{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Repo: novitalabs/novita-gym","description":"Novita AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/ff2a14bf-4c83-4cf7-9906-8f0511ca15b4","json_url":"https://onlylabs.fyi/signals/ff2a14bf-4c83-4cf7-9906-8f0511ca15b4/signal.json","generated_at":"2026-08-28T16:51:32.002Z","evidence_latest_fetched_at":"2026-07-30T07:02:26.280548+00:00","signal_first_seen_at":"2026-07-30T07:00:53.249555+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/ff2a14bf-4c83-4cf7-9906-8f0511ca15b4","signal_json":"https://onlylabs.fyi/signals/ff2a14bf-4c83-4cf7-9906-8f0511ca15b4/signal.json","source":"https://github.com/novitalabs/novita-gym","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/novita-gym (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/novita-gym · language Python. 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/novita-gym","source_host":"github.com","occurred_at":"2026-07-27T08:42:19+00:00","first_seen_at":"2026-07-30T07:00:53.249555+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/novita-gym","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"3","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","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/novita-gym"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-30T07:02:26.280548+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/ff2a14bf-4c83-4cf7-9906-8f0511ca15b4/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/ff2a14bf-4c83-4cf7-9906-8f0511ca15b4/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/novita-gym","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/novita-gym\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"published repo","object":"novitalabs/novita-gym","text":"Novita AI published repo novitalabs/novita-gym."},{"subject":"novitalabs/novita-gym","predicate":"is classified as","object":"repo signal","text":"novitalabs/novita-gym is classified as repo signal."},{"subject":"novitalabs/novita-gym","predicate":"belongs to","object":"repos desk","text":"novitalabs/novita-gym belongs to repos desk."},{"subject":"novitalabs/novita-gym","predicate":"has context","object":"Python","text":"novitalabs/novita-gym has context Python."},{"subject":"novitalabs/novita-gym","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/novita-gym has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/novita-gym","predicate":"has captured page count","object":"1","text":"novitalabs/novita-gym has captured page count 1."},{"subject":"novitalabs/novita-gym","predicate":"has readable page count","object":"1","text":"novitalabs/novita-gym has readable page count 1."},{"subject":"novitalabs/novita-gym","predicate":"has related signal count","object":"6","text":"novitalabs/novita-gym has related signal count 6."},{"subject":"novitalabs/novita-gym","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/novita-gym 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/novita-gym","predicate":"has source host","object":"github.com","text":"novitalabs/novita-gym has source host github.com."},{"subject":"novitalabs/novita-gym","predicate":"has lab","object":"Novita AI","text":"novitalabs/novita-gym has lab Novita AI."},{"subject":"novitalabs/novita-gym","predicate":"has signal desk","object":"repos","text":"novitalabs/novita-gym has signal desk repos."},{"subject":"novitalabs/novita-gym","predicate":"has source host","object":"github.com","text":"novitalabs/novita-gym has source host github.com."},{"subject":"novitalabs/novita-gym","predicate":"has repository","object":"novitalabs/novita-gym","text":"novitalabs/novita-gym has repository novitalabs/novita-gym."},{"subject":"novitalabs/novita-gym","predicate":"has language","object":"Python","text":"novitalabs/novita-gym has language Python."},{"subject":"novitalabs/novita-gym","predicate":"has stars","object":"3","text":"novitalabs/novita-gym has stars 3."},{"subject":"novitalabs/novita-gym","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/novita-gym has watch term Eval methodology."},{"subject":"novitalabs/novita-gym","predicate":"has watch term","object":"Data pipeline","text":"novitalabs/novita-gym has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Novita AI published novitalabs/novita-gym (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/novita-gym · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Novita AI","predicate":"published repo","object":"novitalabs/novita-gym","text":"Novita AI published repo novitalabs/novita-gym."},{"subject":"novitalabs/novita-gym","predicate":"is classified as","object":"repo signal","text":"novitalabs/novita-gym is classified as repo signal."},{"subject":"novitalabs/novita-gym","predicate":"belongs to","object":"repos desk","text":"novitalabs/novita-gym belongs to repos desk."},{"subject":"novitalabs/novita-gym","predicate":"has context","object":"Python","text":"novitalabs/novita-gym has context Python."},{"subject":"novitalabs/novita-gym","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/novita-gym has evidence coverage 1 captured evidence page."}]},"signal":{"id":"ff2a14bf-4c83-4cf7-9906-8f0511ca15b4","url":"https://onlylabs.fyi/signals/ff2a14bf-4c83-4cf7-9906-8f0511ca15b4","json_url":"https://onlylabs.fyi/signals/ff2a14bf-4c83-4cf7-9906-8f0511ca15b4/signal.json","source_url":"https://github.com/novitalabs/novita-gym","title":"novitalabs/novita-gym","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":"2026-07-27T08:42:19+00:00","first_seen_at":"2026-07-30T07:00:53.249555+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/novita-gym"]},"facets":{"repo":"novitalabs/novita-gym","language":"Python"},"traction":{"github_stars":3,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/novitalabs/novita-gym","final_url":"https://github.com/novitalabs/novita-gym","title":"novitalabs/novita-gym repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-30T07:02:26.280548+00:00","bytes":20995,"raw_path":"f5e172dc1fe17591a71df1b78f5d55cbef7b87a17f1dc99e98d13cf0cb35cb30.json","content_hash":"4b74ec220f1f7a9d41b56e52d55ccc76b48e153c5246fd7807b9986c1fdaa1d1","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/novita-gym Description: Verifiable task environments on Novita Sandbox — convert SWE benchmark images (SWE-bench, SWE-rebench, Scale-SWE, ...) into instant sandbox templates, then evaluate with official-parity grading. No local Docker. Language: Python License: MIT Stars: 1 Forks: 0 Open issues: 4 Created: 2026-07-27T08:42:19Z Pushed: 2026-07-30T04:06:30Z Default branch: main Fork: no Archived: no README: --- Highlights - 🏗️ **One-time conversion** — each dataset's per-instance Docker image becomes a Novita template, built server-side; every attempt after that boots in seconds - ✅ **Official-parity grading** — SWE-bench via the canonical `swebench` package; SWE-rebench-V2 mirrors the official `eval.py` byte-for-byte (same apply flags, same strict resolved rule) - 📊 **Proven at full-dataset scale** — the whole of SWE-bench Verified has been built and gold-verified on Novita (fleet being rebuilt on 2c4g; manifests land in `templates/`) - 🔁 **Resumable everything** — batched builds with a persistent ledger, crash-safe verdicts, automatic failure logs, 429/SSL retry - 🧭 **Dataset quality built in** — curated leaderboard sets, upstream `is_lite` filters, rotted-task..."},"evidence_pages":[],"related_signals":[{"id":"665cc718-8b35-47a9-a1ba-4ff33e138730","url":"https://onlylabs.fyi/signals/665cc718-8b35-47a9-a1ba-4ff33e138730","source_url":"https://github.com/novitalabs/chord","title":"novitalabs/chord","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-08-03T15:57:09+00:00","first_seen_at":"2026-08-04T07:00:50.557121+00:00","date_source":"source"},{"id":"12ba0014-26bf-4bd8-ac6e-cb2e2a23f317","url":"https://onlylabs.fyi/signals/12ba0014-26bf-4bd8-ac6e-cb2e2a23f317","source_url":"https://github.com/novitalabs/novita-kilo-workshop","title":"novitalabs/novita-kilo-workshop","context":"CSS","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-24T13:24:42+00:00","first_seen_at":"2026-06-25T07:01:02.952653+00:00","date_source":"source"},{"id":"a012ba86-6692-4aaa-ac40-34057c82f19f","url":"https://onlylabs.fyi/signals/a012ba86-6692-4aaa-ac40-34057c82f19f","source_url":"https://github.com/novitalabs/NovitaBox","title":"novitalabs/NovitaBox","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"novita","name":"Novita AI","category":"neocloud"},"occurred_at":"2026-06-22T12:28:37+00:00","first_seen_at":"2026-06-23T07:00:53.652166+00:00","date_source":"source"},{"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"}]}