Snapshot
Continue to About β- What it does
- Pathway is a frontier AI lab building a post-transformer architecture, BDH (Dragon Hatchling), that unifies memory and reasoning so models can adapt and reason at test time without chain-of-thought text.
More detail
- The same company publishes the Pathway Live Data Framework, a Python framework for real-time streaming data, LLM pipelines and RAG.
- Best for
- AI researchers and cost-sensitive AI teams exploring post-transformer architectures, latent reasoning and continual learning, plus Python data teams building streaming, LLM and RAG pipelines.
- Pricing
- Pricing differs by offering.
More detail
- BDH/BDH-CQ: the only published figure is a self-computed inference cost of $0.00070 per ARC-AGI-1 task measured from hardware time, not a customer price
- access, licensing and fees are undisclosed.
- Live Data Framework: Community and Scale tiers are free, self-hosted, cap
- Main limitation
- Buyers wanting a general-purpose, production-ready frontier LLM product, or teams that require a fully managed no-ops data platform, since the framework is self-hosted.
- Record
- Living and monitored
- Reviewed
- Evidence
- Public web research
- Machine access
- Structured profile β
About
- Pathway is a frontier AI lab building a post-transformer architecture, BDH (Dragon Hatchling), that unifies memory and reasoning so models can adapt and reason at test time without chain-of-thought text.
- The same company publishes the Pathway Live Data Framework, a Python framework for real-time streaming data, LLM pipelines and RAG.
What it helps with
- Memory and reasoning are handled in separate systems, forcing memory to be bolted onto a language model from outside rat
- Chain-of-thought token generation makes test-time reasoning expensive and slow.
- Real-time data pipelines need the same code to handle batch and streaming data, including late or out-of-order events.
- LLM and RAG applications go stale when they are not built over continuously updated live data.
Capabilities
A practical view of what is available and where limitations apply.
| Offering | Available | Detail |
|---|---|---|
| BDH post-transformer architecture | Yes | Unifies parametric memory and latent reasoning in one architecture with sparse local neuron interactions and synaptic memory updating, per the vendor. |
| BDH-CQ model (research) | Yes | 150M-parameter model reported at 29.5% pass@2 on ARC-AGI-1 at a self-computed $0.00070 inference cost per task; first-party claim, independent replication not found. |
| Sudoku Extreme latent reasoning | Yes | Vendor reports 97.4% top-1 solve rate across ~250,000 puzzles without chain-of-thought or backtracking; vendor-reported. |
| BDH model access, licensing and pricing | Unknown | No access terms, license or customer pricing for BDH/BDH-CQ appear in the supplied sources. |
| Live Data Framework Python API | Yes | Python Table API with incremental stream and table operations on a Rust engine, supporting multithreading, multiprocessing and distributed computation. |
| Connectors | Yes | High-performance I/O connectors (Kafka, S3, cloud file systems, databases) and 300+ predefined API connectors per the vendor. |
| Deployment model | Limited | Framework is self-hosted only across free and enterprise tiers; a hosted offering exists via AWS Marketplace at a $15,000 annual commitment. |
| Delivery consistency | Limited | Free version provides at-least-once consistency; exactly-once is available in enterprise. |
| App templates | Limited | 20+ templates such as RAG, document pipelines, log monitoring and Kafka ETL, available in paid tiers. |
| Independent review evidence | Unknown | No independent review corpus or replication of the benchmark figures was found in the supplied sources. |
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Evidence
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- Verification
- Scribble researched these facts from the linked public sources.
- The owner has not manually confirmed every field.
- Last reviewed
- Primary source
- pathway.com
Technical profile details
Record ID
3f844fd5-fa68-4e53-8ce6-c81dbbda7e2bCanonical URLhttps://profiles.scribble.network/listing/pathway-building-ai-architectures-and-models-that-autonomously-and-con-3f844fd5