{"schema_version":"onlylabs.public_signal.v1","title":"Novita AI Repo: novitalabs/rft-tinker","description":"Novita AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/afdd43b2-2197-49dc-8d65-fa365d37bb6f","json_url":"https://onlylabs.fyi/signals/afdd43b2-2197-49dc-8d65-fa365d37bb6f/signal.json","generated_at":"2026-06-11T03:02:48.009234+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/afdd43b2-2197-49dc-8d65-fa365d37bb6f","signal_json":"https://onlylabs.fyi/signals/afdd43b2-2197-49dc-8d65-fa365d37bb6f/signal.json","source":"https://github.com/novitalabs/rft-tinker","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/rft-tinker (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/rft-tinker · language Python · New repo, no traction yet. 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/rft-tinker","source_host":"github.com","occurred_at":"2026-01-19T08:22:11+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/rft-tinker","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Notability","value":"New repo, no traction yet","source":"signal"},{"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/rft-tinker"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:02:48.009234+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/afdd43b2-2197-49dc-8d65-fa365d37bb6f/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/afdd43b2-2197-49dc-8d65-fa365d37bb6f/signal.json","required":true},{"label":"source","url":"https://github.com/novitalabs/rft-tinker","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/rft-tinker\" for neocloud strategy."},"semantic_triples":[{"subject":"Novita AI","predicate":"published repo","object":"novitalabs/rft-tinker","text":"Novita AI published repo novitalabs/rft-tinker."},{"subject":"novitalabs/rft-tinker","predicate":"is classified as","object":"repo signal","text":"novitalabs/rft-tinker is classified as repo signal."},{"subject":"novitalabs/rft-tinker","predicate":"belongs to","object":"repos desk","text":"novitalabs/rft-tinker belongs to repos desk."},{"subject":"novitalabs/rft-tinker","predicate":"has context","object":"Python","text":"novitalabs/rft-tinker has context Python."},{"subject":"novitalabs/rft-tinker","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/rft-tinker has evidence coverage 1 captured evidence page."},{"subject":"novitalabs/rft-tinker","predicate":"has captured page count","object":"1","text":"novitalabs/rft-tinker has captured page count 1."},{"subject":"novitalabs/rft-tinker","predicate":"has readable page count","object":"1","text":"novitalabs/rft-tinker has readable page count 1."},{"subject":"novitalabs/rft-tinker","predicate":"has related signal count","object":"6","text":"novitalabs/rft-tinker has related signal count 6."},{"subject":"novitalabs/rft-tinker","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/rft-tinker 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/rft-tinker","predicate":"has source host","object":"github.com","text":"novitalabs/rft-tinker has source host github.com."},{"subject":"novitalabs/rft-tinker","predicate":"has lab","object":"Novita AI","text":"novitalabs/rft-tinker has lab Novita AI."},{"subject":"novitalabs/rft-tinker","predicate":"has signal desk","object":"repos","text":"novitalabs/rft-tinker has signal desk repos."},{"subject":"novitalabs/rft-tinker","predicate":"has source host","object":"github.com","text":"novitalabs/rft-tinker has source host github.com."},{"subject":"novitalabs/rft-tinker","predicate":"has repository","object":"novitalabs/rft-tinker","text":"novitalabs/rft-tinker has repository novitalabs/rft-tinker."},{"subject":"novitalabs/rft-tinker","predicate":"has language","object":"Python","text":"novitalabs/rft-tinker has language Python."},{"subject":"novitalabs/rft-tinker","predicate":"has notability","object":"New repo, no traction yet","text":"novitalabs/rft-tinker has notability New repo, no traction yet."},{"subject":"novitalabs/rft-tinker","predicate":"has watch term","object":"Eval methodology","text":"novitalabs/rft-tinker has watch term Eval methodology."},{"subject":"novitalabs/rft-tinker","predicate":"has watch term","object":"Data pipeline","text":"novitalabs/rft-tinker has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Novita AI published novitalabs/rft-tinker (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/rft-tinker · language Python · New repo, no traction yet. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Novita AI","predicate":"published repo","object":"novitalabs/rft-tinker","text":"Novita AI published repo novitalabs/rft-tinker."},{"subject":"novitalabs/rft-tinker","predicate":"is classified as","object":"repo signal","text":"novitalabs/rft-tinker is classified as repo signal."},{"subject":"novitalabs/rft-tinker","predicate":"belongs to","object":"repos desk","text":"novitalabs/rft-tinker belongs to repos desk."},{"subject":"novitalabs/rft-tinker","predicate":"has context","object":"Python","text":"novitalabs/rft-tinker has context Python."},{"subject":"novitalabs/rft-tinker","predicate":"has evidence coverage","object":"1 captured evidence page","text":"novitalabs/rft-tinker has evidence coverage 1 captured evidence page."}]},"signal":{"id":"afdd43b2-2197-49dc-8d65-fa365d37bb6f","url":"https://onlylabs.fyi/signals/afdd43b2-2197-49dc-8d65-fa365d37bb6f","json_url":"https://onlylabs.fyi/signals/afdd43b2-2197-49dc-8d65-fa365d37bb6f/signal.json","source_url":"https://github.com/novitalabs/rft-tinker","title":"novitalabs/rft-tinker","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":"2026-01-19T08:22:11+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/rft-tinker"]},"facets":{"repo":"novitalabs/rft-tinker","language":"Python"},"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/rft-tinker","final_url":"https://github.com/novitalabs/rft-tinker","title":"novitalabs/rft-tinker repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:48.009234+00:00","bytes":14237,"raw_path":"f0247f0eb4e95fb850c15399a74de61d6d8c9c2608d5e4fa24f9f39dd7d6b9e2.json","content_hash":"743e8414cec5ee169cac937fdb15c1818f74ae3a26006f881fbee1835b33876e","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/rft-tinker Description: RL training demo with tinker + sandbox Language: Python Stars: 0 Forks: 0 Open issues: 0 Created: 2026-01-19T08:22:11Z Pushed: 2026-01-26T03:06:14Z Default branch: main Fork: no Archived: no README: RFT-Tinker: R2E-Gym Training with Tinker API + Agent Sandbox Overview Experimental setup for training code generation models on R2E-Gym dataset using: - **Tinker API** for RL model training - **Agent Sandbox** for safe code execution - **R2E-Gym Dataset** (4.5K real-world GitHub issues) Reproducing DeepSWE experiments (42.2% Pass@1 on SWE-Bench-Verified). Quick Start 1. Clone Repository ```bash git clone https://github.com/novitalabs/rft-tinker.git cd rft-tinker ``` 2. Install Dependencies ```bash python3 -m venv venv source venv/bin/activate pip install datasets huggingface-hub novita-sandbox tinker torch transformers ``` 3. Configure API Keys Copy the example environment file: ```bash cp .env.example .env.local ``` Edit `.env.local` with your API keys: ```bash Agent Sandbox API Key (get from https://novita.ai) NOVITA_API_KEY=your_novita_api_key_here Tinker API Token (get from Tinker platform) TINKER_API_TOKEN=your_tinker_api_token_here Template IDs..."},"evidence_pages":[{"url":"https://github.com/novitalabs/rft-tinker","final_url":"https://github.com/novitalabs/rft-tinker","title":"novitalabs/rft-tinker repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:48.009234+00:00","bytes":14237,"raw_path":"f0247f0eb4e95fb850c15399a74de61d6d8c9c2608d5e4fa24f9f39dd7d6b9e2.json","content_hash":"743e8414cec5ee169cac937fdb15c1818f74ae3a26006f881fbee1835b33876e","excerpt_chars":1200,"truncated":true,"excerpt":"novitalabs/rft-tinker Description: RL training demo with tinker + sandbox Language: Python Stars: 0 Forks: 0 Open issues: 0 Created: 2026-01-19T08:22:11Z Pushed: 2026-01-26T03:06:14Z Default branch: main Fork: no Archived: no README: RFT-Tinker: R2E-Gym Training with Tinker API + Agent Sandbox Overview Experimental setup for training code generation models on R2E-Gym dataset using: - **Tinker API** for RL model training - **Agent Sandbox** for safe code execution - **R2E-Gym Dataset** (4.5K real-world GitHub issues) Reproducing DeepSWE experiments (42.2% Pass@1 on SWE-Bench-Verified). Quick Start 1. Clone Repository ```bash git clone https://github.com/novitalabs/rft-tinker.git cd rft-tinker ``` 2. Install Dependencies ```bash python3 -m venv venv source venv/bin/activate pip install datasets huggingface-hub novita-sandbox tinker torch transformers ``` 3. Configure API Keys Copy the example environment file: ```bash cp .env.example .env.local ``` Edit `.env.local` with your API keys: ```bash Agent Sandbox API Key (get from https://novita.ai) NOVITA_API_KEY=your_novita_api_key_here Tinker API Token (get from Tinker platform) TINKER_API_TOKEN=your_tinker_api_token_here Template IDs..."}],"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"}]}