{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Release: novitalabs/pegaflow v0.23.0","description":"Novita AI release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/02ddaac8-dda4-471e-bda1-d67d8c50e6d2","json_url":"https://onlylabs.fyi/signals/02ddaac8-dda4-471e-bda1-d67d8c50e6d2/signal.json","generated_at":"2026-07-26T20:35:34.009Z","evidence_latest_fetched_at":"2026-06-30T07:01:13.977046+00:00","signal_first_seen_at":"2026-06-30T07:00:51.652387+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/02ddaac8-dda4-471e-bda1-d67d8c50e6d2","signal_json":"https://onlylabs.fyi/signals/02ddaac8-dda4-471e-bda1-d67d8c50e6d2/signal.json","source":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.0","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 v0.23.0 (novitalabs/pegaflow). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release, no major traction. · v0.23.0 Repository: novitalabs/pegaflow Tag: v0.23.0 Published: 2026-06-29T07:23:38Z Prerelease: no Release notes: What's Changed in v0.23.0 ✨ Features - **MLA.... 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/v0.23.0","source_host":"github.com","occurred_at":"2026-06-29T07:23:38+00:00","first_seen_at":"2026-06-30T07:00:51.652387+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":"v0.23.0","source":"source"},{"label":"Notability","value":"Routine version release, no major traction.","source":"signal"},{"label":"Watch term","value":"Infrastructure","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/v0.23.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-30T07:01:13.977046+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/02ddaac8-dda4-471e-bda1-d67d8c50e6d2/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/02ddaac8-dda4-471e-bda1-d67d8c50e6d2/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.0","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 v0.23.0\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"released","object":"novitalabs/pegaflow v0.23.0","text":"Novita AI released novitalabs/pegaflow v0.23.0."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"is classified as","object":"release signal","text":"novitalabs/pegaflow v0.23.0 is classified as release signal."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"belongs to","object":"releases desk","text":"novitalabs/pegaflow v0.23.0 belongs to releases desk."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has context","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow v0.23.0 has context novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/pegaflow v0.23.0 has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has captured page count","object":"1","text":"novitalabs/pegaflow v0.23.0 has captured page count 1."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has readable page count","object":"1","text":"novitalabs/pegaflow v0.23.0 has readable page count 1."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has related signal count","object":"6","text":"novitalabs/pegaflow v0.23.0 has related signal count 6."},{"subject":"novitalabs/pegaflow v0.23.0","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 v0.23.0 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 v0.23.0","predicate":"has source host","object":"github.com","text":"novitalabs/pegaflow v0.23.0 has source host github.com."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has lab","object":"Novita AI","text":"novitalabs/pegaflow v0.23.0 has lab Novita AI."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has signal desk","object":"releases","text":"novitalabs/pegaflow v0.23.0 has signal desk releases."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has source host","object":"github.com","text":"novitalabs/pegaflow v0.23.0 has source host github.com."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has repository","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow v0.23.0 has repository novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has release","object":"v0.23.0","text":"novitalabs/pegaflow v0.23.0 has release v0.23.0."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has notability","object":"Routine version release, no major traction.","text":"novitalabs/pegaflow v0.23.0 has notability Routine version release, no major traction.."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has watch term","object":"Infrastructure","text":"novitalabs/pegaflow v0.23.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Novita AI published novitalabs/pegaflow v0.23.0 (novitalabs/pegaflow). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release, no major traction. · v0.23.0 Repository: novitalabs/pegaflow Tag: v0.23.0 Published: 2026-06-29T07:23:38Z Prerelease: no Release notes: What's Changed in v0.23.0 ✨ Features - **MLA.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Novita AI","predicate":"released","object":"novitalabs/pegaflow v0.23.0","text":"Novita AI released novitalabs/pegaflow v0.23.0."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"is classified as","object":"release signal","text":"novitalabs/pegaflow v0.23.0 is classified as release signal."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"belongs to","object":"releases desk","text":"novitalabs/pegaflow v0.23.0 belongs to releases desk."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has context","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow v0.23.0 has context novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow v0.23.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/pegaflow v0.23.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"02ddaac8-dda4-471e-bda1-d67d8c50e6d2","url":"https://onlylabs.fyi/signals/02ddaac8-dda4-471e-bda1-d67d8c50e6d2","json_url":"https://onlylabs.fyi/signals/02ddaac8-dda4-471e-bda1-d67d8c50e6d2/signal.json","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.0","title":"novitalabs/pegaflow v0.23.0","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":"2026-06-29T07:23:38+00:00","first_seen_at":"2026-06-30T07:00:51.652387+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/v0.23.0"]},"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/v0.23.0","final_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.0","title":"novitalabs/pegaflow v0.23.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-30T07:01:13.977046+00:00","bytes":25081,"raw_path":"918697a29e1ab6407c2c6cd7bd5146ac6414dfc6cbcd19825d2c82ba787a0f6f.json","content_hash":"f04cd354ce1298546a843bd0faf2790a9bc47b91b9ba756d80395efaba8ce9f8","excerpt_chars":1200,"truncated":true,"excerpt":"v0.23.0 Repository: novitalabs/pegaflow Tag: v0.23.0 Published: 2026-06-29T07:23:38Z Prerelease: no Release notes: What's Changed in v0.23.0 ✨ Features - **MLA layer-split KV cache — page-first per-shard slots** (#372) Page-first storage now covers MLA layer-split, where each tensor-parallel rank registers a *disjoint* subset of layers. Registrations are grouped by layer-set into shards (`total_slots = num_shards`): a layer-split instance has one shard per rank (each rank writes its own sub-page), while full-replica keeps a single shard with block-striped writes. Pipeline parallelism and DCP remain excluded. Validated end-to-end on an 8-GPU H200 node with GLM-5.1-FP8 (byte-identical warm-hit, per-shard load with zero failures, gsm8k 5-shot 0.95, warm-vs-cold bench A/B of 1.73x throughput / -47% P99 TTFT). - **Vendored vLLM NIXL connector** (#366) Imports the vLLM NIXL KV connector into the tree under `pegaflow/nixl_connector/` (push/pull schedulers and workers, TP mapping, metadata, stats), so the connector version is owned by PegaFlow instead of pulled from an external import. 🐛 Fixes - **core:** preserve per-slot NUMA on block rebuild to prevent 0-slot re-serve (#370) -..."},"evidence_pages":[],"related_signals":[{"id":"6fb0b83b-0e03-4bcf-91b0-9305feb44cae","url":"https://onlylabs.fyi/signals/6fb0b83b-0e03-4bcf-91b0-9305feb44cae","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.5","title":"novitalabs/pegaflow v0.23.5","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-07-23T07:24:21+00:00","first_seen_at":"2026-07-24T07:00:51.685272+00:00","date_source":"source"},{"id":"dfaacbd8-be8d-462c-a29e-b487e33493f4","url":"https://onlylabs.fyi/signals/dfaacbd8-be8d-462c-a29e-b487e33493f4","source_url":"https://github.com/novitalabs/NovitaBox/releases/tag/v0.0.3","title":"novitalabs/NovitaBox v0.0.3","context":"novitalabs/NovitaBox","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-07-22T07:27:34+00:00","first_seen_at":"2026-07-23T07:00:51.24532+00:00","date_source":"source"},{"id":"b9393035-b37a-419a-b747-b6f39f4b54b2","url":"https://onlylabs.fyi/signals/b9393035-b37a-419a-b747-b6f39f4b54b2","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.4","title":"novitalabs/pegaflow v0.23.4","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-07-16T07:41:24+00:00","first_seen_at":"2026-07-17T07:00:51.694133+00:00","date_source":"source"},{"id":"95d9d3b8-672b-4bc6-baf6-13219cd7afc6","url":"https://onlylabs.fyi/signals/95d9d3b8-672b-4bc6-baf6-13219cd7afc6","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.3","title":"novitalabs/pegaflow v0.23.3","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-07-10T06:11:29+00:00","first_seen_at":"2026-07-10T07:00:52.309653+00:00","date_source":"source"},{"id":"1b288ef6-d70a-4188-940c-bcfbc72ffe67","url":"https://onlylabs.fyi/signals/1b288ef6-d70a-4188-940c-bcfbc72ffe67","source_url":"https://github.com/novitalabs/NovitaBox/releases/tag/v0.0.2","title":"novitalabs/NovitaBox v0.0.2","context":"novitalabs/NovitaBox","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-07-06T07:19:58+00:00","first_seen_at":"2026-07-07T07:00:53.244228+00:00","date_source":"source"},{"id":"6b8a1ab9-5188-435b-b484-a165a350c81a","url":"https://onlylabs.fyi/signals/6b8a1ab9-5188-435b-b484-a165a350c81a","source_url":"https://github.com/novitalabs/pegaflow/releases/tag/v0.23.2","title":"novitalabs/pegaflow v0.23.2","context":"novitalabs/pegaflow","kind":{"key":"release","label":"Release"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-07-01T06:18:46+00:00","first_seen_at":"2026-07-01T07:00:52.518563+00:00","date_source":"source"}]}