{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Fork: novitalabs/FlashMLA_FP8","description":"Novita AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/5c0baa50-516b-4a00-83ce-e6a91d5b2555","json_url":"https://onlylabs.fyi/signals/5c0baa50-516b-4a00-83ce-e6a91d5b2555/signal.json","generated_at":"2026-06-11T02:53:49.007411+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/5c0baa50-516b-4a00-83ce-e6a91d5b2555","signal_json":"https://onlylabs.fyi/signals/5c0baa50-516b-4a00-83ce-e6a91d5b2555/signal.json","source":"https://github.com/novitalabs/FlashMLA_FP8","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/FlashMLA_FP8 (forked from Wangzheee/FlashMLA). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/FlashMLA_FP8 · parent Wangzheee/FlashMLA · Routine fork of existing repo. 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/FlashMLA_FP8","source_host":"github.com","occurred_at":"2025-10-27T09:18:31+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source","context":"forked from Wangzheee/FlashMLA"},"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/FlashMLA_FP8","source":"source"},{"label":"Parent","value":"Wangzheee/FlashMLA","source":"source"},{"label":"Notability","value":"Routine fork of existing repo","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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/FlashMLA_FP8"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:53:49.007411+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/5c0baa50-516b-4a00-83ce-e6a91d5b2555/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/5c0baa50-516b-4a00-83ce-e6a91d5b2555/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/FlashMLA_FP8","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/FlashMLA_FP8\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/FlashMLA_FP8","text":"Novita AI forked novitalabs/FlashMLA_FP8."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"is classified as","object":"fork signal","text":"novitalabs/FlashMLA_FP8 is classified as fork signal."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"belongs to","object":"forks desk","text":"novitalabs/FlashMLA_FP8 belongs to forks desk."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has context","object":"forked from Wangzheee/FlashMLA","text":"novitalabs/FlashMLA_FP8 has context forked from Wangzheee/FlashMLA."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/FlashMLA_FP8 has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has captured page count","object":"1","text":"novitalabs/FlashMLA_FP8 has captured page count 1."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has readable page count","object":"1","text":"novitalabs/FlashMLA_FP8 has readable page count 1."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has related signal count","object":"6","text":"novitalabs/FlashMLA_FP8 has related signal count 6."},{"subject":"novitalabs/FlashMLA_FP8","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/FlashMLA_FP8 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/FlashMLA_FP8","predicate":"has source host","object":"github.com","text":"novitalabs/FlashMLA_FP8 has source host github.com."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has lab","object":"Novita AI","text":"novitalabs/FlashMLA_FP8 has lab Novita AI."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has signal desk","object":"forks","text":"novitalabs/FlashMLA_FP8 has signal desk forks."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has source host","object":"github.com","text":"novitalabs/FlashMLA_FP8 has source host github.com."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has repository","object":"novitalabs/FlashMLA_FP8","text":"novitalabs/FlashMLA_FP8 has repository novitalabs/FlashMLA_FP8."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has parent","object":"Wangzheee/FlashMLA","text":"novitalabs/FlashMLA_FP8 has parent Wangzheee/FlashMLA."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has notability","object":"Routine fork of existing repo","text":"novitalabs/FlashMLA_FP8 has notability Routine fork of existing repo."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/FlashMLA_FP8 has watch term Eval methodology."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has watch term","object":"Infrastructure","text":"novitalabs/FlashMLA_FP8 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Novita AI forked novitalabs/FlashMLA_FP8 (forked from Wangzheee/FlashMLA). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo novitalabs/FlashMLA_FP8 · parent Wangzheee/FlashMLA · Routine fork of existing repo. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Novita AI","predicate":"forked","object":"novitalabs/FlashMLA_FP8","text":"Novita AI forked novitalabs/FlashMLA_FP8."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"is classified as","object":"fork signal","text":"novitalabs/FlashMLA_FP8 is classified as fork signal."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"belongs to","object":"forks desk","text":"novitalabs/FlashMLA_FP8 belongs to forks desk."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has context","object":"forked from Wangzheee/FlashMLA","text":"novitalabs/FlashMLA_FP8 has context forked from Wangzheee/FlashMLA."},{"subject":"novitalabs/FlashMLA_FP8","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/FlashMLA_FP8 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"5c0baa50-516b-4a00-83ce-e6a91d5b2555","url":"https://onlylabs.fyi/signals/5c0baa50-516b-4a00-83ce-e6a91d5b2555","json_url":"https://onlylabs.fyi/signals/5c0baa50-516b-4a00-83ce-e6a91d5b2555/signal.json","source_url":"https://github.com/novitalabs/FlashMLA_FP8","title":"novitalabs/FlashMLA_FP8","summary":"Novita AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from Wangzheee/FlashMLA","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2025-10-27T09:18:31+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/FlashMLA_FP8"]},"facets":{"repo":"novitalabs/FlashMLA_FP8","parent":"Wangzheee/FlashMLA"},"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/FlashMLA_FP8","final_url":"https://github.com/novitalabs/FlashMLA_FP8","title":"novitalabs/FlashMLA_FP8 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:49.007411+00:00","bytes":23994,"raw_path":"9427df9fcab4e188d1bedeba78f7122541d02658cf3f09fd178e62cb938a1313.json","content_hash":"f743c8640dbe779014e31da91cb78a39beefa0e85ef6c0dd57eff99a369d8744","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/FlashMLA_FP8 Description: FlashMLA: Efficient MLA decoding kernels License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-10-27T09:18:31Z Pushed: 2025-08-21T10:03:05Z Default branch: main Fork: yes Parent repository: Wangzheee/FlashMLA Archived: no README: FlashMLA Performance Update (2025.04.22) We're excited to announce the new release of Flash MLA, which delivers 5% ~ 15% performance improvement on compute-bound workloads, achieving up to 660 TFlops on NVIDIA H800 SXM5 GPUs. The interface of the new version is fully compatible with the old one. Just switch to the new version and enjoy the instant speedup! 🚀🚀🚀 Besides, we'd love to share the technical details behind the new kernel! Check out our deep-dive write-up [here](docs/20250422-new-kernel-deep-dive.md). The new kernel primarily targets compute-intensive settings (where the number of q heads $\\times$ the number of q tokens per request (if MTP is disabled then it's 1) $\\ge 64$). For memory-bound cases, we recommend using version [b31bfe7](https://github.com/deepseek-ai/FlashMLA/tree/b31bfe72a83ea205467b3271a5845440a03ed7cb) for optimal performance. Introduction FlashMLA is an efficient MLA decoding kernel..."},"evidence_pages":[{"url":"https://github.com/novitalabs/FlashMLA_FP8","final_url":"https://github.com/novitalabs/FlashMLA_FP8","title":"novitalabs/FlashMLA_FP8 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:49.007411+00:00","bytes":23994,"raw_path":"9427df9fcab4e188d1bedeba78f7122541d02658cf3f09fd178e62cb938a1313.json","content_hash":"f743c8640dbe779014e31da91cb78a39beefa0e85ef6c0dd57eff99a369d8744","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/FlashMLA_FP8 Description: FlashMLA: Efficient MLA decoding kernels License: MIT Stars: 0 Forks: 0 Open issues: 0 Created: 2025-10-27T09:18:31Z Pushed: 2025-08-21T10:03:05Z Default branch: main Fork: yes Parent repository: Wangzheee/FlashMLA Archived: no README: FlashMLA Performance Update (2025.04.22) We're excited to announce the new release of Flash MLA, which delivers 5% ~ 15% performance improvement on compute-bound workloads, achieving up to 660 TFlops on NVIDIA H800 SXM5 GPUs. The interface of the new version is fully compatible with the old one. Just switch to the new version and enjoy the instant speedup! 🚀🚀🚀 Besides, we'd love to share the technical details behind the new kernel! Check out our deep-dive write-up [here](docs/20250422-new-kernel-deep-dive.md). The new kernel primarily targets compute-intensive settings (where the number of q heads $\\times$ the number of q tokens per request (if MTP is disabled then it's 1) $\\ge 64$). For memory-bound cases, we recommend using version [b31bfe7](https://github.com/deepseek-ai/FlashMLA/tree/b31bfe72a83ea205467b3271a5845440a03ed7cb) for optimal performance. Introduction FlashMLA is an efficient MLA decoding kernel..."}],"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"}]}