filecoin-project / filecoin-project/devgrants
Open Grant Proposal: Sovereign DePIN & Local AI / Regen education Network
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Description
# Open Grant Proposal: DePIN PCR/TPT
**Project Name:** Sovereign DePIN & Local AI / Regen education Network — Uncensored Knowledge Base
**Proposal Category:** Integrations
**Individual or Entity Name:** Christophe J. A. Ranque
**Proposer:** @christopheranque
**Project Repo(s):** https://github.com/christopheranque/pcr-tpr-network-local-ai
**(Optional) Filecoin ecosystem affiliations:** None
**(Optional) Technical Sponsor:** None
**Do you agree to open source all work you do on behalf of this RFP under the MIT/Apache-2 dual-license?:** Yes
# Project Summary
Modern information networks suffer from intensive data extraction and aggressive centralized censorship. As public AI systems align their outputs with corporate guidelines, families lose direct access to uncorrupted human knowledge. This creates a critical digital dependency where local households are cognitively disconnected from autonomous lifeways and the natural biosphere.
This project addresses this structural gap by converting a completed 30-year proprietary text database—consisting of a 7-book civilizational philosophy and natural education framework—into standardized, open-source Markdown files. This optimized dataset serves as the uncorrupted knowledge layer deployed directly onto physical, offline-first hardware nodes running Zorin OS 18.1 Education, Ollama, and AnythingLLM across local family networks.
## Impact
This proposal provides a real-world integration of decentralized hardware (DePIN) serving human cognitive sovereignty. The primary pain point addressed is internet-grid dependency and centralized data filtering. By storing this vital civilizational operating system locally on offline nodes, we safeguard humanity’s core educational data from physical or digital network blackouts.
In strict alignment with our Bionomic Solidarity Model, communities and families organically self-finance their own physical hardware kits via local SEED cells. This operates through a single, one-time lifetime contribution calibrated directly to the regional average daily income of the household's geographical zone, divided into three economic tiers: Tier 1 at $333 (high-income regions), Tier 2 at $33 (mid-income regions), and Tier 3 at $3 (low-income regions). Therefore, this grant provides a massive multiplier effect by exclusively funding the metabolic spark: core software engineering, data curation, human promotion, and global support structures. Success looks like an unalterable, localized public good running flawlessly across global family networks.
## Outcomes
The final outcome will be a fully structured Markdown data engine containing the entire 7-book ecosystem (including "Parenting the New World"), optimized for Retrieval-Augmented Generation (RAG) and local vector indexing. The software stack delivers precise, hallucination-free querying capabilities within a 100% offline environment.
Additionally, this project delivers the core framework for localized "Cultural Patches." While the universal principles of Natural Education remain unified, these patches allow regional animators to dynamically enrich the local index with indigenous mythologies, ancestral wisdom, and traditional stories, ensuring the AI network realigns the child's intelligence with both universal laws and the specific spiritual heritage of their native soil.
We measure success by the successful parsing of the bibliography and initial cultural patches without data loss, alongside a 1,000-query continuous stress-test on local CPU/GPU hardware (including dedicated graphics card optimization) confirming perfect retrieval and zero internet grid connectivity during active testing with real parents and educators.
## Data Onboarding
- Month 1: 50 MB (Text core)
- Month 3: 150 MB (Full multilingual text database + structural vectors)
- Month 6: 500 MB (Expanded field guides and pedagogical datasets)
- Month 12: 1 GB+ (Open-source family-contributed local data layers)
## Adoption, Reach, and Growth Strategies
The target audience consists of sovereign family units, home-schooling networks, and regional educational districts looking to transition out of institutional dependency.
We are implementing our organic SEED deployment strategy, activating local hubs as soon as 30 families commit to a cell. Our implementation path directly bridges municipal educational promotion with technical validation:
- Samaipata Pilot Node: Deployed in direct cooperation with the Municipal authority in education, embedding our framework directly into local public and private educational environments through live training workshops with parents and educators.
- Oruro Remote Node: Actively managed by a remote coordinator (Ana) to serve as our primary remote transmission and synchronization test, proving the replication capability of the network across different regions.
## Development Roadmap
### Milestone 1: Local Infrastructure, Curation & Core Engineering (Henry Pipeline)
* **The functionality that is expected after the completion of each milestone:**
A fully optimized local hardware and software operating environment running on Zorin OS 18.1 Education, utilizing low-level system tuning (zram-config, swappiness adjusted to 10) to maximize RAM bandwidth for CPU processing. Hardware acceleration via a dedicated GPU will be fully integrated into the local Ollama engine. On the data layer, the entire completed 7-book proprietary civilizational philosophy and natural education ecosystem will be fully curated, segmented, and converted into standardized, header-clean Markdown files optimized for vector embedding and local RAG retrieval.
* **How many people will be working on each milestone and their roles:**
2 people will be actively working on this milestone:
- Christophe J.A. Ranque (Project Lead / Supervisor): Curation, text segmentation validation, and quality control of the text database.
- Henry Hiestand (Lead Systems & Hardware Engineer): OS installation, optimization, GPU acceleration hardware configuration, and local software engine deployment.
* **The amount of funding required for each milestone:**
$7,500 USD (Managed transparently via Open Collective infrastructure).
* **How much time this milestone will take to achieve (using real dates):**
2 Months (From November 1, 2026, to January 1, 2027).
---
### Milestone 2: Technical Hub Activation, Local Testing & Total Disconnection
* **The functionality that is expected after the completion of each milestone:**
A 100% offline, grid-independent, private local AI node environment running flawlessly during real-world testing with parents and educators. Advanced system prompts will be fully configured within AnythingLLM to establish environmental tutor roles using strict Document-Only Query logic to eliminate hallucinations. The Level 1 central Virtual Assistants Pole (VAP Hub) in the Philippines will be technically active and ready to manage secure infrastructure tunnels and remote SQLite index monitoring. A rigorous 1,000-query automated offline stress-test will be executed, and the network card physically deactivated, providing a fully functional, replicable edge server blueprint for regional school districts.
* **How many people will be working on each milestone and their roles:**
3 core personnel plus field animators will be working on this milestone:
- Christophe J.A. Ranque (Project Lead / Supervisor): System prompt engineering, parental workshop coordination, and transmission testing.
- Henry Hiestand (Lead Systems & Hardware Engineer): Stress-test monitoring, performance tuning, and final system snapshot creation for local backup and replication.
- 1 Technical Support Engineer (Philippines VAP Hub): Global network infrastructure readiness and secure data tunnel validation.
- Regional Field Animators: Grassroots promotion, family onboarding workshops, and community coordination across Samaipata and Oruro cells.
* **The amount of funding required for each milestone:**
$7,500 USD (Managed transparently via Open Collective infrastructure).
* **How much time this milestone will take to achieve (using real dates):**
4 Months (From January 1, 2027, to May 1, 2027).
## Total Budget Requested
| Milestone | Description | Deliverables | Completion Date | Funding |
|===|===|===|===|===|
| 1 | Local Infrastructure & Markdown Curation | Zorin OS optimized environment + curated Markdown database | Jan 1, 2027 | $7,500 USD |
| 2 | Technical Hub Activation & Field Testing | Activated Philippines VAP support + 100% offline tested node | May 1, 2027 | $7,500 USD |
## Maintenance and Upgrade Plans
Our team will maintain this open-source architecture by continuously updating the knowledge base as new translations are finalized. Long-term upgrades include optimizing the Modelfile for next-generation lightweight Large Language Models (LLMs) to ensure the platform remains fully functional on accessible, low-cost consumer hardware. The entire network infrastructure will be supported globally by our central Virtual Assistant Philippines (VAP) Hub, ensuring secure, un-deplatformable data maintenance and structural updates across all active local nodes.
# Team
### Team Members
- Christophe J. A. Ranque (Project Originator & Author)
- Henry Hiestand (Lead Systems & Hardware Engineer)
### Team Member LinkedIn Profiles
- Christophe J. A. Ranque: https://www.linkedin.com/in/christophe-j-a-ranque-b47865a7
### Team Website
https://theparentingrevolution.org
### Relevant Experience
Christophe J. A. Ranque is a civilizational philosopher, socio-economist, and author with 30 years of empirical lineage mastery, successfully living this autonomous framework. Henry Hiestand is a local systems engineer specializing in open-source operating systems (Zorin OS/Linux) and private offline network deployments.
### Team code repositories
https://github.com/christopheranque/pcr-tpr-network-local-ai
Additional Information
We learned about the Open Grants Program through the regenerative finance (ReFi) public goods ecosystem networks.
The best email for discussing the grant agreement is: living.samaipata@gmail.com
Contributor guide
No contributing guide indexed for this repository
Research direction
No files or tests are named; start by reviewing the linked project repository and the Milestone 1 and 2 requirements. Done means producing the curated Markdown dataset and an offline local AI node, then validating the stated 1,000-query stress test without internet connectivity.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- linux, markdown, ollama, sqlite
- Domain
- ai, databases, infrastructure, operating-systems
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Active
- Clarity
- Needs clarification
- Newbie friendliness
- 20/100