{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:AVOO3VYKHJFSR54ONMHTLVUWMB","short_pith_number":"pith:AVOO3VYK","canonical_record":{"source":{"id":"2605.16250","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-15T17:52:57Z","cross_cats_sorted":["cs.AI","cs.DB","cs.LG"],"title_canon_sha256":"806109c220edf29ff5aab57ee2d36bab98d4b21b25553821f4a66d0b11afae23","abstract_canon_sha256":"49e80afd50363355f53cd2be8525326a25bf4beadba95b6724cf675c588598e9"},"schema_version":"1.0"},"canonical_sha256":"055cedd70a3a4b28f78e6b0f35d69660609965e36e45a3b0c560a0830664da8a","source":{"kind":"arxiv","id":"2605.16250","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.16250","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"arxiv_version","alias_value":"2605.16250v1","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.16250","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"pith_short_12","alias_value":"AVOO3VYKHJFS","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"pith_short_16","alias_value":"AVOO3VYKHJFSR54O","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"pith_short_8","alias_value":"AVOO3VYK","created_at":"2026-05-20T00:02:00Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:AVOO3VYKHJFSR54ONMHTLVUWMB","target":"record","payload":{"canonical_record":{"source":{"id":"2605.16250","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-15T17:52:57Z","cross_cats_sorted":["cs.AI","cs.DB","cs.LG"],"title_canon_sha256":"806109c220edf29ff5aab57ee2d36bab98d4b21b25553821f4a66d0b11afae23","abstract_canon_sha256":"49e80afd50363355f53cd2be8525326a25bf4beadba95b6724cf675c588598e9"},"schema_version":"1.0"},"canonical_sha256":"055cedd70a3a4b28f78e6b0f35d69660609965e36e45a3b0c560a0830664da8a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-20T00:02:00.129169Z","signature_b64":"Rx2+kvZt0p8IfYLdfz9A0aHbjECIQz1A0DUChy5pYzej7MxwRYJrc1tkgi+ccf/v2io2HEoo9dVzFLDq/M+QDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"055cedd70a3a4b28f78e6b0f35d69660609965e36e45a3b0c560a0830664da8a","last_reissued_at":"2026-05-20T00:02:00.128299Z","signature_status":"signed_v1","first_computed_at":"2026-05-20T00:02:00.128299Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.16250","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-20T00:02:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ny5hEvAUZo6Aix1+bFmblM/z1ynW5mSNRdPAac/GYU5DUTEriDarUEVVmpAU28wONt9sfSHV6MAHJz9Y/26HDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-25T12:39:56.115345Z"},"content_sha256":"7be2ce427779af069b67cd7928543c418dcdb9757c4521aef527c47d10bbc0f5","schema_version":"1.0","event_id":"sha256:7be2ce427779af069b67cd7928543c418dcdb9757c4521aef527c47d10bbc0f5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:AVOO3VYKHJFSR54ONMHTLVUWMB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Generative AI Framework for Intelligent Utility Billing CO 2 Analytics and Sustainable Resource Optimisation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.DB","cs.LG"],"primary_cat":"cs.CL","authors_text":"Pavan Manjunath, Thomas pruefer","submitted_at":"2026-05-15T17:52:57Z","abstract_excerpt":"Distribution utilities are now expected to deliver bills that customers can actually read attach a defensible carbon number to every kWh sold and schedule load against grid stress and emissions constraints We propose an end-to-end framework that unifies four production-grade capabilities under one architectural roof a generative-AI agent that drafts each customers natural-language billing statement from structured numeric inputs under a constrained decoding policy a transformer-based forecaster that supplies the day-ahead consumption estimate with calibrated quantile bands"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.16250","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2605.16250/integrity.json","findings":[],"available":true,"detectors_run":[{"name":"shingle_duplication","ran_at":"2026-05-19T17:49:42.177065Z","status":"skipped","version":"0.1.0","findings_count":0},{"name":"citation_quote_validity","ran_at":"2026-05-19T17:49:41.788808Z","status":"skipped","version":"0.1.0","findings_count":0},{"name":"ai_meta_artifact","ran_at":"2026-05-19T17:33:23.085942Z","status":"skipped","version":"1.0.0","findings_count":0},{"name":"external_links","ran_at":"2026-05-19T17:31:24.382169Z","status":"completed","version":"1.0.0","findings_count":0},{"name":"claim_evidence","ran_at":"2026-05-19T17:01:55.598336Z","status":"completed","version":"1.0.0","findings_count":0},{"name":"cited_work_retraction","ran_at":"2026-05-19T16:51:56.470268Z","status":"completed","version":"1.0.0","findings_count":0}],"snapshot_sha256":"48e51bf2901e758fde1ea836b7c11453eed0fb4e6863c439ed5376e9bde2a3c1"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-20T00:02:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ffllC4bp0hGdq8QonwbJvQpgY36WGRiiDkQO9SZbHxFUHwjlGu/9qJLSTBlD1B9p9LuF+31+XMSqoNVAcKyIAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-25T12:39:56.115979Z"},"content_sha256":"63367ffdd80e68cca901aebc27083b30b3e3d7be7f96b049321b500997a9a706","schema_version":"1.0","event_id":"sha256:63367ffdd80e68cca901aebc27083b30b3e3d7be7f96b049321b500997a9a706"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/AVOO3VYKHJFSR54ONMHTLVUWMB/bundle.json","state_url":"https://pith.science/pith/AVOO3VYKHJFSR54ONMHTLVUWMB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/AVOO3VYKHJFSR54ONMHTLVUWMB/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-05-25T12:39:56Z","links":{"resolver":"https://pith.science/pith/AVOO3VYKHJFSR54ONMHTLVUWMB","bundle":"https://pith.science/pith/AVOO3VYKHJFSR54ONMHTLVUWMB/bundle.json","state":"https://pith.science/pith/AVOO3VYKHJFSR54ONMHTLVUWMB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/AVOO3VYKHJFSR54ONMHTLVUWMB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:AVOO3VYKHJFSR54ONMHTLVUWMB","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":"49e80afd50363355f53cd2be8525326a25bf4beadba95b6724cf675c588598e9","cross_cats_sorted":["cs.AI","cs.DB","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-15T17:52:57Z","title_canon_sha256":"806109c220edf29ff5aab57ee2d36bab98d4b21b25553821f4a66d0b11afae23"},"schema_version":"1.0","source":{"id":"2605.16250","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.16250","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"arxiv_version","alias_value":"2605.16250v1","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.16250","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"pith_short_12","alias_value":"AVOO3VYKHJFS","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"pith_short_16","alias_value":"AVOO3VYKHJFSR54O","created_at":"2026-05-20T00:02:00Z"},{"alias_kind":"pith_short_8","alias_value":"AVOO3VYK","created_at":"2026-05-20T00:02:00Z"}],"graph_snapshots":[{"event_id":"sha256:63367ffdd80e68cca901aebc27083b30b3e3d7be7f96b049321b500997a9a706","target":"graph","created_at":"2026-05-20T00:02:00Z","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":[{"findings_count":0,"name":"shingle_duplication","ran_at":"2026-05-19T17:49:42.177065Z","status":"skipped","version":"0.1.0"},{"findings_count":0,"name":"citation_quote_validity","ran_at":"2026-05-19T17:49:41.788808Z","status":"skipped","version":"0.1.0"},{"findings_count":0,"name":"ai_meta_artifact","ran_at":"2026-05-19T17:33:23.085942Z","status":"skipped","version":"1.0.0"},{"findings_count":0,"name":"external_links","ran_at":"2026-05-19T17:31:24.382169Z","status":"completed","version":"1.0.0"},{"findings_count":0,"name":"claim_evidence","ran_at":"2026-05-19T17:01:55.598336Z","status":"completed","version":"1.0.0"},{"findings_count":0,"name":"cited_work_retraction","ran_at":"2026-05-19T16:51:56.470268Z","status":"completed","version":"1.0.0"}],"endpoint":"/pith/2605.16250/integrity.json","findings":[],"snapshot_sha256":"48e51bf2901e758fde1ea836b7c11453eed0fb4e6863c439ed5376e9bde2a3c1","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Distribution utilities are now expected to deliver bills that customers can actually read attach a defensible carbon number to every kWh sold and schedule load against grid stress and emissions constraints We propose an end-to-end framework that unifies four production-grade capabilities under one architectural roof a generative-AI agent that drafts each customers natural-language billing statement from structured numeric inputs under a constrained decoding policy a transformer-based forecaster that supplies the day-ahead consumption estimate with calibrated quantile bands","authors_text":"Pavan Manjunath, Thomas pruefer","cross_cats":["cs.AI","cs.DB","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-15T17:52:57Z","title":"A Generative AI Framework for Intelligent Utility Billing CO 2 Analytics and Sustainable Resource Optimisation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.16250","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":"sha256:7be2ce427779af069b67cd7928543c418dcdb9757c4521aef527c47d10bbc0f5","target":"record","created_at":"2026-05-20T00:02:00Z","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":"49e80afd50363355f53cd2be8525326a25bf4beadba95b6724cf675c588598e9","cross_cats_sorted":["cs.AI","cs.DB","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2026-05-15T17:52:57Z","title_canon_sha256":"806109c220edf29ff5aab57ee2d36bab98d4b21b25553821f4a66d0b11afae23"},"schema_version":"1.0","source":{"id":"2605.16250","kind":"arxiv","version":1}},"canonical_sha256":"055cedd70a3a4b28f78e6b0f35d69660609965e36e45a3b0c560a0830664da8a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"055cedd70a3a4b28f78e6b0f35d69660609965e36e45a3b0c560a0830664da8a","first_computed_at":"2026-05-20T00:02:00.128299Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-20T00:02:00.128299Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Rx2+kvZt0p8IfYLdfz9A0aHbjECIQz1A0DUChy5pYzej7MxwRYJrc1tkgi+ccf/v2io2HEoo9dVzFLDq/M+QDg==","signature_status":"signed_v1","signed_at":"2026-05-20T00:02:00.129169Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.16250","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7be2ce427779af069b67cd7928543c418dcdb9757c4521aef527c47d10bbc0f5","sha256:63367ffdd80e68cca901aebc27083b30b3e3d7be7f96b049321b500997a9a706"],"state_sha256":"a2ec08378e2b26a9bf4c3a2098c4e7b23bf66a2a171c0c81be4cecee3957ff03"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"AinyUqk/2U/m4Dr1fb5Ns3gAdMPZyriSp8ta1/KM436tfkasY90m4Y5rlxWn+d/HveIi9GTXfDR3sQvKF0uHBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-25T12:39:56.118960Z","bundle_sha256":"b3ea5d68bfe43bb6a952d5169e6173a22bce039db2984a9762435937d90c0eb6"}}