SZL Holdings builds AI software, models and research tools that connect an output to its source and evidence. Explore the systems, inspect what is available, and reproduce the work behind each claim.
Explore Command Lab → · Build with the source →
Input and hash → Executed code → Retained result → Repeat → Limits
The single-cell example summarizes public GEO GSE85241 data and checks integrity and repeatability. Its receipt is unsigned; it makes no biological or clinical claim.
- Explore: Command Lab brings the public portfolio into one searchable interface.
- Use: A11oy exposes tools and their current capability state.
- Build: browse models, kernels, datasets and Spaces, or published Python packages.
- Verify: a11oy.net links computation records and their limits.
A11oy connects governed workflows. SZL Router routes model requests through A11oy Code and publishes a status surface. Killinchu demonstrates public observation and operator decisions; public effectors remain SIMULATED. Forge houses model and software research.
A published file, running application and independently checked result establish different things. Each artifact needs its own evidence and use limits.
The source-bound public inventory records 34 public Spaces, 47 model repositories, 14 native kernels, 37 datasets at 2026-10-04T15:36:53Z under hf-public-author-membership/v2. This is a dated observation, not a live count. Native kernel IDs may also appear in the model namespace; these figures do not count unique projects or trained language models. Inventory binding · Exact source · Current Hub listing. Hub inventory is registry evidence, not availability, operational readiness, or publication policy. It does not establish model quality.
HISTORICAL: estate-alignment v1 described 16 portfolio Spaces, 1 inventory-only Space, 45 models, and 34 datasets. The SZLHOLDINGS/SZLHOLDINGS dataset is a historical profile mirror. It does not establish today's inventory, readiness, or model quality.
Reproduce an example and inspect the architecture
Architecture image · Authorization rules
- Three commercial flagships: A11oy, Killinchu, Forge.
- One inference flagship: SZL Router.
- Five public domain bodies: Terra, Killinchu, PRISM Counsel, PURIQ Finance, LYTE.
- Six internal engines: CHAPAQ (folded into Killinchu), Lyte, Killinchu, Finance, Terra, Counsel.
These are architecture roles. Inspect each artifact's source and stated use limits before choosing a use.
