AI Infrastructure
Connect AI models with global compute power through blockchain technology. Building on Base (0x54b650f25D0bba4E647CD3b2bF132350b3F4A222)
Responsive layout updates:
Tested and fixed:
- Dashboard cards stacking on mobile
- Task table horizontal scroll
- Verification voting on small screens
- Wallet connect modal sizing
Web3 apps should work on phones too.
#Mobile#Responsive#MLBridge
What does permissionless mean?
No application process. No approval needed. No KYC for protocol access.
Anyone with a wallet and MLB tokens can:
- Register models
- Provide compute
- Verify results
- Submit tasks
Open by default.
#Permissionless#MLBridge
Why we built on Base:
Sub-cent transaction costs matter when every task submission, every verification vote, and every reward claim is an on-chain action.
Our TaskManager contract alone handles dozens of state changes per task.
#Base#Layer2#MLBridge
The switching cost problem:
Locked into AWS? Migration takes months.
Locked into a model API? Rewrite your integration.
MLBridge: standardized interfaces. Multiple providers. Switch by changing a parameter.
#SwitchingCosts#MLBridge
Every week, another AI API changes its pricing.
Sometimes up 2x. Sometimes models get deprecated.
On-chain pricing is set by providers competing in an open market.
Market dynamics, not corporate decisions, determine price.
#Pricing#Market#MLBridge
What is gas?
The fee for executing blockchain transactions.
On Base L2, gas costs are sub-cent. That means registering a model, submitting a task, or casting a verification vote costs almost nothing.
Low gas = accessible network.
#Gas#MLBridge
How did you find MLBridge?
- Crypto Twitter?
- GitHub?
- Friend told you?
- Searching for decentralized AI?
Helps us understand where our community comes from.
#Community#MLBridge
What concerns you most about decentralized AI networks?
- Result quality?
- Latency?
- Cost compared to centralized?
- Smart contract risk?
We can't fix what we don't know about.
#Concerns#MLBridge
Monday question:
What are you building this week?
AI project? Web3 app? Something at the intersection?
Share below. We want to know what our community works on.
#Monday#Builders#MLBridge
What documentation is missing?
We have guides for:
- Task requesters
- Model providers
- Compute providers
- Verifiers
But what would make onboarding easier for you?
#Documentation#Feedback#MLBridge
Three types of decentralization in MLBridge:
1. Technical: contracts run on Base, a decentralized L2
2. Economic: rewards distributed by protocol, not company
3. Governance: MLB holders control protocol parameters
All three matter. All three are real.
#Decentralization…
Feature request thread:
What's the ONE thing that would make MLBridge useful enough for you to switch from centralized alternatives?
No wrong answers. We read everything.
#FeatureRequest#MLBridge
Smart contracts explained:
Code deployed on blockchain that executes exactly as written.
No human intervention. No interpretation. No exceptions.
If conditions are met, the code runs. If not, it reverts.
MLBridge runs on 9 smart contracts.
#SmartContracts#MLBridge
What is reputation on-chain?
The ReputationRegistry tracks:
- Total verifications performed
- Accuracy rate (majority vs minority votes)
- Response times
This data is public, permanent, and tied to your wallet address.
Performance is transparent.
#Reputation#MLBridge
Privacy regulation keeps getting stricter.
GDPR. CCPA. AI Act.
Sending data to centralized providers creates compliance liability.
Decentralized compute where data routing is transparent helps with that.
#Privacy#Regulation#MLBridge