ventuno --world classforge

ClassForge

planned

EDUCATION · VIDEO-FIRST LEARNING COMMERCE · 1 CODEBASE

A live, multi-tenant platform where educators and training businesses publish, sell and deliver video courses — commerce and access lifecycles in a SaaS product, with fast, cheap rollouts.

ClassForge is about commerce and access lifecycles in a SaaS product, with fast, cheap rollouts.

hear when it lands see the live product →

The world is built from a product we run: classforge.ventunotech.com.

release

The quarter after Relay

best fit

RL training first, with a frontier slice

planned potential

About 30–50 training tasks plus 8–15 frontier-grade

Task counts are planning ranges, not commitments.

// one codebase, one offline image

Built on ClassForge, a live learning-commerce product.

the platform

ClassForge

Python · FastAPI · React · PostgreSQL · Redis

A Python/FastAPI API with background workers, a React web app, PostgreSQL, Redis and object storage, run as one offline image.

The product covers course authoring with adaptive video, a branded storefront, pricing, coupons and checkout with durable entitlements, the learner experience, certificates, and an admin console with an append-only audit log.

// capability areas — what the agent has to get right

Payments and entitlementsIdempotent payment webhooks, refunds, and access that follows what was actually paid for

Subscriptions and installment plansRenewals, grace periods, missed and late payments, cancellation without losing earlier purchases

Bundles and time-limited accessAccess windows and inheritance when products are combined or extended

Learning progress, assessments and certificatesCompletion against the course version the learner took; no certificate before it is earned

Publishing lifecyclePublished material is frozen; changes go through a reviewed edit request

Tenant isolationEvery query, refund and catalog view scoped to the right academy

// example archetypes

Single-service root causes in commerce and access logic; contract-driven features across the API and workers; and, in a planned harder tier, tasks whose deciding fact is in the deployment's live data rather than the instruction.

// fit

RL training first: tasks grade quickly in a self-contained harness, so rollouts are fast and cheap at volume. A smaller frontier-grade slice serves evaluation.

// where it stands — an honest ledger

✓ProductClassForge is live: a multi-tenant platform where educators and training businesses publish, sell and deliver video courses.

◐Early task setAn early set of 11 tasks is built and certified with the same gates as FAST World, covering payments, refunds, tenant isolation, publishing and completion.

○Model runsNo model runs have been published yet.

○Before releaseSeeded live data for a harder tier, a raised agent time limit for frontier-tier runs, and growing the set toward the planned range (about 30–50 training tasks plus 8–15 frontier-grade).

○ReleaseThe quarter after Relay.

Planned task counts are planning ranges, not commitments. The world is built and verified with the same methodology as FAST World.

// shared methodology

Every world is built and verified the same way.

The world is built from a real product we run, packaged as a certified, offline image.
Every task has a hidden milestone grader, a write-boundary policy, and a gate (reference solution 3/3, do-nothing 0) before use.
Every reported model failure is verified by replaying it in a fresh, network-isolated task container, and every pass is reviewed for grader holes.
Product updates never reveal task answers.

Build agents that can handle the real thing.

Working with foundation-model labs, coding-agent companies, computer-use teams and post-training researchers.

discuss a world FAST eval