{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Fork: novitalabs/dynamo","description":"Novita AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/1ea96c76-a565-4c04-920d-5963f5347013","json_url":"https://onlylabs.fyi/signals/1ea96c76-a565-4c04-920d-5963f5347013/signal.json","generated_at":"2026-06-11T02:42:56.983147+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/1ea96c76-a565-4c04-920d-5963f5347013","signal_json":"https://onlylabs.fyi/signals/1ea96c76-a565-4c04-920d-5963f5347013/signal.json","source":"https://github.com/novitalabs/dynamo","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/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Novita AI forked novitalabs/dynamo (forked from ai-dynamo/dynamo). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/dynamo · parent ai-dynamo/dynamo · Routine fork with negligible traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/novitalabs/dynamo","source_host":"github.com","occurred_at":"2026-04-15T10:51:55+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source","context":"forked from ai-dynamo/dynamo"},"context_markers":[{"label":"Lab","value":"Novita AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"novitalabs/dynamo","source":"source"},{"label":"Parent","value":"ai-dynamo/dynamo","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Routine fork with negligible traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/dynamo"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:42:56.983147+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1ea96c76-a565-4c04-920d-5963f5347013/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/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/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 fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","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/1ea96c76-a565-4c04-920d-5963f5347013/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/dynamo","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/forks/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 fork signal \"novitalabs/dynamo\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/dynamo","text":"Novita AI forked novitalabs/dynamo."},{"subject":"novitalabs/dynamo","predicate":"is classified as","object":"fork signal","text":"novitalabs/dynamo is classified as fork signal."},{"subject":"novitalabs/dynamo","predicate":"belongs to","object":"forks desk","text":"novitalabs/dynamo belongs to forks desk."},{"subject":"novitalabs/dynamo","predicate":"has context","object":"forked from ai-dynamo/dynamo","text":"novitalabs/dynamo has context forked from ai-dynamo/dynamo."},{"subject":"novitalabs/dynamo","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/dynamo has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/dynamo","predicate":"has captured page count","object":"1","text":"novitalabs/dynamo has captured page count 1."},{"subject":"novitalabs/dynamo","predicate":"has readable page count","object":"1","text":"novitalabs/dynamo has readable page count 1."},{"subject":"novitalabs/dynamo","predicate":"has related signal count","object":"6","text":"novitalabs/dynamo has related signal count 6."},{"subject":"novitalabs/dynamo","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"novitalabs/dynamo has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"novitalabs/dynamo","predicate":"has source host","object":"github.com","text":"novitalabs/dynamo has source host github.com."},{"subject":"novitalabs/dynamo","predicate":"has lab","object":"Novita AI","text":"novitalabs/dynamo has lab Novita AI."},{"subject":"novitalabs/dynamo","predicate":"has signal desk","object":"forks","text":"novitalabs/dynamo has signal desk forks."},{"subject":"novitalabs/dynamo","predicate":"has source host","object":"github.com","text":"novitalabs/dynamo has source host github.com."},{"subject":"novitalabs/dynamo","predicate":"has repository","object":"novitalabs/dynamo","text":"novitalabs/dynamo has repository novitalabs/dynamo."},{"subject":"novitalabs/dynamo","predicate":"has parent","object":"ai-dynamo/dynamo","text":"novitalabs/dynamo has parent ai-dynamo/dynamo."},{"subject":"novitalabs/dynamo","predicate":"has stars","object":"1","text":"novitalabs/dynamo has stars 1."},{"subject":"novitalabs/dynamo","predicate":"has notability","object":"Routine fork with negligible traction","text":"novitalabs/dynamo has notability Routine fork with negligible traction."},{"subject":"novitalabs/dynamo","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/dynamo has watch term Eval methodology."}]},"intelligence":{"signal_desk":"forks","answer":"Novita AI forked novitalabs/dynamo (forked from ai-dynamo/dynamo). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/dynamo · parent ai-dynamo/dynamo · Routine fork with negligible traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/dynamo","text":"Novita AI forked novitalabs/dynamo."},{"subject":"novitalabs/dynamo","predicate":"is classified as","object":"fork signal","text":"novitalabs/dynamo is classified as fork signal."},{"subject":"novitalabs/dynamo","predicate":"belongs to","object":"forks desk","text":"novitalabs/dynamo belongs to forks desk."},{"subject":"novitalabs/dynamo","predicate":"has context","object":"forked from ai-dynamo/dynamo","text":"novitalabs/dynamo has context forked from ai-dynamo/dynamo."},{"subject":"novitalabs/dynamo","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/dynamo has evidence coverage 1 captured evidence page."}]},"signal":{"id":"1ea96c76-a565-4c04-920d-5963f5347013","url":"https://onlylabs.fyi/signals/1ea96c76-a565-4c04-920d-5963f5347013","json_url":"https://onlylabs.fyi/signals/1ea96c76-a565-4c04-920d-5963f5347013/signal.json","source_url":"https://github.com/novitalabs/dynamo","title":"novitalabs/dynamo","summary":"Novita AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from ai-dynamo/dynamo","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-04-15T10:51:55+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/dynamo"]},"facets":{"repo":"novitalabs/dynamo","parent":"ai-dynamo/dynamo"},"traction":{"github_stars":1,"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/dynamo","final_url":"https://github.com/novitalabs/dynamo","title":"novitalabs/dynamo repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:56.983147+00:00","bytes":36112,"raw_path":"73071b799802c38ac3f2e28696f76d32f0fa1c747c8e326eb35bb1dabf13c8ce.json","content_hash":"5df95fc91e1c57d5116bff969119264c7d364fb9758ae2d78d18f5acf296a727","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/dynamo Description: A Datacenter Scale Distributed Inference Serving Framework Language: Rust License: NOASSERTION Stars: 1 Forks: 0 Open issues: 0 Created: 2026-04-15T10:51:55Z Pushed: 2026-04-21T08:10:22Z Default branch: main Fork: yes Parent repository: ai-dynamo/dynamo Archived: no README: <!-- SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. SPDX-License-Identifier: Apache-2.0 Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> ![Dynamo banner](./docs/assets/img/dynamo-frontpage-banner.png) [![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![GitHub..."},"evidence_pages":[{"url":"https://github.com/novitalabs/dynamo","final_url":"https://github.com/novitalabs/dynamo","title":"novitalabs/dynamo repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:42:56.983147+00:00","bytes":36112,"raw_path":"73071b799802c38ac3f2e28696f76d32f0fa1c747c8e326eb35bb1dabf13c8ce.json","content_hash":"5df95fc91e1c57d5116bff969119264c7d364fb9758ae2d78d18f5acf296a727","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/dynamo Description: A Datacenter Scale Distributed Inference Serving Framework Language: Rust License: NOASSERTION Stars: 1 Forks: 0 Open issues: 0 Created: 2026-04-15T10:51:55Z Pushed: 2026-04-21T08:10:22Z Default branch: main Fork: yes Parent repository: ai-dynamo/dynamo Archived: no README: <!-- SPDX-FileCopyrightText: Copyright (c) 2024-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. SPDX-License-Identifier: Apache-2.0 Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> ![Dynamo banner](./docs/assets/img/dynamo-frontpage-banner.png) [![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) [![GitHub..."}],"related_signals":[{"id":"5779a45c-310d-4f27-b254-ef974fc77617","url":"https://onlylabs.fyi/signals/5779a45c-310d-4f27-b254-ef974fc77617","source_url":"https://github.com/novitalabs/modded-nanogpt","title":"novitalabs/modded-nanogpt","context":"forked from KellerJordan/modded-nanogpt","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-03T08:52:09+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"624631ab-2a8f-4350-a5a7-2a9ac2b6976e","url":"https://onlylabs.fyi/signals/624631ab-2a8f-4350-a5a7-2a9ac2b6976e","source_url":"https://github.com/novitalabs/gateway-api-inference-extension","title":"novitalabs/gateway-api-inference-extension","context":"forked from kubernetes-sigs/gateway-api-inference-extension","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-05-11T07:47:54+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"57649e71-670f-4399-8fc0-5b4f40dcd51b","url":"https://onlylabs.fyi/signals/57649e71-670f-4399-8fc0-5b4f40dcd51b","source_url":"https://github.com/novitalabs/MiniMax-Provider-Verifier","title":"novitalabs/MiniMax-Provider-Verifier","context":"forked from MiniMax-AI/MiniMax-Provider-Verifier","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-04-22T03:59:59+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"4c5b786c-9484-422f-ae0c-ae135df3397e","url":"https://onlylabs.fyi/signals/4c5b786c-9484-422f-ae0c-ae135df3397e","source_url":"https://github.com/novitalabs/K2-Vendor-Verifier","title":"novitalabs/K2-Vendor-Verifier","context":"forked from MoonshotAI/K2-Vendor-Verifier","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-04-20T07:53:21+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"03f9361e-6bed-4a8f-8ab6-58b1bfc1ce30","url":"https://onlylabs.fyi/signals/03f9361e-6bed-4a8f-8ab6-58b1bfc1ce30","source_url":"https://github.com/novitalabs/Kimi-Vendor-Verifier","title":"novitalabs/Kimi-Vendor-Verifier","context":"forked from MoonshotAI/Kimi-Vendor-Verifier","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-04-20T07:50:31+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"},{"id":"7c4ca9e6-b044-4f95-801c-0abecc59f4a5","url":"https://onlylabs.fyi/signals/7c4ca9e6-b044-4f95-801c-0abecc59f4a5","source_url":"https://github.com/novitalabs/SpecForge","title":"novitalabs/SpecForge","context":"forked from sgl-project/SpecForge","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-03-09T09:26:12+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source"}]}