multimodal-io-research-evolver

name	multimodal-io-research-evolver
description	Use this skill when you need deep, repeatable multimodal inputs/outputs research across MetaHuman, video generation, and Gaussian splatting, with auto-updated conclusions in deep-research-multimodal_inputs_outputs.md.

Multimodal I/O Research Evolver

Overview

Run repeatable research cycles to keep multimodal pipeline claims current for the three avatar approaches:

• MetaHuman
• Video Generation
• Gaussian Splatting

Each cycle:

• refreshes evidence through the full-modality social research skill,
• distills method-level I/O and coupling support,
• upserts a canonical conclusion section into deep-research-multimodal_inputs_outputs.md,
• persists state/events/history for self-evolution.

Run Cycle

1. Run one cycle:

• python .claude/skills/multimodal-io-research-evolver/scripts/evolve_multimodal_io_research.py

2. Useful options:

• --skip-core-refresh (reuse latest full-modality outputs)
• --max-arxiv-per-query 12
• --max-arxiv-total 80
• --max-github-per-query 12
• --max-github-total 80
• --no-publish (skip writing web/public/docs mirrors)

Outputs

Local skill outputs:

• .claude/skills/multimodal-io-research-evolver/references/latest-research.json
• .claude/skills/multimodal-io-research-evolver/references/latest-report.md
• .claude/skills/multimodal-io-research-evolver/references/progress.md
• .claude/skills/multimodal-io-research-evolver/references/history/research-*.json
• .claude/skills/multimodal-io-research-evolver/references/history/report-*.md
• .claude/skills/multimodal-io-research-evolver/state.json
• .claude/skills/multimodal-io-research-evolver/events.jsonl

Published mirrors (unless --no-publish):

• web/public/docs/multimodal-io-research-latest.md
• web/public/docs/multimodal-io-research-latest.json
• web/public/docs/multimodal-io-claim-matrix-latest.json
• web/public/docs/multimodal-io-research-progress.md

Primary narrative output:

• deep-research-multimodal_inputs_outputs.md (upserted conclusion section)

Self-Evolving Contract

Each cycle must:

• load state.json and prior latest-research.json when present,
• refresh or reuse the latest full-modality evidence corpus,
• compute new ArXiv/GitHub deltas versus previous cycle,
• append events into events.jsonl,
• append a human-readable run log into references/progress.md,
• persist updated state for next cycle.

Do not delete history/events unless explicitly requested.