{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Release: novitalabs/pegaflow v0.23.7","description":"Novita AI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/c1d494f6-6be9-41ff-abf4-ec5535dccc73","json_url":"https://onlylabs.fyi/signals/c1d494f6-6be9-41ff-abf4-ec5535dccc73/signal.json","generated_at":"2026-08-29T17:09:22.053Z","evidence_latest_fetched_at":"2026-08-11T07:02:12.082085+00:00","signal_first_seen_at":"2026-08-11T07:00:54.069241+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/c1d494f6-6be9-41ff-abf4-ec5535dccc73","signal_json":"https://onlylabs.fyi/signals/c1d494f6-6be9-41ff-abf4-ec5535dccc73/signal.json","source":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.7","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 v0.23.7 (novitalabs/pegaflow). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version update of an existing repo. · v0.23.7 Repository: novitalabs/pegaflow Tag: v0.23.7 Published: 2026-08-11T03:35:37Z Prerelease: no Release notes: Highlights - Added vLLM hybrid KV cache model support,.... 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/v0.23.7","source_host":"github.com","occurred_at":"2026-08-11T03:35:37+00:00","first_seen_at":"2026-08-11T07:00:54.069241+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":"v0.23.7","source":"source"},{"label":"Notability","value":"Routine version update of an existing repo.","source":"signal"}],"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/v0.23.7"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-11T07:02:12.082085+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c1d494f6-6be9-41ff-abf4-ec5535dccc73/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/c1d494f6-6be9-41ff-abf4-ec5535dccc73/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.7","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 v0.23.7\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"released","object":"novitalabs/pegaflow v0.23.7","text":"Novita AI released novitalabs/pegaflow v0.23.7."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"is classified as","object":"release signal","text":"novitalabs/pegaflow v0.23.7 is classified as release signal."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"belongs to","object":"releases desk","text":"novitalabs/pegaflow v0.23.7 belongs to releases desk."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has context","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow v0.23.7 has context novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/pegaflow v0.23.7 has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has captured page count","object":"1","text":"novitalabs/pegaflow v0.23.7 has captured page count 1."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has readable page count","object":"1","text":"novitalabs/pegaflow v0.23.7 has readable page count 1."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has related signal count","object":"6","text":"novitalabs/pegaflow v0.23.7 has related signal count 6."},{"subject":"novitalabs/pegaflow v0.23.7","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 v0.23.7 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 v0.23.7","predicate":"has source host","object":"github.com","text":"novitalabs/pegaflow v0.23.7 has source host github.com."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has lab","object":"Novita AI","text":"novitalabs/pegaflow v0.23.7 has lab Novita AI."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has signal desk","object":"releases","text":"novitalabs/pegaflow v0.23.7 has signal desk releases."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has source host","object":"github.com","text":"novitalabs/pegaflow v0.23.7 has source host github.com."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has repository","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow v0.23.7 has repository novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has release","object":"v0.23.7","text":"novitalabs/pegaflow v0.23.7 has release v0.23.7."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has notability","object":"Routine version update of an existing repo.","text":"novitalabs/pegaflow v0.23.7 has notability Routine version update of an existing repo.."}]},"intelligence":{"signal_desk":"releases","answer":"Novita AI published novitalabs/pegaflow v0.23.7 (novitalabs/pegaflow). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version update of an existing repo. · v0.23.7 Repository: novitalabs/pegaflow Tag: v0.23.7 Published: 2026-08-11T03:35:37Z Prerelease: no Release notes: Highlights - Added vLLM hybrid KV cache model support,.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Novita AI","predicate":"released","object":"novitalabs/pegaflow v0.23.7","text":"Novita AI released novitalabs/pegaflow v0.23.7."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"is classified as","object":"release signal","text":"novitalabs/pegaflow v0.23.7 is classified as release signal."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"belongs to","object":"releases desk","text":"novitalabs/pegaflow v0.23.7 belongs to releases desk."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has context","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow v0.23.7 has context novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow v0.23.7","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/pegaflow v0.23.7 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c1d494f6-6be9-41ff-abf4-ec5535dccc73","url":"https://onlylabs.fyi/signals/c1d494f6-6be9-41ff-abf4-ec5535dccc73","json_url":"https://onlylabs.fyi/signals/c1d494f6-6be9-41ff-abf4-ec5535dccc73/signal.json","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.7","title":"novitalabs/pegaflow v0.23.7","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":"2026-08-11T03:35:37+00:00","first_seen_at":"2026-08-11T07:00:54.069241+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/v0.23.7"]},"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/v0.23.7","final_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.7","title":"novitalabs/pegaflow v0.23.7","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-11T07:02:12.082085+00:00","bytes":24920,"raw_path":"f599b75c6d1b9fed6f1c8b0bf412434d312c1502a316b8f35861ae29a2d9577f.json","content_hash":"89c060e1b5c357a30905f4951f04ad83f75ea4ff65c4a54d050f25905e0a4896","excerpt_chars":1200,"truncated":true,"excerpt":"v0.23.7 Repository: novitalabs/pegaflow Tag: v0.23.7 Published: 2026-08-11T03:35:37Z Prerelease: no Release notes: Highlights - Added vLLM hybrid KV cache model support, including aligned FullAttention + Mamba layouts and hybrid MLA handling. - Added host-local endpoint shards for cross-host tensor parallel deployments. Each PegaFlow server can now serve the contiguous TP ranks on its host while preserving a shared logical cache namespace. Compatibility - The load RPC changed incompatibly to carry grouped layers and per-group destinations. Upgrade PegaFlow servers and vLLM connectors together. - Cross-host endpoint shards currently support equal, contiguous TP-only layouts. Pipeline, decode-context, and prefill-context parallel combinations are rejected. - Published wheels cover Python 3.10-3.14 on x86_64 for CUDA 12 and CUDA 13. aarch64 systems currently need a source build. Validation - Qwen3.5-4B hybrid-model correctness E2E: 5 tests passed. - Kimi K3 on B300 x 8: cold and warm outputs matched at cached boundaries; measured median speedup was 2.42x. - Split local-server E2E: 33.81 req/s cold and 42.74 req/s warm, with matching outputs. Known issue - P2P prefetches for multiple..."},"evidence_pages":[],"related_signals":[{"id":"cde290b5-354c-4b7d-8697-4e3319cf4879","url":"https://onlylabs.fyi/signals/cde290b5-354c-4b7d-8697-4e3319cf4879","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.24.0","title":"novitalabs/pegaflow v0.24.0","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-08-28T16:19:37+00:00","first_seen_at":"2026-08-29T07:01:38.946999+00:00","date_source":"source"},{"id":"5cb1b0eb-ac05-43b9-9249-a0963d2b81e3","url":"https://onlylabs.fyi/signals/5cb1b0eb-ac05-43b9-9249-a0963d2b81e3","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.13","title":"novitalabs/pegaflow v0.23.13","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-08-27T08:12:29+00:00","first_seen_at":"2026-08-28T07:00:49.038096+00:00","date_source":"source"},{"id":"5c3402a7-4cbd-4bc0-92e7-fbf63af5ac33","url":"https://onlylabs.fyi/signals/5c3402a7-4cbd-4bc0-92e7-fbf63af5ac33","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.12","title":"novitalabs/pegaflow v0.23.12","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-08-17T06:11:08+00:00","first_seen_at":"2026-08-17T07:00:53.303081+00:00","date_source":"source"},{"id":"5d331525-6623-4865-8b9b-9afae3bffd00","url":"https://onlylabs.fyi/signals/5d331525-6623-4865-8b9b-9afae3bffd00","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.11","title":"novitalabs/pegaflow v0.23.11","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-08-14T05:48:00+00:00","first_seen_at":"2026-08-14T07:00:50.621761+00:00","date_source":"source"},{"id":"8aaa3d93-b01a-4e1b-bc40-2fd63dbda4f9","url":"https://onlylabs.fyi/signals/8aaa3d93-b01a-4e1b-bc40-2fd63dbda4f9","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.10","title":"novitalabs/pegaflow v0.23.10","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-08-12T08:30:26+00:00","first_seen_at":"2026-08-13T07:00:53.536267+00:00","date_source":"source"},{"id":"7e703183-bfba-4212-8c19-a412132a887f","url":"https://onlylabs.fyi/signals/7e703183-bfba-4212-8c19-a412132a887f","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.9","title":"novitalabs/pegaflow v0.23.9","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-08-12T02:13:40+00:00","first_seen_at":"2026-08-12T07:00:54.618643+00:00","date_source":"source"}]}