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Gather literature, extract structured claims, and verify their sources and codebase relevance as one trust-preserving pipeline.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
Run the continuous experiment loop, including idea tournament, best-first tree expansion, mandatory literature cadence, bold swings, automatic commits, and memory write-back.
Run an autonomous research or optimization loop with literature-grounded, verifiable long-term memory. Use for measurable optimization and for ranked research-plan ideation.
Generate grounded novel hypotheses from contradictions, complementary claims, and cross-domain mechanism transfers using the unified synthesize tool.
Produce the autoresearch report with full idea lineage — paper → claim → hypothesis → patch → metric change → status → memory update. Use to summarize an autoresearch run into an auditable, human-readable report at .autoresearch-vkf/session/report.md.
| name | autoresearch-vkf-knowledge |
| description | Gather literature, extract structured claims, and verify their sources and codebase relevance as one trust-preserving pipeline. |
Search by mechanism using WebSearch, then read small targeted excerpts with
WebFetch from primary papers, official docs, benchmarks, and implementations.
Prefer arXiv, Semantic Scholar, OpenAlex, and Crossref for discovery. Capture the
source URL, assertion, mechanism, reported evidence, context, implementation
recipe, limitations, recency, and reliability.
Immediately call remember_claim for each useful finding. Keep one checkable
assertion per card; include its paper metadata, honest confidence, lever, and
altitude. Mechanism is required because it enables synthesis and transfer.
Then verify every candidate:
verify_claim as source_verified, contradicted, deprecated, or
rejected, always with a reason and conflict ids where applicable.A mandatory gather directive is cleared only by a literature-origin
remember_claim. When the idea pool is empty or stale, search again with the
latest loss or open question as the focus.