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Achiral AI
Achiral AI

Symmetric Intelligence.

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© 2026 Achiral AI (A Swizzle Inc. Company). All rights reserved.

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About Achiral AI: Making Enterprise AI Accessible

Achiral AI was founded on a simple belief: every business deserves root level access to private AI without needing a PhD in machine learning or budget of a continent.

Why "Achiral"?

In chemistry, chirality describes molecules that exist as non-superimposable mirror images. Achiral molecules possess internal symmetry—their mirror images are superimposable on the original.

We chose "Achiral" because we reject the idea that AI must be merely a reflection of human intelligence. Most frontier models today train on human-created corpus, learning human biases and patterns—creating "chiral intelligence" that's always defined by its mirror relationship to us.

Achiral AI is about finding symmetry in intelligent solutions—intelligence that's complete on its own terms, that works with human thought without being subordinate to it or derivative of it.

Read the full story: Why "Achiral"? On Symmetry, Intelligence, and Breaking Free from Reflection →

What We Do

We provide organizations with dedicated AI assistants powered by self-hosted infrastructure you can trust.

Each organization gets their own Chiro assistant running on our self-hosted Kubernetes cluster with GX10 GPU compute. Your data is isolated in a dedicated Weaviate tenant, never shared with other organizations. Fine-tune your assistant with custom LoRA adapters trained on your organization's data. Real-time chat with WebSocket support, conversation history, and semantic search (RAG) powered by vector embeddings.

Our Principles

Self-Hosted Infrastructure

We run our own Kubernetes cluster with dedicated GPU nodes. No external AI providers—complete control over your data.

Multi-Tenant Isolation

Each organization gets a dedicated Weaviate tenant with isolated vector storage. Your data never mixes with others.

Real AI Capabilities

RAG with semantic search, custom fine-tuning with LoRA adapters, and real-time chat with conversation history.

GPU-Powered Inference

Dedicated GPU compute for fast inference. Training workers on CPU nodes handle fine-tuning jobs asynchronously.

Organization-First

Every organization gets their own Chiro instance with team collaboration, workspace management, and access controls.

Developer-Friendly

Built with Next.js, Express, MongoDB, and modern DevOps. WebSocket support for real-time messaging.

Technical Architecture

Inference EngineSelf-hosted inference on dedicated GPU compute
Vector DatabaseWeaviate StatefulSet with multi-tenancy
OrchestrationKubernetes (2-node production cluster)
ApplicationNext.js 14 (App Router) + Express API
DatabaseMongoDB with tenant isolation
Queue SystemBullMQ for fine-tuning jobs
Real-TimeSocket.IO for WebSocket messaging
Training WorkersCPU nodes (llm-wrk-3/4) for LoRA fine-tuning

Why Organizations Choose Achiral AI

Self-Hosted Infrastructure

We run our own Kubernetes cluster with dedicated GPU nodes. No AWS, no GCP—just our own hardware. Your data stays on our infrastructure with Cloudflare Tunnel for secure access. No external AI providers means complete control.

Tenant Isolation

Each organization gets a dedicated Weaviate tenant for vector storage. Your conversations, documents, and embeddings are completely isolated. Fine-tuned LoRA adapters are organization-specific and never shared.

Real AI Features

RAG with semantic search using Weaviate vector embeddings. Custom fine-tuning with LoRA adapters trained on your data. Real-time WebSocket chat with typing indicators and conversation history. Tier-based quotas (Spark, Seed, Scale).

Modern Tech Stack

Built with Next.js (App Router), Express API, MongoDB, and Kubernetes. Self-hosted inference on dedicated GPU compute, Weaviate for vector storage, BullMQ for asynchronous job processing, and real-time features with Socket.IO.

Limitations

  • •Self-hosted only: Infrastructure runs on our managed data center, not AWS/GCP/Azure or on-premise
  • •Single region: All infrastructure currently in one data center (multi-region planned)
  • •Shared GPU by default: GX10 GPU is shared across tenants with logical isolation (dedicated pods available for enterprise)
  • •Active development: Platform is in active development with new features shipping regularly

We're transparent about constraints. If any of these are blockers, contact us to discuss alternatives.

Ready to Get Started?

Get your own Chiro AI assistant with dedicated tenant isolation and custom fine-tuning.

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