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THE MODEL CATALOG / 12 SPECIALISTS

Purpose-built
by design.

Choose a focused model for the work at hand. Each public ID maps to a specialist capability, from precise code edits to language-aware engineering.

The catalog is pre-launch. These specialist IDs are profiles of shared model infrastructure, not a claim that each ID is a separate set of model weights.

Functional specialists Language specialists

01 / FUNCTIONAL SPECIALISTS

Models for the
agent workflow.

Focused on specific steps in a technical workflow: editing, retrieval, compaction, classification and routing.

alluv-patch-fastVery-fast code-edit application specialist.small editsminimal difflow latency01
alluv-patchRobust code-editing specialist.semantic editslocal contextcorrectness02
alluv-compactVerbatim context-compaction specialist.extractiveverbatimtechnical fidelity04
alluv-reflexRealtime per-turn behavioral-signal classifier.structured outputlow latencyorchestration05
alluv-routerSpecialist routing model.task selectionstructured routingorchestration06

02 / LANGUAGE SPECIALISTS

Engineering in
its own language.

Specialists tuned to the conventions and constraints of six software-engineering languages.

alluv-cppSpecialist C++ software-engineering model.C++20RAIIownership07
alluv-rustSpecialist Rust software-engineering model.ownershipResult / Optionminimal unsafe08
alluv-pythonSpecialist Python software-engineering model.modern Pythonclear typingpathlib09
alluv-javaSpecialist Java software-engineering model.API contractsmodule boundariesresource management10
alluv-cobolSpecialist COBOL software-engineering model.business semanticsdata layoutslegacy interoperability11
alluv-jsSpecialist JavaScript software-engineering model.modern ECMAScriptasync / awaitmodule boundaries12

ALLUV / SPECIALIST LLM HOSTING

The right model
for the job.

Discuss a workload