{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Repo: novitalabs/pegaflow","description":"Novita AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6ce951fd-a986-490c-a58f-d63b5c4f8c76","json_url":"https://onlylabs.fyi/signals/6ce951fd-a986-490c-a58f-d63b5c4f8c76/signal.json","generated_at":"2026-06-11T03:03:05.43498+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/6ce951fd-a986-490c-a58f-d63b5c4f8c76","signal_json":"https://onlylabs.fyi/signals/6ce951fd-a986-490c-a58f-d63b5c4f8c76/signal.json","source":"https://github.com/novitalabs/pegaflow","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Novita AI published novitalabs/pegaflow (Rust). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo novitalabs/pegaflow · language Rust · New repo with 133 stars, solid but not major. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/novitalabs/pegaflow","source_host":"github.com","occurred_at":"2026-01-05T08:38:08+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source","context":"Rust"},"context_markers":[{"label":"Lab","value":"Novita AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"novitalabs/pegaflow","source":"source"},{"label":"Language","value":"Rust","source":"source"},{"label":"Stars","value":"136","source":"traction"},{"label":"Notability","value":"New repo with 133 stars, solid but not major","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:03:05.43498+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6ce951fd-a986-490c-a58f-d63b5c4f8c76/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/6ce951fd-a986-490c-a58f-d63b5c4f8c76/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/pegaflow","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":null,"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 repo signal \"novitalabs/pegaflow\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"published repo","object":"novitalabs/pegaflow","text":"Novita AI published repo novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow","predicate":"is classified as","object":"repo signal","text":"novitalabs/pegaflow is classified as repo signal."},{"subject":"novitalabs/pegaflow","predicate":"belongs to","object":"repos desk","text":"novitalabs/pegaflow belongs to repos desk."},{"subject":"novitalabs/pegaflow","predicate":"has context","object":"Rust","text":"novitalabs/pegaflow has context Rust."},{"subject":"novitalabs/pegaflow","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/pegaflow has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/pegaflow","predicate":"has captured page count","object":"1","text":"novitalabs/pegaflow has captured page count 1."},{"subject":"novitalabs/pegaflow","predicate":"has readable page count","object":"1","text":"novitalabs/pegaflow has readable page count 1."},{"subject":"novitalabs/pegaflow","predicate":"has related signal count","object":"6","text":"novitalabs/pegaflow has related signal count 6."},{"subject":"novitalabs/pegaflow","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"novitalabs/pegaflow has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"novitalabs/pegaflow","predicate":"has source host","object":"github.com","text":"novitalabs/pegaflow has source host github.com."},{"subject":"novitalabs/pegaflow","predicate":"has lab","object":"Novita AI","text":"novitalabs/pegaflow has lab Novita AI."},{"subject":"novitalabs/pegaflow","predicate":"has signal desk","object":"repos","text":"novitalabs/pegaflow has signal desk repos."},{"subject":"novitalabs/pegaflow","predicate":"has source host","object":"github.com","text":"novitalabs/pegaflow has source host github.com."},{"subject":"novitalabs/pegaflow","predicate":"has repository","object":"novitalabs/pegaflow","text":"novitalabs/pegaflow has repository novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow","predicate":"has language","object":"Rust","text":"novitalabs/pegaflow has language Rust."},{"subject":"novitalabs/pegaflow","predicate":"has stars","object":"136","text":"novitalabs/pegaflow has stars 136."},{"subject":"novitalabs/pegaflow","predicate":"has notability","object":"New repo with 133 stars, solid but not major","text":"novitalabs/pegaflow has notability New repo with 133 stars, solid but not major."},{"subject":"novitalabs/pegaflow","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/pegaflow has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Novita AI published novitalabs/pegaflow (Rust). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo novitalabs/pegaflow · language Rust · New repo with 133 stars, solid but not major. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Novita AI","predicate":"published repo","object":"novitalabs/pegaflow","text":"Novita AI published repo novitalabs/pegaflow."},{"subject":"novitalabs/pegaflow","predicate":"is classified as","object":"repo signal","text":"novitalabs/pegaflow is classified as repo signal."},{"subject":"novitalabs/pegaflow","predicate":"belongs to","object":"repos desk","text":"novitalabs/pegaflow belongs to repos desk."},{"subject":"novitalabs/pegaflow","predicate":"has context","object":"Rust","text":"novitalabs/pegaflow has context Rust."},{"subject":"novitalabs/pegaflow","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/pegaflow has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6ce951fd-a986-490c-a58f-d63b5c4f8c76","url":"https://onlylabs.fyi/signals/6ce951fd-a986-490c-a58f-d63b5c4f8c76","json_url":"https://onlylabs.fyi/signals/6ce951fd-a986-490c-a58f-d63b5c4f8c76/signal.json","source_url":"https://github.com/novitalabs/pegaflow","title":"novitalabs/pegaflow","summary":"Novita AI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-01-05T08:38:08+00:00","first_seen_at":"2026-06-05T22:32:19.042343+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"]},"facets":{"repo":"novitalabs/pegaflow","language":"Rust"},"traction":{"github_stars":136,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/novitalabs/pegaflow","final_url":"https://github.com/novitalabs/pegaflow","title":"novitalabs/pegaflow repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:03:05.43498+00:00","bytes":11861,"raw_path":"f00cfb85f3b763f494ab374bd048e0e1835f431c29e5b4a9253879ccae73ec05.json","content_hash":"0edd9d90b340d328ac998aa85f8a27432b3bf330835b36fe5144dcf947f54428","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/pegaflow Description: High-performance KV cache storage for LLM inference — GPU offloading, SSD caching, and cross-node sharing via RDMA. Works with vLLM and SGLang. Language: Rust License: Apache-2.0 Stars: 136 Forks: 20 Open issues: 36 Created: 2026-01-05T08:38:08Z Pushed: 2026-06-10T17:56:00Z Default branch: master Fork: no Archived: no README: Pegaflow <div align=\"center\"> <img src=\"./assets/logo.png\" width=\"200\" /> <p><strong><em>KV cache on the wings of Pegasus.</em></strong></p> [![CI](https://github.com/novitalabs/pegaflow/actions/workflows/ci.yml/badge.svg)](https://github.com/novitalabs/pegaflow/actions/workflows/ci.yml) [![PyPI](https://img.shields.io/pypi/v/pegaflow-llm)](https://pypi.org/project/pegaflow-llm/) [![License](https://img.shields.io/badge/license-Apache--2.0-blue)](LICENSE) </div> **PegaFlow is a high-performance KV cache storage engine for LLM inference.** Offload KV cache from GPU to host memory or SSD, and share it across nodes via RDMA. - **Decoupled from inference lifecycle** — runs as an independent sidecar; KV cache survives engine restarts, scales independently, and is shared across instances - **Topology-aware, PCIe-saturating..."},"evidence_pages":[{"url":"https://github.com/novitalabs/pegaflow","final_url":"https://github.com/novitalabs/pegaflow","title":"novitalabs/pegaflow repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:03:05.43498+00:00","bytes":11861,"raw_path":"f00cfb85f3b763f494ab374bd048e0e1835f431c29e5b4a9253879ccae73ec05.json","content_hash":"0edd9d90b340d328ac998aa85f8a27432b3bf330835b36fe5144dcf947f54428","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/pegaflow Description: High-performance KV cache storage for LLM inference — GPU offloading, SSD caching, and cross-node sharing via RDMA. Works with vLLM and SGLang. Language: Rust License: Apache-2.0 Stars: 136 Forks: 20 Open issues: 36 Created: 2026-01-05T08:38:08Z Pushed: 2026-06-10T17:56:00Z Default branch: master Fork: no Archived: no README: Pegaflow <div align=\"center\"> <img src=\"./assets/logo.png\" width=\"200\" /> <p><strong><em>KV cache on the wings of Pegasus.</em></strong></p> [![CI](https://github.com/novitalabs/pegaflow/actions/workflows/ci.yml/badge.svg)](https://github.com/novitalabs/pegaflow/actions/workflows/ci.yml) [![PyPI](https://img.shields.io/pypi/v/pegaflow-llm)](https://pypi.org/project/pegaflow-llm/) [![License](https://img.shields.io/badge/license-Apache--2.0-blue)](LICENSE) </div> **PegaFlow is a high-performance KV cache storage engine for LLM inference.** Offload KV cache from GPU to host memory or SSD, and share it across nodes via RDMA. - **Decoupled from inference lifecycle** — runs as an independent sidecar; KV cache survives engine restarts, scales independently, and is shared across instances - **Topology-aware, PCIe-saturating..."}],"related_signals":[{"id":"c9dad096-0577-42b4-a851-98f4e4d8bd11","url":"https://onlylabs.fyi/signals/c9dad096-0577-42b4-a851-98f4e4d8bd11","source_url":"https://github.com/novitalabs/agentmemory-lab","title":"novitalabs/agentmemory-lab","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-03T09:46:38+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"6b68d4cb-4d37-44ee-a8ee-fd8a001696ab","url":"https://onlylabs.fyi/signals/6b68d4cb-4d37-44ee-a8ee-fd8a001696ab","source_url":"https://github.com/novitalabs/MulticaPlusPlus","title":"novitalabs/MulticaPlusPlus","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-02T05:39:47+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"807a457e-c931-452a-a399-81b0b5c254ae","url":"https://onlylabs.fyi/signals/807a457e-c931-452a-a399-81b0b5c254ae","source_url":"https://github.com/novitalabs/mintlify-starter","title":"novitalabs/mintlify-starter","context":"MDX","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-05-28T09:01:41+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"146a7186-6db8-478f-9250-aee2912d9f4b","url":"https://onlylabs.fyi/signals/146a7186-6db8-478f-9250-aee2912d9f4b","source_url":"https://github.com/novitalabs/documentation","title":"novitalabs/documentation","context":"MDX","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-05-28T08:55:00+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"c5176c82-5de3-4105-bb61-62e8750f327c","url":"https://onlylabs.fyi/signals/c5176c82-5de3-4105-bb61-62e8750f327c","source_url":"https://github.com/novitalabs/mintlify-docs","title":"novitalabs/mintlify-docs","context":"MDX","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-05-28T08:49:03+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"bc31999a-2692-4cfe-916a-d755aa7d2089","url":"https://onlylabs.fyi/signals/bc31999a-2692-4cfe-916a-d755aa7d2089","source_url":"https://github.com/novitalabs/novita-model-cms","title":"novitalabs/novita-model-cms","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-05-28T07:43:50+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"}]}