Brian2 Atlas vs Mlola
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 Mlola
| Detail | 
Brian2 Atlas | 
Mlola |
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| What it does | Distributed neural simulation with MPI for Brian2 models
| Reliable browser use with a fast path: deterministic mechanics, safety and verification, and a model asked only for judgement.
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| Stage | Startup
| Not given
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| Founded | 2026
| Not given
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| Based in | GB
| ID
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| Pricing model | Open source
| Not given
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| Pricing | Not given
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| 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
| - Observe page state in atomic passes without screenshots
- Model picks operations only from compatible targets
- Risk classification for payments, deletions, sends and secrets
- Typed actions with freshness, visibility and occlusion checks
- Append-only event log for replay and audit
- Chrome automation through Playwright
- Browser extension for agent isolation
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| 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
| - Deterministic browser mechanics as default, models only for judgement and writing
- Safety enforced through code boundaries, not prompt requests
- Every step verified independently before proceeding
- Cost measured by fast-path share on every run
- Capabilities advertised honestly, imitation refused
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| Free plan | Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | Not checked yet ▼ −1 (down) since last check | 10 ● no change since last check |
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| Trust Flow (Majestic) | 3 | 0 |
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| Citation Flow (Majestic) | 19 | 27 |
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| Referring domains (Majestic) | 14 | 28 |
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4 details filled in for both companies.
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