IIP-035: Managed training workflows

IIP-035 Roadmap Record

IIP-035: Managed training workflows is an IOI roadmap record for the Hypervisor surface. Its status is Planned in Horizon 1 — single-node pursuit and it belongs to the Console track. Accepted next work with canonical scope, not a delivery promise. The canonical scope is: Foundry training and evaluation execution over the existing object plane: datasets, teacher sessions, tuning/distillation, benchmark gates.

Surface Context

This record should be read as part of the Hypervisor roadmap, not as a replacement for source papers or product pages. The parent surface gives the broader context for why this milestone exists, what it depends on, and which IOI surfaces it supports. The parent Hypervisor surface depends on runtime, wallet, agentgres. The parent surface unblocks later roadmap surfaces: ioi, sas, aiagent, embodied.

• Hypervisor

Evidence And Verification

The record is designed to make roadmap evidence crawlable and separable from research claims. This item also names item-level dependencies: IIP-011, IIP-013. Evidence links below point to the paper, release, repository, developer documentation, or product page that supports this milestone.

• Foundry doctrine

Canonical Relationship

This page is the canonical roadmap record for IIP-035, while the parent roadmap surface and linked research pages remain the canonical sources for broader product and protocol context. Internal links point here when the milestone status, horizon, dependencies, or evidence trail for Managed training workflows matters.

Roadmap Role

IIP-035 exists to clarify roadmap status, bounded scope, horizon placement, and evidence relationships. Technical concepts flow through this page to canonical research pages, while product or runtime context flows to the relevant surface page. This preserves a complete status and evidence trail without making roadmap records compete with deeper IOI papers.