Variable Intelligence One

VI1 modules

The 26 VI1 modules.

VI1 combines its own models with these modules. Five are wired into every VI1 API request and change answers; three power the evaluation harness; the voice and avatar modules power VI1 Voice and the 3D avatars. The rest are internal tooling.

5

Ready: in the product today

6

Beta: evaluation, voice and avatar

15

In development: callable, plan or prototype

ModuleWhat it doesWhere it is usedStatusCommercial rights
calculatorExact arithmetic tool behind vi1_calculate and checked calculations.Wired into the APIReadyOwn
prompt_compilerBuilds the structured plan prompt for checked calculations.Wired into the APIReadyOwn
response_observerChecks JSON answers against the requested schema; one repair retry.Wired into the APIReadyOwn
retrievalBM25 knowledge index; search tool and auto-injected evidence.Wired into the APIReadyRights review
closed_diagnosticsPrivacy-safe provider error records (never logs prompts or keys).Wired into the APIReadyOwn
offline_evaluatorGrades answers offline: exact, type-sensitive, receipt-bound.Evaluation harnessBetaOwn
retrieval_evaluationRetrieval recall, nDCG and paired bootstrap confidence intervals.Evaluation harnessBetaRights review
synthetic_data2,400 records from 24 template families, split by family.Evaluation harnessBetaRights review
training_evaluationTrain and held-out harness with strict manifest gates.CallableIn developmentRights review
fixed_source_schema_guardSchema guard for fixed data sources.Callable utilityIn developmentOwn
acceptance_ledgerRecords acceptance decisions.CallableIn developmentOwn
assignment_certificatesStatistical certificates for task assignment.CallableIn developmentRights review
targeted_evidenceEvidence-selection bookkeeping.CallableIn developmentRights review
protocol_selectorPicks test protocols.CallableIn developmentRights review
finite_goal_planningBounded planner over a finite catalog.CallableIn developmentOwn
durable_handoffHandoff state machine.CallableIn developmentOwn
team_controllerMulti-agent roster and lease controller.CallableIn developmentOwn
embedding_provenanceTracks where embeddings came from.CallableIn developmentOwn
correction_selectorResearch simulator for choosing corrections.Research onlyIn developmentRights review
adapter_versionsAdapter version registry (prototype engine).PrototypeIn developmentOwn
distributed_training_probeMulti-GPU training probe; needs 2+ GPUs for the real path.Blocked on GPUsIn developmentOwn
lora_trainingLoRA training plumbing; no model training done yet.Plan onlyIn developmentRights review
quantizationQuantization plan.Plan onlyIn developmentRights review
avatar_clock3D avatar and audio-driven clock demo (Three.js, CC0 assets).Demo pageBetaOwn (CC0/MIT assets)
voice_backendVoice pipeline: speech in, VI1, speech out.Needs native app runtimeBetaOwn; provider terms
voice_clientBrowser voice client.Needs voice endpointsBetaOwn

"Rights review" marks ten bundles that need authorship or permission cleared before they are resold on their own. They are fine to use inside VI1 products.