{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:FI7TNJID4RHO7733RECPJKUZQQ","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"744a7acac5b099ea2170febd762e4e7f776b3bc9442c29c55cdcff110eec9a9f","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2026-05-29T12:59:08Z","title_canon_sha256":"7b8f4521389976b6df7a60b0c6c4cff99a864c0cb9e5acbbee5921a51ec280a8"},"schema_version":"1.0","source":{"id":"2605.31264","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.31264","created_at":"2026-06-01T01:04:07Z"},{"alias_kind":"arxiv_version","alias_value":"2605.31264v1","created_at":"2026-06-01T01:04:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.31264","created_at":"2026-06-01T01:04:07Z"},{"alias_kind":"pith_short_12","alias_value":"FI7TNJID4RHO","created_at":"2026-06-01T01:04:07Z"},{"alias_kind":"pith_short_16","alias_value":"FI7TNJID4RHO7733","created_at":"2026-06-01T01:04:07Z"},{"alias_kind":"pith_short_8","alias_value":"FI7TNJID","created_at":"2026-06-01T01:04:07Z"}],"graph_snapshots":[{"event_id":"sha256:cfb6a469034a1ec4fcb8531eefbd02da06af713e531538ceaf60d92c3becd4dd","target":"graph","created_at":"2026-06-01T01:04:07Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2605.31264/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"LLM agents are increasingly expected not only to complete isolated tasks, but also to carry bounded representations of human expertise, judgment, and interaction style. Building such person-grounded agents remains difficult because actionable knowledge associated with a person or role is usually embedded in heterogeneous traces rather than written as clean instructions. Existing memory and persona systems capture fragments of this evidence, while skill frameworks provide portable packaging formats; however, there is no end-to-end workflow for distilling these traces into inspectable, correctab","authors_text":"Dongrui Liu, Jing Shao, Leitao Yuan, Tianyi Zhou, Xia Hu","cross_cats":["cs.CL","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2026-05-29T12:59:08Z","title":"COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.31264","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:06204da22bcde831b21e2d033c5cbc5a6a078b6cb370218c713a97e82f1ab37b","target":"record","created_at":"2026-06-01T01:04:07Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"744a7acac5b099ea2170febd762e4e7f776b3bc9442c29c55cdcff110eec9a9f","cross_cats_sorted":["cs.CL","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2026-05-29T12:59:08Z","title_canon_sha256":"7b8f4521389976b6df7a60b0c6c4cff99a864c0cb9e5acbbee5921a51ec280a8"},"schema_version":"1.0","source":{"id":"2605.31264","kind":"arxiv","version":1}},"canonical_sha256":"2a3f36a503e44eefff7b8904f4aa998414c6ef5b49350cc41890afde84522caa","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2a3f36a503e44eefff7b8904f4aa998414c6ef5b49350cc41890afde84522caa","first_computed_at":"2026-06-01T01:04:07.514610Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-01T01:04:07.514610Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"75g5hbBdh59OUJg/uPzjQCEqakyx9e23OAeop9b18KloqGGklxMweWVLxYW6lNqnhtieK4lzHo2aIQuhK0byDw==","signature_status":"signed_v1","signed_at":"2026-06-01T01:04:07.515485Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.31264","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:06204da22bcde831b21e2d033c5cbc5a6a078b6cb370218c713a97e82f1ab37b","sha256:cfb6a469034a1ec4fcb8531eefbd02da06af713e531538ceaf60d92c3becd4dd"],"state_sha256":"1b5cd59be40cee56d272936584f07f975bb47351de29d698078448d77a01f23d"}