{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Fork: novitalabs/llm-d","description":"Novita AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/0ef91636-b435-4cd9-a018-5b2738bf2799","json_url":"https://onlylabs.fyi/signals/0ef91636-b435-4cd9-a018-5b2738bf2799/signal.json","generated_at":"2026-06-11T02:43:04.405959+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/0ef91636-b435-4cd9-a018-5b2738bf2799","signal_json":"https://onlylabs.fyi/signals/0ef91636-b435-4cd9-a018-5b2738bf2799/signal.json","source":"https://github.com/novitalabs/llm-d","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/llm-d (forked from llm-d/llm-d). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/llm-d · parent llm-d/llm-d · Routine fork, no notable 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/llm-d","source_host":"github.com","occurred_at":"2026-03-08T09:41:02+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source","context":"forked from llm-d/llm-d"},"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/llm-d","source":"source"},{"label":"Parent","value":"llm-d/llm-d","source":"source"},{"label":"Notability","value":"Routine fork, no notable traction.","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/llm-d"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:43:04.405959+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0ef91636-b435-4cd9-a018-5b2738bf2799/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/0ef91636-b435-4cd9-a018-5b2738bf2799/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/llm-d","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/llm-d\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/llm-d","text":"Novita AI forked novitalabs/llm-d."},{"subject":"novitalabs/llm-d","predicate":"is classified as","object":"fork signal","text":"novitalabs/llm-d is classified as fork signal."},{"subject":"novitalabs/llm-d","predicate":"belongs to","object":"forks desk","text":"novitalabs/llm-d belongs to forks desk."},{"subject":"novitalabs/llm-d","predicate":"has context","object":"forked from llm-d/llm-d","text":"novitalabs/llm-d has context forked from llm-d/llm-d."},{"subject":"novitalabs/llm-d","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/llm-d has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/llm-d","predicate":"has captured page count","object":"1","text":"novitalabs/llm-d has captured page count 1."},{"subject":"novitalabs/llm-d","predicate":"has readable page count","object":"1","text":"novitalabs/llm-d has readable page count 1."},{"subject":"novitalabs/llm-d","predicate":"has related signal count","object":"6","text":"novitalabs/llm-d has related signal count 6."},{"subject":"novitalabs/llm-d","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/llm-d 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/llm-d","predicate":"has source host","object":"github.com","text":"novitalabs/llm-d has source host github.com."},{"subject":"novitalabs/llm-d","predicate":"has lab","object":"Novita AI","text":"novitalabs/llm-d has lab Novita AI."},{"subject":"novitalabs/llm-d","predicate":"has signal desk","object":"forks","text":"novitalabs/llm-d has signal desk forks."},{"subject":"novitalabs/llm-d","predicate":"has source host","object":"github.com","text":"novitalabs/llm-d has source host github.com."},{"subject":"novitalabs/llm-d","predicate":"has repository","object":"novitalabs/llm-d","text":"novitalabs/llm-d has repository novitalabs/llm-d."},{"subject":"novitalabs/llm-d","predicate":"has parent","object":"llm-d/llm-d","text":"novitalabs/llm-d has parent llm-d/llm-d."},{"subject":"novitalabs/llm-d","predicate":"has notability","object":"Routine fork, no notable traction.","text":"novitalabs/llm-d has notability Routine fork, no notable traction.."},{"subject":"novitalabs/llm-d","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/llm-d has watch term Eval methodology."},{"subject":"novitalabs/llm-d","predicate":"has watch term","object":"Infrastructure","text":"novitalabs/llm-d has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Novita AI forked novitalabs/llm-d (forked from llm-d/llm-d). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/llm-d · parent llm-d/llm-d · Routine fork, no notable traction.. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/llm-d","text":"Novita AI forked novitalabs/llm-d."},{"subject":"novitalabs/llm-d","predicate":"is classified as","object":"fork signal","text":"novitalabs/llm-d is classified as fork signal."},{"subject":"novitalabs/llm-d","predicate":"belongs to","object":"forks desk","text":"novitalabs/llm-d belongs to forks desk."},{"subject":"novitalabs/llm-d","predicate":"has context","object":"forked from llm-d/llm-d","text":"novitalabs/llm-d has context forked from llm-d/llm-d."},{"subject":"novitalabs/llm-d","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/llm-d has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0ef91636-b435-4cd9-a018-5b2738bf2799","url":"https://onlylabs.fyi/signals/0ef91636-b435-4cd9-a018-5b2738bf2799","json_url":"https://onlylabs.fyi/signals/0ef91636-b435-4cd9-a018-5b2738bf2799/signal.json","source_url":"https://github.com/novitalabs/llm-d","title":"novitalabs/llm-d","summary":"Novita AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from llm-d/llm-d","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-03-08T09:41:02+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/llm-d"]},"facets":{"repo":"novitalabs/llm-d","parent":"llm-d/llm-d"},"traction":{"github_stars":0,"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/llm-d","final_url":"https://github.com/novitalabs/llm-d","title":"novitalabs/llm-d repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:04.405959+00:00","bytes":30078,"raw_path":"c14fcd9a7964114c842fad3f2c960ad9d47157f2a3180bf90da6fa72ffecf853.json","content_hash":"b6f4626ab217515b94d01cfb1f3cb2ceafb0e32637025637a1e0a1ada7fe3979","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/llm-d Description: Achieve state of the art inference performance with modern accelerators on Kubernetes License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2026-03-08T09:41:02Z Pushed: 2026-03-06T22:31:35Z Default branch: main Fork: yes Parent repository: llm-d/llm-d Archived: no README:
Achieve SOTA Inference Performance On Any Accelerator
[](https://www.llm-d.ai) [](https://github.com/llm-d/llm-d/releases) [](./LICENSE) [](https://llm-d.ai/slack) llm-d is a high-performance distributed inference serving stack optimized for production deployments on Kubernetes. We help you achieve the fastest \"time to state-of-the-art (SOTA) performance\" for key OSS large..."},"evidence_pages":[{"url":"https://github.com/novitalabs/llm-d","final_url":"https://github.com/novitalabs/llm-d","title":"novitalabs/llm-d repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:04.405959+00:00","bytes":30078,"raw_path":"c14fcd9a7964114c842fad3f2c960ad9d47157f2a3180bf90da6fa72ffecf853.json","content_hash":"b6f4626ab217515b94d01cfb1f3cb2ceafb0e32637025637a1e0a1ada7fe3979","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/llm-d Description: Achieve state of the art inference performance with modern accelerators on Kubernetes License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2026-03-08T09:41:02Z Pushed: 2026-03-06T22:31:35Z Default branch: main Fork: yes Parent repository: llm-d/llm-d Archived: no README:
Achieve SOTA Inference Performance On Any Accelerator
[](https://www.llm-d.ai) [](https://github.com/llm-d/llm-d/releases) [](./LICENSE) [](https://llm-d.ai/slack) llm-d is a high-performance distributed inference serving stack optimized for production deployments on Kubernetes. We help you achieve the fastest \"time to state-of-the-art (SOTA) performance\" for key OSS large..."}],"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":"1ea96c76-a565-4c04-920d-5963f5347013","url":"https://onlylabs.fyi/signals/1ea96c76-a565-4c04-920d-5963f5347013","source_url":"https://github.com/novitalabs/dynamo","title":"novitalabs/dynamo","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"}]}
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