{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Repo: novitalabs/autotuner","description":"Novita AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/1e287c70-6cd8-4c5d-a503-2af95710c78a","json_url":"https://onlylabs.fyi/signals/1e287c70-6cd8-4c5d-a503-2af95710c78a/signal.json","generated_at":"2026-06-11T04:08:51.790688+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/1e287c70-6cd8-4c5d-a503-2af95710c78a","signal_json":"https://onlylabs.fyi/signals/1e287c70-6cd8-4c5d-a503-2af95710c78a/signal.json","source":"https://github.com/novitalabs/autotuner","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/autotuner (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo novitalabs/autotuner · language Python · Routine new repo with minimal stars. 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/autotuner","source_host":"github.com","occurred_at":"2025-10-21T11:17:53+00:00","first_seen_at":"2026-06-05T22:32:19.042343+00:00","date_source":"source","context":"Python"},"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/autotuner","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"11","source":"traction"},{"label":"Notability","value":"Routine new repo with minimal stars","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/autotuner"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:08:51.790688+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1e287c70-6cd8-4c5d-a503-2af95710c78a/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/1e287c70-6cd8-4c5d-a503-2af95710c78a/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/autotuner","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/autotuner\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"published repo","object":"novitalabs/autotuner","text":"Novita AI published repo novitalabs/autotuner."},{"subject":"novitalabs/autotuner","predicate":"is classified as","object":"repo signal","text":"novitalabs/autotuner is classified as repo signal."},{"subject":"novitalabs/autotuner","predicate":"belongs to","object":"repos desk","text":"novitalabs/autotuner belongs to repos desk."},{"subject":"novitalabs/autotuner","predicate":"has context","object":"Python","text":"novitalabs/autotuner has context Python."},{"subject":"novitalabs/autotuner","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/autotuner has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/autotuner","predicate":"has captured page count","object":"1","text":"novitalabs/autotuner has captured page count 1."},{"subject":"novitalabs/autotuner","predicate":"has readable page count","object":"1","text":"novitalabs/autotuner has readable page count 1."},{"subject":"novitalabs/autotuner","predicate":"has related signal count","object":"6","text":"novitalabs/autotuner has related signal count 6."},{"subject":"novitalabs/autotuner","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/autotuner 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/autotuner","predicate":"has source host","object":"github.com","text":"novitalabs/autotuner has source host github.com."},{"subject":"novitalabs/autotuner","predicate":"has lab","object":"Novita AI","text":"novitalabs/autotuner has lab Novita AI."},{"subject":"novitalabs/autotuner","predicate":"has signal desk","object":"repos","text":"novitalabs/autotuner has signal desk repos."},{"subject":"novitalabs/autotuner","predicate":"has source host","object":"github.com","text":"novitalabs/autotuner has source host github.com."},{"subject":"novitalabs/autotuner","predicate":"has repository","object":"novitalabs/autotuner","text":"novitalabs/autotuner has repository novitalabs/autotuner."},{"subject":"novitalabs/autotuner","predicate":"has language","object":"Python","text":"novitalabs/autotuner has language Python."},{"subject":"novitalabs/autotuner","predicate":"has stars","object":"11","text":"novitalabs/autotuner has stars 11."},{"subject":"novitalabs/autotuner","predicate":"has notability","object":"Routine new repo with minimal stars","text":"novitalabs/autotuner has notability Routine new repo with minimal stars."},{"subject":"novitalabs/autotuner","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/autotuner has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Novita AI published novitalabs/autotuner (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo novitalabs/autotuner · language Python · Routine new repo with minimal stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Novita AI","predicate":"published repo","object":"novitalabs/autotuner","text":"Novita AI published repo novitalabs/autotuner."},{"subject":"novitalabs/autotuner","predicate":"is classified as","object":"repo signal","text":"novitalabs/autotuner is classified as repo signal."},{"subject":"novitalabs/autotuner","predicate":"belongs to","object":"repos desk","text":"novitalabs/autotuner belongs to repos desk."},{"subject":"novitalabs/autotuner","predicate":"has context","object":"Python","text":"novitalabs/autotuner has context Python."},{"subject":"novitalabs/autotuner","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/autotuner has evidence coverage 1 captured evidence page."}]},"signal":{"id":"1e287c70-6cd8-4c5d-a503-2af95710c78a","url":"https://onlylabs.fyi/signals/1e287c70-6cd8-4c5d-a503-2af95710c78a","json_url":"https://onlylabs.fyi/signals/1e287c70-6cd8-4c5d-a503-2af95710c78a/signal.json","source_url":"https://github.com/novitalabs/autotuner","title":"novitalabs/autotuner","summary":"Novita AI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2025-10-21T11:17:53+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/autotuner"]},"facets":{"repo":"novitalabs/autotuner","language":"Python"},"traction":{"github_stars":11,"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/autotuner","final_url":"https://github.com/novitalabs/autotuner","title":"novitalabs/autotuner repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:51.790688+00:00","bytes":12207,"raw_path":"78b8fe1158fcfecef855baf99495ca594f86cb48aaa95f2244e15b0ca91005d4.json","content_hash":"97bb80ec04a0bc0bc1e1cf2cbaf676a5166a3e43f8e258ee5e50b3c158f66dbb","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/autotuner Description: Optimize the performance of LLM inference engines by automatically tuning parameters for a specific model. Language: Python License: MIT Stars: 11 Forks: 3 Open issues: 4 Created: 2025-10-21T11:17:53Z Pushed: 2026-06-10T20:58:22Z Default branch: main Fork: no Archived: no README: LLM Autotuner (for inference) <p align=\"center\"> <img src=\"frontend/public/favicon.svg\" width=\"256\" height=\"256\" alt=\"Autotuner Logo\" /> </p> Automated parameter tuning for LLM inference engines (SGLang, vLLM) for best performance, while respecting SLOs and hardware constraints. Why Autotuner? **Quantization and parameter tuning can unlock 60%+ performance gains.** LLM inference engines like SGLang and vLLM ship with conservative defaults that work everywhere but are optimized for nowhere. Performance Impact: Real-World Data <p align=\"center\"> <img src=\"docs/assets/throughput-comparison.svg\" width=\"700\" alt=\"Throughput Comparison\" /> </p> <p align=\"center\"> <img src=\"docs/assets/latency-comparison.svg\" width=\"700\" alt=\"Latency Comparison\" /> </p> Testing on NVIDIA RTX 4090 (24GB) with typical production workloads (mixed prefill/decode). **See detailed benchmarks:**..."},"evidence_pages":[{"url":"https://github.com/novitalabs/autotuner","final_url":"https://github.com/novitalabs/autotuner","title":"novitalabs/autotuner repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:51.790688+00:00","bytes":12207,"raw_path":"78b8fe1158fcfecef855baf99495ca594f86cb48aaa95f2244e15b0ca91005d4.json","content_hash":"97bb80ec04a0bc0bc1e1cf2cbaf676a5166a3e43f8e258ee5e50b3c158f66dbb","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/autotuner Description: Optimize the performance of LLM inference engines by automatically tuning parameters for a specific model. Language: Python License: MIT Stars: 11 Forks: 3 Open issues: 4 Created: 2025-10-21T11:17:53Z Pushed: 2026-06-10T20:58:22Z Default branch: main Fork: no Archived: no README: LLM Autotuner (for inference) <p align=\"center\"> <img src=\"frontend/public/favicon.svg\" width=\"256\" height=\"256\" alt=\"Autotuner Logo\" /> </p> Automated parameter tuning for LLM inference engines (SGLang, vLLM) for best performance, while respecting SLOs and hardware constraints. Why Autotuner? **Quantization and parameter tuning can unlock 60%+ performance gains.** LLM inference engines like SGLang and vLLM ship with conservative defaults that work everywhere but are optimized for nowhere. Performance Impact: Real-World Data <p align=\"center\"> <img src=\"docs/assets/throughput-comparison.svg\" width=\"700\" alt=\"Throughput Comparison\" /> </p> <p align=\"center\"> <img src=\"docs/assets/latency-comparison.svg\" width=\"700\" alt=\"Latency Comparison\" /> </p> Testing on NVIDIA RTX 4090 (24GB) with typical production workloads (mixed prefill/decode). **See detailed benchmarks:**..."}],"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"}]}