Internet of Intelligence

IIP-043: Benchmark-linked improvement

IIP-043 is a Planned Hypervisor roadmap record in Q4 2026: Benchmark-linked improvement. Auto-tuning weights, shape corrections, error logs loop.

IIP-043 Roadmap Record

IIP-043: Benchmark-linked improvement is an IOI roadmap implementation record for the Hypervisor surface. It is marked Planned in Q4 2026 and belongs to the Runtime track. The canonical scope is: Auto-tuning weights, shape corrections, error logs loop.

Surface Context

This IIP 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. IIP-043 depends on the ioi, runtime, wallet, agentgres, aiagent surfaces before it can fully mature. It unblocks later roadmap surfaces: sas, aiagent, embodied.

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-030. Evidence links below point to the paper, release, repository, developer documentation, or product page that supports this milestone.

Canonical Relationship

This page is the canonical implementation record for IIP-043, 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, phase, dependencies, or evidence trail for Benchmark-linked improvement matters.

Roadmap Role

IIP-043 exists to clarify roadmap status, implementation scope, 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 implementation trail without making roadmap records compete with deeper IOI papers.