Human-created tasks · executable environments · verifiable outcomes
Tovellan is building environments for frontier agents to practice and prove reliable work. A fictional transaction-recovery exercise runs locally; the buyer, contributor and reviewer journey is also in local development. GST-Bench remains an India-specific historical research release. No hosted lab pilot or live-model result is claimed.
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Deterministic delivery/exclusion reference
48 records · hash 61f214e7272095b8…
Recorded 7 August 2026 · deterministic reference subject · not model generalisation
Expertise domains
The fictional purchasing recovery environment is a local engineering exercise. GST and accounting have a separate India-specific research release; other domain networks are not live.
Why Tovellan
The first buyer hypothesis is a frontier-agent evaluation or post-training team. We are testing whether a maintained task environment and evidence report solve a costly workflow gap.
A fictional purchasing recovery environment now runs locally with typed tools, resettable state and a failure-evidence report. It is an engineering demonstration, not a hosted evaluation.
A local Core/Masters exercise connects a scoped buyer brief, contributor version, independent review and controlled delivery. Real paid participation and public intake remain closed.
GST-Bench v1.0.0 remains a frozen staff-authored release with a deterministic delivery/exclusion reference. It does not establish live-model generalisation.
The value chain
The v1.0.0 release and deterministic reference run are recorded today. Detailed production methods remain private.
A version and SHA-256 digest identify the exact frozen benchmark.
Published counts describe the split while membership, identifiers and held-out content remain private.
The release record binds the result to the benchmark version, subject and evidence.
The deterministic result proves delivery and held-out exclusion, not model generalisation.
Release and roadmap
Local engineering demonstration: resettable tools, an outcome verifier and a reproducible failure report. No live model or customer data.
Local engineering exercise: buyer, contributor, reviewer and operator roles share one versioned fictional delivery.
Released India-specific research: a frozen staff-authored benchmark and deterministic delivery/exclusion reference.
Hypothesis: one scoped workflow for a buyer team. No hosted pilot, demand validation or training right is claimed.
Research as proof
The content hash verifies the frozen release identity. The recorded retrieval-icl row is deterministic delivery proof; held-out membership stays private and no live-model generalisation result exists yet.