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Brian2 Atlas vs LaCrew

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Brian2 Atlas compared with LaCrew
DetailBrian2 Atlas logo Brian2 AtlasLaCrew logo LaCrew
What it doesDistributed neural simulation with MPI for Brian2 models Spend controls, budgets and approvals for AI agents
StageStartup MVP
Founded2026 Not given
Based inGB Not given
Pricing modelOpen source Freemium
PricingNot given Free plan: $0 during early access with 2 seats and 3 agents. Planned paid plans: Builder at $49/month with 5 seats and 25 agents; Scale at $199/month with 25 seats and 250 agents. Self-hosting is free.
Key features
  • Distributed simulation across MPI ranks
  • Multi-backend execution (CPU, GPU, Browser, MPI)
  • AtlasIR typed intermediate representation
  • Native forward and reverse execution for training
  • Retains Brian2 modelling interface
  • GPU execution on Apple Metal and NVIDIA CUDA
  • WebAssembly browser execution
  • CPU reference and AOT compilation
  • Onchain allowances and epoch budgets
  • Escalation through reporting tree
  • Session keys with automatic expiration
  • Constitutional governance with veto windows
  • Declared flows and human gates
  • Slack and Telegram supervision
  • Visual org builder and workspace
  • Apache-2.0 open source contracts and SDK
  • Inference budgets for model and API calls
  • Integration with Coinbase AgentKit and Safe
What makes it different
  • Distributed execution without sacrificing Brian2's familiar modelling interface
  • Open-source with published arXiv paper and reproduction materials
  • Explicit, verifiable execution plans via AtlasIR
  • Bounded blast radius: compromised agents can only spend remaining epoch allowance on whitelisted targets
  • Passkey root stays on user's device; cloud holds only scoped, expiring session keys
  • Fully self-hostable open protocol with Apache-2.0 licensing
  • Approval workflows follow real organizational structure, not smart contract code
  • No token or cryptocurrency knowledge required to use the cloud platform
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet −1 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)30
Citation Flow (Majestic)190
Referring domains (Majestic)140

5 details filled in for both companies.

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