the Mirror’s continuity requirements. Original text stands as published.