{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Release: novitalabs/pegaflow v0.22.10","description":"Novita AI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/f60e521e-14f5-4883-b6a8-85ab78478219","json_url":"https://onlylabs.fyi/signals/f60e521e-14f5-4883-b6a8-85ab78478219/signal.json","generated_at":"2026-06-27T00:49:23.701Z","evidence_latest_fetched_at":"2026-06-22T07:04:20.323351+00:00","signal_first_seen_at":"2026-06-22T07:00:50.177107+00:00","org":{"slug":"novita","name":"Novita AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/novita","dossier_json_url":"https://onlylabs.fyi/labs/novita/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/f60e521e-14f5-4883-b6a8-85ab78478219","signal_json":"https://onlylabs.fyi/signals/f60e521e-14f5-4883-b6a8-85ab78478219/signal.json","source":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.10","lab_dossier":"https://onlylabs.fyi/labs/novita","lab_dossier_json":"https://onlylabs.fyi/labs/novita/dossier.json","analysis":"https://onlylabs.fyi/analysis/novita","analysis_json":"https://onlylabs.fyi/analysis/novita/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/novita/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Novita AI published novitalabs/pegaflow v0.22.10 (novitalabs/pegaflow). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Open-source AI workflow orchestration and execution engine. · v0.22.10 Repository: novitalabs/pegaflow Tag: v0.22.10 Published: 2026-06-22T06:54:16Z Prerelease: no Release notes: Release of the pegaflow workspace / `pegaflow-llm`.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.10","source_host":"github.com","occurred_at":"2026-06-22T06:54:16+00:00","first_seen_at":"2026-06-22T07:00:50.177107+00:00","date_source":"source","context":"novitalabs/pegaflow"},"context_markers":[{"label":"Lab","value":"Novita AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"novitalabs/pegaflow","source":"source"},{"label":"Release","value":"v0.22.10","source":"source"},{"label":"Context","value":"Open-source AI workflow orchestration and execution engine.","source":"signal"},{"label":"Notability","value":"Routine release of an incremental version.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/novitalabs/pegaflow/releases/tag/v0.22.10"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-22T07:04:20.323351+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f60e521e-14f5-4883-b6a8-85ab78478219/signal.json","dossier_json":"https://onlylabs.fyi/labs/novita/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/novita/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/novita/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/f60e521e-14f5-4883-b6a8-85ab78478219/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.10","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/novita/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/novita/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Novita AI's release signal \"novitalabs/pegaflow v0.22.10\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"released","object":"novitalabs/pegaflow v0.22.10","text":"Novita AI released novitalabs/pegaflow v0.22.10."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"is classified as","object":"release signal","text":"novitalabs/pegaflow v0.22.10 is classified as release signal."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"belongs to","object":"releases desk","text":"novitalabs/pegaflow v0.22.10 belongs to releases desk."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has context","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow v0.22.10 has context novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/pegaflow v0.22.10 has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has captured page count","object":"1","text":"novitalabs/pegaflow v0.22.10 has captured page count 1."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has readable page count","object":"1","text":"novitalabs/pegaflow v0.22.10 has readable page count 1."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has related signal count","object":"6","text":"novitalabs/pegaflow v0.22.10 has related signal count 6."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"novitalabs/pegaflow v0.22.10 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has source host","object":"github.com","text":"novitalabs/pegaflow v0.22.10 has source host github.com."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has lab","object":"Novita AI","text":"novitalabs/pegaflow v0.22.10 has lab Novita AI."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has signal desk","object":"releases","text":"novitalabs/pegaflow v0.22.10 has signal desk releases."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has source host","object":"github.com","text":"novitalabs/pegaflow v0.22.10 has source host github.com."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has repository","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow v0.22.10 has repository novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has release","object":"v0.22.10","text":"novitalabs/pegaflow v0.22.10 has release v0.22.10."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has context","object":"Open-source AI workflow orchestration and execution engine.","text":"novitalabs/pegaflow v0.22.10 has context Open-source AI workflow orchestration and execution engine.."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has notability","object":"Routine release of an incremental version.","text":"novitalabs/pegaflow v0.22.10 has notability Routine release of an incremental version.."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/pegaflow v0.22.10 has watch term Eval methodology."}]},"intelligence":{"signal_desk":"releases","answer":"Novita AI published novitalabs/pegaflow v0.22.10 (novitalabs/pegaflow). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Open-source AI workflow orchestration and execution engine. · v0.22.10 Repository: novitalabs/pegaflow Tag: v0.22.10 Published: 2026-06-22T06:54:16Z Prerelease: no Release notes: Release of the pegaflow workspace / `pegaflow-llm`.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Novita AI","predicate":"released","object":"novitalabs/pegaflow v0.22.10","text":"Novita AI released novitalabs/pegaflow v0.22.10."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"is classified as","object":"release signal","text":"novitalabs/pegaflow v0.22.10 is classified as release signal."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"belongs to","object":"releases desk","text":"novitalabs/pegaflow v0.22.10 belongs to releases desk."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has context","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow v0.22.10 has context novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow v0.22.10","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/pegaflow v0.22.10 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f60e521e-14f5-4883-b6a8-85ab78478219","url":"https://onlylabs.fyi/signals/f60e521e-14f5-4883-b6a8-85ab78478219","json_url":"https://onlylabs.fyi/signals/f60e521e-14f5-4883-b6a8-85ab78478219/signal.json","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.10","title":"novitalabs/pegaflow v0.22.10","summary":"Novita AI published release notes. onlylabs watches releases for what actually shipped.","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-22T06:54:16+00:00","first_seen_at":"2026-06-22T07:00:50.177107+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/novitalabs/pegaflow/releases/tag/v0.22.10"]},"facets":{"repo":"novitalabs/pegaflow"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.10","final_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.10","title":"novitalabs/pegaflow v0.22.10","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-22T07:04:20.323351+00:00","bytes":26638,"raw_path":"7e7f76d46a0e869f1fde8d2d6e472208100bf23713a8aad3dde1daace67dc3e3.json","content_hash":"287d3955f51462fbc9fb8d13ca4fff09b8aead8493a9defe115876f87fda2502","excerpt_chars":1200,"truncated":true,"excerpt":"v0.22.10 Repository: novitalabs/pegaflow Tag: v0.22.10 Published: 2026-06-22T06:54:16Z Prerelease: no Release notes: Release of the pegaflow workspace / `pegaflow-llm` `0.22.10` — 12 commits since v0.22.9, centered on MLA KV-cache storage efficiency, model-aware transfer-backend selection, and cross-node redundancy observability. English ✨ Features - **MLA KV page-first storage** (#360) — store MLA KV cache page-first so per-block metadata collapses, cutting metadata overhead for MLA models. - **Per-layer MLA TP save distribution** (#359) — spread MLA tensor-parallel save work across ranks by layer to balance save load. - **Model-aware KV transfer backend** (#357) — the connector auto-selects the KV transfer backend per model; the server no longer needs a static backend setting. - **Metaserver block-redundancy metrics** (#361) — new `pegaflow_metaserver_block_redundancy{owners=\"1|2|3|>=4\"}` distribution plus `pegaflow_metaserver_block_redundancy_avg` gauge, surfacing the cross-node KV replication factor (how much effective cache capacity shrinks). - **P/D handshake wire schema** (#345) — seal the prefill/decode handshake wire schema in `pegaflow-pd-wire`. - **Transfer benchmarks**..."},"evidence_pages":[],"related_signals":[{"id":"e715ad67-23bb-4914-9829-26b4d165eb7a","url":"https://onlylabs.fyi/signals/e715ad67-23bb-4914-9829-26b4d165eb7a","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.9","title":"novitalabs/pegaflow v0.22.9","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-11T11:25:52+00:00","first_seen_at":"2026-06-12T07:00:46.241398+00:00","date_source":"source"},{"id":"776db259-286d-45c7-8f8f-521cc62d1a95","url":"https://onlylabs.fyi/signals/776db259-286d-45c7-8f8f-521cc62d1a95","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.8","title":"novitalabs/pegaflow v0.22.8","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-10T06:25:17+00:00","first_seen_at":"2026-06-10T07:01:11.369708+00:00","date_source":"source"},{"id":"723d8234-0cf5-4452-9f3f-fbc94b289486","url":"https://onlylabs.fyi/signals/723d8234-0cf5-4452-9f3f-fbc94b289486","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.7","title":"novitalabs/pegaflow v0.22.7","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-09T08:21:52+00:00","first_seen_at":"2026-06-10T07:01:11.369708+00:00","date_source":"source"},{"id":"e1b54b51-4667-49e1-bd3f-a71c1c7e736e","url":"https://onlylabs.fyi/signals/e1b54b51-4667-49e1-bd3f-a71c1c7e736e","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.6","title":"novitalabs/pegaflow v0.22.6","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-05T10:11:02+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"cc9238da-77e3-4146-9efc-63e20848a013","url":"https://onlylabs.fyi/signals/cc9238da-77e3-4146-9efc-63e20848a013","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.5","title":"novitalabs/pegaflow v0.22.5","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-02T09:57:38+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"5539b4aa-6b19-48f1-9b60-ec84e98758c6","url":"https://onlylabs.fyi/signals/5539b4aa-6b19-48f1-9b60-ec84e98758c6","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.22.4","title":"novitalabs/pegaflow v0.22.4","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-05-29T05:49:47+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"}]}