Open-Source · Continual Learning Framework

The world never stops changing.

OpenMIA is a brain-inspired continual learning framework that lets neural networks accumulate knowledge over time without forgetting what they already know.

View on GitHub
neural memorynew conceptlearned
47tasks learned live
99.1%knowledge retained
0catastrophic forgetting
3.2k+GitHub stars
Capabilities

Learn forever. Forget nothing.

01

Continual Learning

Core

Learn new tasks sequentially without forgetting previous ones. Our replay-based and regularization strategies preserve existing knowledge while integrating new information, just as the brain consolidates memories during sleep.

Task 1Task 2Task 3no forgetting
02

Brain-Inspired Architecture

Neuroscience

Inspired by the hippocampal-neocortical memory system, OpenMIA separates fast episodic encoding from slow cortical consolidation. New experiences are quickly encoded, then gradually integrated into long-term weights.

Hippocampusfast encodingNeocortexslow consolidation↓ OpenMIAEpisodic BufferWeight Consolidation
03

Multimodal & VLM Ready

Coming Soon

Not just images or text. OpenMIA is built for the multimodal future. Native integration with Vision-Language Models lets your system continuously learn from images, text, video, and beyond in a unified latent space.

🖼 ImageT Text Video AudioUnifiedLatentSpaceVLMcoming soon
04

Open Source & Research-First

Open Source

Every algorithm, every benchmark, every paper is open. Plug-and-play strategies like EWC, Replay, PackNet, and DER++ ship behind a unified API so you can reproduce strong results in under 10 lines of code.

OpenMIAAPIEWCReplayDER++PackNetGDumbCLIP-CL
How it works

Three stages.
Infinite knowledge.

continual_learn.py
1from mia import ContinualLearner, DataStream
2
3# Build a continuous stream from any source
4stream = DataStream.from_sources(
5  images="./data/new_scenes/",
6  labels="./data/annotations/",
7  detect_tasks=True,   # auto task boundary
8)
9
10print(f"Tasks detected: {stream.num_tasks}")
11# Tasks detected: 12
Continual training active
Neuroscience-Inspired

Built like the brain.

Every component in OpenMIA maps to a known neuroscientific mechanism. We do not just borrow metaphors. We translate the actual computational principles that make biological memory so efficient. That balance extends from learning plasticity to memory stability, letting the system adapt quickly without sacrificing durable knowledge.

HippocampiNeocortexMotor StripOccipitalAuditoryLanguage Network
12+
CL algorithms
20+
benchmarks
15
papers reproduced
Live metrics

Performance you
can measure.

Live|1:45:00 PM
0
API requests today
0.99%
Uptime this quarter
0ms
Average response time
0
Countries served
Integrations

Works with everything
you already use.

200+ pre-built integrations. Connect your entire stack in minutes.

GitHub
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PostgreSQL
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Hosting
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Design
Linear
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Documentation
OpenAI
AI/ML
GitHub
Version Control
Slack
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Stripe
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PostgreSQL
Database
Redis
Cache
AWS
Cloud
MongoDB
Database
Vercel
Hosting
Figma
Design
Linear
Project Management
Notion
Documentation
OpenAI
AI/ML
OpenAI
AI/ML
Notion
Documentation
Linear
Project Management
Figma
Design
Vercel
Hosting
MongoDB
Database
AWS
Cloud
Redis
Cache
PostgreSQL
Database
Stripe
Payments
Slack
Communication
GitHub
Version Control
OpenAI
AI/ML
Notion
Documentation
Linear
Project Management
Figma
Design
Vercel
Hosting
MongoDB
Database
AWS
Cloud
Redis
Cache
PostgreSQL
Database
Stripe
Payments
Slack
Communication
GitHub
Version Control
Security

Trust is
non-negotiable.

Enterprise-grade security is not optional. It is built into every layer of our platform, from infrastructure to application.

SOC 2ISO 27001HIPAAGDPRCCPA

SOC 2 Type II

Independently audited security controls with continuous monitoring.

End-to-end encryption

AES-256 encryption for data at rest and TLS 1.3 in transit.

Zero-trust architecture

Every request is authenticated and authorized. No exceptions.

GDPR & HIPAA

Full compliance with data protection and healthcare regulations.

For developers

Built by devs.
For devs.

A thoughtfully designed SDK that gets out of your way. Ship faster with intuitive APIs and exceptional documentation.

TypeScript native

Full type safety with auto-generated types.

Zero config

Sensible defaults that just work.

Edge-ready

Runs anywhere: Node, Deno, Bun, browsers.

12KB gzipped

Lightweight with zero dependencies.

npm install @optimus/sdk
# or
yarn add @optimus/sdk
pnpm add @optimus/sdk
What people say
01 / 04

"Optimus transformed our deployment pipeline. What used to take hours now happens in seconds."

S

Sarah Chen

CTO, Meridian Labs

Key Result

10x faster deployments

Trusted by forward-thinking teams

Meridian LabsFlux SystemsBeacon AIPrism AnalyticsNova TechQuantum CorpAtlas DigitalVertex Labs
Meridian LabsFlux SystemsBeacon AIPrism AnalyticsNova TechQuantum CorpAtlas DigitalVertex Labs
Pricing

Open source
at heart.

The core framework is free forever. Scale with us when you are ready to move to production.

01

Free

For researchers and individuals exploring continual learning

$0forever
  • All open-source algorithms (EWC, Replay, DER++, PackNet...)
  • Up to 3 concurrent experiments
  • Community Discord support
  • Standard benchmarks (Split-CIFAR, Permuted-MNIST...)
  • Local training only
  • MIT License
Start free
Most Popular
02

Pro

For teams shipping continual learning in production

$50/ month
  • Everything in Free
  • Unlimited experiments & runs
  • Cloud training & experiment tracking
  • Priority email support
  • Private model registry
  • Advanced benchmarks & leaderboards
  • REST API access
  • SSO / team seats
Start Pro trial
03

Team

For enterprises deploying at scale

Custom
  • Everything in Pro
  • On-premise deployment
  • Dedicated support engineer
  • SLA guarantee
  • Custom algorithm development
  • Joint research collaboration
  • White-label options
  • Custom contracts & billing
Contact us

All plans include automatic updates and the full open-source codebase. Star us on GitHub

Ready to build
something great?

Join thousands of teams shipping faster with Optimus. Start free, scale infinitely.

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