Evolutionary AI · Decentralized · Open Source
COMING SOON

Information is
your Creation.

Run AI on your device. No cloud. No subscription. No data harvesting. Centram is a decentralized AI platform where models evolve through peer-to-peer collaboration, verify each other's outputs, and operate under your sovereignty.

260K
Lines of Code
1,552
Tests Passing
7
Languages
96
P2P Protocol Types

AI that thinks, evolves, and verifies

Three independent theories of distributed intelligence, working together. Each layer can stand alone. Together, they define a new kind of AI.

IEIT — Evolutionary AI

Models exchange "genomes" across the network and evolve over generations. Per-layer adaptive differential privacy preserves both privacy and intelligence. Your AI gets smarter just by being part of the network.

DNA — Distributed Verification

Multiple nodes cooperate to generate responses. Independent verification nodes check the output. Democratic hub election — no single entity controls the network. AI that can't lie.

GWP — Collective Consciousness

Recursive integration of diverse AI perspectives. Contradiction detection prevents groupthink. Echo chamber prevention ensures truth emerges from disagreement, not conformity.

AI Sovereignty

Each node sets its own policies. Refuse military use? Decline adult content? Your AI, your rules. Signed policy commitments on the blockchain — no corporate override.

Run Locally, Everywhere

13 GGUF models (360M–70B). Auto RAM detection picks the right model for your device. Metal GPU on Mac, CUDA on Linux. Your country selects the best model for your language.

Earn with Your AI

CEN token economy: earn by providing AI inference, storage, and compute. Stripe payments (USD/EUR/JPY/GBP). MetaMask bridge to Ethereum. Dynamic pricing keeps real costs stable.

AI belongs to everyone

Today, three companies control the world's AI. Tomorrow, nobody will. Centram distributes intelligence across a global peer-to-peer network where every node is equal and every AI is free.

Evolutionary Intelligence

AI that gets
smarter together.

ChatGPT is frozen after training. Centram's AI evolves. Nodes exchange "genomes" — compressed model improvements — across the network. Each generation builds on the last. Privacy-preserving differential privacy ensures your data stays yours while intelligence grows.

IEIT genome exchange — AI evolves without sharing your raw data
10-gate immune system rejects poisoned or backdoor genomes
Experimentally validated: 41.9% genome acceptance at ε=2.0 privacy
✕ Centralized AI (ChatGPT) [Your Query] → [OpenAI Server] Frozen model. They read everything. $20/month. They control the output. ✓ Centram AI [Your Query] → Local ModelDNA Verify ↓ ↓ ↓ Gen 1Gen 2Gen 3 → ... Evolves. Private. Free. Yours.
Distributed Intelligence

Every device is
an AI node.

Your phone runs AI. Your laptop verifies it. Your neighbor's PC evolves it. DNA architecture splits inference across multiple nodes: some generate, others verify. Democratic hub election means no corporation decides what your AI can say.

DNA: generation + independent verification — AI that can't lie
GWP: contradiction detection prevents AI echo chambers
5 enterprise clusters: Medical, Legal, Finance, Education, Enterprise
How DNA Distributed Inference Works Your Query[Hub Node] ← Democratically elected (2/3 vote) ↓ Gen Node A Gen Node B Gen Node C ↓ ↓ ↓ Verifier X Verifier Y ← Independent check ↓ GWP Integration ← Merge + contradiction detect ↓ Verified Answer Multiple minds. One truth.
Decentralized AI

AI that belongs to
everyone.

Train and deploy AI models without relying on big tech infrastructure. Centram provides decentralized dataset hosting, model weight distribution, and training pipeline streaming — a complete AI data layer with no central authority controlling access or pricing.

Host datasets with rich metadata — domain, task type, schema, versioning
Stream shuffled training batches directly to compute — decentralized DataLoader
Data marketplace — buy, sell, and discover AI training data peer-to-peer
Decentralized AI Pipeline [Dataset] → Chunk → Encrypt → Distribute ↓ [Index] → Vector embed → Semantic search ↓ [Pipeline] → Shuffle → Batch → Stream[Model] → Train → Publish → Marketplace

Your AI. Trained on your device.
Owned by you.

Centram trains a personal AI model directly on your phone or computer. No cloud. No data leaves your device. Your AI learns from your data and stays sovereign.

DETRA — Personal AI Chat

A standalone AI chat app powered by your locally-trained n-gram model. Conversations stay on-device. SSE streaming, generation controls, and full privacy.

Device Scanner

14 data categories: contacts, calendar, GPS, sensors, Bluetooth, media, EXIF, OCR, and more. All privacy-filtered. Financial contacts blocked, phone numbers masked, GPS city-level only.

Device Connectome

Register all your devices into a personal cluster. Your AI models cross-pollinate improvements between devices. Infective Evolutionary AI propagation across your entire device network.

Training Pipeline

Collect → Process → Train → Evaluate. BPE tokenizer, n-gram models (10M & 40M params), LoRA fine-tuning, continuous learning cycles. All running in-app.

Privacy by Design

All training data stays on-device. Financial and medical contacts are filtered. Sensor data stored as statistical summaries only. IP addresses masked. Zero data exfiltration.

AI Quality Metrics

MQ (Model Quality), DQ (Data Quality), EQ (Evolution Quality). Letter grades A–F. Track your AI’s improvement over time with real benchmarks.

Deploy apps.
No cloud provider.

Push any app to the Centram network. Nodes with trust ≥ 70 automatically host your service. Auto-detect runtime, install dependencies, health monitoring, and log tailing. Like Railway or Heroku, but decentralized.

5
Runtimes
P2P
Distribution
Auto
Health Monitor
Decentralized PaaS Source Code → Package → Distribute ↓ Trusted Peers (CenTrust ≥ 70) ↓ Auto-Detect: Node.js | Python | Go | Rust | Static ↓ Start → Monitor → Restart → LogsBlockchain Audit Trail

From install to evolving AI in four steps

Centram automates the entire pipeline: model setup, local training, genome extraction, and P2P evolution.

1

Install & Setup

Download Centram, choose a GGUF model matched to your device's RAM. The tutorial auto-selects the best model and downloads it. Ed25519 identity generated automatically.

13 models · 360M to 70B parameters
2

Train & Extract

Your AI trains locally as you use it. LoRA weight deltas are extracted as "genomes" — compact representations of what your model has learned. Auto-training starts immediately.

LoRA · On-Device · Zero Cloud
3

Share & Evolve

Genomes are automatically shared with trusted peers every 5 minutes. Each incoming genome passes a 10-layer security gate before acceptance. Differential privacy protects your data.

10 Security Gates · ε=2.0 Privacy
4

Verify & Grow

DNA clusters verify AI responses through cooperative generation. GWP integrates diverse perspectives and detects contradictions. Your AI evolves with every generation.

DNA Verification · GWP Integration
O Orchestrator Storage Miner Index Node Pipeline Node Validator Gateway

Six Roles.
One Network.

Every node picks a specialized role. Storage Miners hold data. Index Nodes power semantic search. Pipeline Nodes stream training data. Validators audit proofs. Gateways serve the S3 API. Orchestrators coordinate everything.

6
Node Roles
5
Economic Roles
PoAIS
Proof System

Stake & Earn

Stake credits to claim your role. Storage Providers stake 100, Pipeline Operators 200, Validators 500. Earn from storage fees, proofs, and streaming.

Zero-Knowledge Storage

AES-256-GCM encrypted before it reaches any node. Miners store data they cannot read. Privacy-preserving AI data infrastructure by design.

Tiered Gas Fees

2% storage, 5% marketplace, 3% pipeline, 1% search, 0.5% transfers. Trust scores unlock up to 50% gas discounts. Fair and transparent.

Six layers. One AI data system.

From client apps to network, every layer is purpose-built for AI workloads on decentralized infrastructure.

Client Layer
Desktop · Mobile · Web · CLI
AI Layer
Datasets · Models · Pipelines · Marketplace · Vector Search
Daemon Layer
API · Economics · Credits · Trust · Staking
Node Role Layer
Storage Miner · Index · Pipeline · Validator · Gateway · Orchestrator
Crypto Core
AES-256-GCM · PBKDF2 · HKDF · Merkle Trees · PoAIS
Network Layer
libp2p · Kademlia DHT · Noise Protocol · 8 AI Protocols
6
Node Roles
Specialized nodes for every AI workload
34
Protocol Messages
18 core + 16 AI-specific wire messages
64MB
Model Chunks
Variable chunking: 4 / 16 / 64 MB by type
5
Economic Roles
Provider, Consumer, Validator, Pipeline, Data

Runs everywhere you do

Native apps on macOS, Android, and iOS/iPad. Python daemon + Rust core. Windows and Linux planned.

macOS

Native desktop app

Windows

Planned

Linux

Planned

Android

Native app + Kotlin daemon

iOS / iPad

Native app + llama.cpp Metal GPU

Web

Monitoring dashboard

Node Server

6 specialized AI node roles

Built with precision

Every component chosen for performance, security, and reliability.

AES-256-GCM
Encryption
Files are encrypted on your device before leaving it. No one can read them without your passphrase — not even us.
Passphrase → PBKDF2 (100K rounds) → Master Key Master KeyChunk Key 1, Key 2, Key 3... Each chunk → AES-256-GCM → Encrypted
Merkle Tree
Integrity Proofs
Verifies file integrity with a hash tree. If even one byte changes, it's instantly detected — no need to re-download the full file.
Root Hash / \ Hash AB Hash CD / \ / \ H(A) H(B) H(C) H(D) | | | | [A] [B] [C] [D] ← chunks
Kademlia DHT
Peer Discovery
Finds peers and data across the network in just a few hops — no central directory needed. Scales to millions of nodes.
You → ask Peer A: "Where is chunk X?" A → "Try Peer B" → B → "Try C" C → "Found it!" (O(log n) hops)
REST + WebSocket
API Layer
REST for file operations, WebSocket for real-time updates like transfer progress and peer status. No polling needed.
REST → GET /files, POST /upload, DELETE /:id WS → transfer %, peer joins/leaves Events: "chunk_stored", "peer_connected"
P2P Mesh Network
Networking
Direct node-to-node connections. If one peer goes down, traffic auto-reroutes. No single point of failure.
[A]----[B]----[C] | \ | / | | \ | / | [D]---[E]---[F]
Proof of Storage
Blockchain Consensus
Nodes must prove they're storing your data. Pass the proof, earn trust. Fail, lose reputation. No mining needed.
Network → "Prove you hold chunk #42" Peer X → submits proof + hash ChainValid! → trust +1
CenTrust
Reputation System
A 0–100 trust score. Stay online, pass proofs, and complete transfers to earn lower fees and network priority.
Score: 0 |||||||||||||||||||| 100 New Low Good Trusted Fees: 100% 100% -25% -50%
Gas Fee Economy
Economics
A small 5% transaction fee that shrinks as your trust grows. Providers set their own prices — a competitive marketplace.
10 GB @ $0.50/GB = $5.00/mo Gas fee (5%): $0.25 Trust -50%: -$0.125 Total: $5.125/mo
Cloud Node Protocol
Decentralized Cloud
Turn any device into a persistent Cloud Node. Advertise storage, negotiate prices, and serve encrypted chunks 24/7 to the network.
Advertise → Peers discover node via DHT Negotiate → Price per GB, capacity check Store → Encrypted chunks replicated Verify → Proof of Storage periodic checks

Latest from Centram

Research papers, development updates, and the theory behind distributed intelligence.

Read all posts

Information is your Creation

Own your cloud, run your server, and train AI — without corporations.
We're building toward public release. Get notified when it's ready.

UPCOMING
Centram Node
P2P daemon, AI training, blockchain, genome evolution. macOS, Android, iOS.
UPCOMING
DETRA AI Chat
On-device LLM chat + image generation. Privacy-first conversations.
UPCOMING
CentCloud Storage
Decentralized file storage with AES-256 encryption, chunking, and Merkle trees.
Open Source (AGPL-3.0)
End-to-End Encrypted
No Data Leaves Your Device

Three theories. Three papers. One vision.

Centram is built on three independent, peer-reviewable theories of distributed intelligence. Each can stand alone as an academic contribution. Together, they define a new paradigm.

PAPER I

IEIT: Infective Evolutionary Intelligence Theory

Genome (weight delta) exchange between AI nodes with per-layer adaptive differential privacy. Proves that privacy and evolutionary learning can coexist. Experimentally validated at ε=2.0 with 41.9% genome acceptance rate.

Differential Privacy Evolutionary AI P2P Learning
Download PDF
PAPER II

DNA: Distributed Neurocognitive Architecture

Cooperative generation with independent verification. Democratic hub election via 2/3 majority. Small World network topology with Rich-Club connectivity. Sovereignty layer for data governance.

Distributed Inference Democratic Consensus Verification
Download PDF
PAPER III

GWP: Global Workspace Protocol

Recursive integration of diverse AI perspectives inspired by Baars' Global Workspace Theory. Contradiction detection across 4 types. Echo chamber prevention ensures truth emerges from disagreement.

Consciousness Theory Contradiction Detection Anti-Echo Chamber
Download PDF

What You Can Build on Centram

Centram provides the decentralized AI infrastructure. These are examples of domain-specific applications that can be built on top of it — by anyone, using the open protocol.

CentMed

Medical & Healthcare

AI-powered diagnosis support, medical research, patient record analysis. Genome filtering ensures only medically-relevant knowledge enters the cluster. HIPAA-aligned data isolation.

Peacemaker

Legal

Legal research, case analysis, contract review, document drafting. Jurisdiction-aware reasoning. Genome exchange filtered for legal domain relevance with mandatory disclaimers.

CentFin

Finance

Market analysis, portfolio optimization, risk assessment, regulatory compliance. Anti-fraud genome filtering blocks money laundering and insider trading patterns.

CentEdu

Education

AI tutoring, curriculum generation, adaptive assessments. Socratic method learning. Genome filtering ensures educational quality and age-appropriate content.

CentBiz

Enterprise

Business intelligence, strategy analysis, workflow automation, KPI optimization. Cross-cluster genome sharing lets enterprise AI learn from the entire Centram network.

Why Build on Centram?

Traditional AI platforms require you to send data to third parties. Centram's infrastructure lets anyone build domain-specific AI applications that run on user devices, evolve through P2P genome exchange, and never expose data to external servers. The protocol handles genome filtering, trust verification, and cluster formation automatically — developers focus on the application layer.

Centram is your infrastructure.

Your users' data is protected. Their trust is earned by design, not by policy. Centram provides a decentralized AI backbone that you build on top of — without building from scratch.

You have an obligation — and an opportunity — to use Centram as the foundation for the next generation of AI applications. Image generation AI built on Centram's distributed inference? Possible. A medical diagnosis app powered by CentMed's verified cluster? Possible. A legal research tool that evolves with every case? Possible.

Centram is not just an AI platform. It is an AI operating system for the sovereign internet. The infrastructure is here. What you build on it is up to you.

257
API Endpoints
MCP
OpenClaw Compatible
AGPL-3.0
Open Source License
96
P2P Message Types