{"schema_version":"onlylabs.public_signal.v1","title":"ByteDance (Doubao/Seed) Repo: ByteDance-Seed/SAIL","description":"ByteDance (Doubao/Seed) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/472ee5a6-a1d8-4905-a9ff-e4680d2517d6","json_url":"https://onlylabs.fyi/signals/472ee5a6-a1d8-4905-a9ff-e4680d2517d6/signal.json","generated_at":"2026-06-11T03:58:36.236118+00:00","org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/bytedance","dossier_json_url":"https://onlylabs.fyi/labs/bytedance/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/472ee5a6-a1d8-4905-a9ff-e4680d2517d6","signal_json":"https://onlylabs.fyi/signals/472ee5a6-a1d8-4905-a9ff-e4680d2517d6/signal.json","source":"https://github.com/ByteDance-Seed/SAIL","lab_dossier":"https://onlylabs.fyi/labs/bytedance","lab_dossier_json":"https://onlylabs.fyi/labs/bytedance/dossier.json","analysis":"https://onlylabs.fyi/analysis/bytedance","analysis_json":"https://onlylabs.fyi/analysis/bytedance/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/bytedance/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"ByteDance (Doubao/Seed) published ByteDance-Seed/SAIL (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo ByteDance-Seed/SAIL · language Python · ByteDance repo, moderate stars, low traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/ByteDance-Seed/SAIL","source_host":"github.com","occurred_at":"2025-04-19T02:04:51+00:00","first_seen_at":"2026-06-05T20:58:46.965734+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"ByteDance (Doubao/Seed)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"ByteDance-Seed/SAIL","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"84","source":"traction"},{"label":"Notability","value":"ByteDance repo, moderate stars, low traction.","source":"signal"},{"label":"Watch term","value":"Model 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repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/472ee5a6-a1d8-4905-a9ff-e4680d2517d6/signal.json","required":true},{"label":"source","url":"https://github.com/ByteDance-Seed/SAIL","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/bytedance/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/bytedance/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 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count 1."},{"subject":"ByteDance-Seed/SAIL","predicate":"has readable page count","object":"1","text":"ByteDance-Seed/SAIL has readable page count 1."},{"subject":"ByteDance-Seed/SAIL","predicate":"has related signal count","object":"6","text":"ByteDance-Seed/SAIL has related signal count 6."},{"subject":"ByteDance-Seed/SAIL","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":"ByteDance-Seed/SAIL 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":"ByteDance-Seed/SAIL","predicate":"has source host","object":"github.com","text":"ByteDance-Seed/SAIL has source host github.com."},{"subject":"ByteDance-Seed/SAIL","predicate":"has lab","object":"ByteDance (Doubao/Seed)","text":"ByteDance-Seed/SAIL has lab ByteDance (Doubao/Seed)."},{"subject":"ByteDance-Seed/SAIL","predicate":"has signal desk","object":"repos","text":"ByteDance-Seed/SAIL has signal desk repos."},{"subject":"ByteDance-Seed/SAIL","predicate":"has source host","object":"github.com","text":"ByteDance-Seed/SAIL has source host github.com."},{"subject":"ByteDance-Seed/SAIL","predicate":"has repository","object":"ByteDance-Seed/SAIL","text":"ByteDance-Seed/SAIL has repository ByteDance-Seed/SAIL."},{"subject":"ByteDance-Seed/SAIL","predicate":"has language","object":"Python","text":"ByteDance-Seed/SAIL has language Python."},{"subject":"ByteDance-Seed/SAIL","predicate":"has stars","object":"84","text":"ByteDance-Seed/SAIL has stars 84."},{"subject":"ByteDance-Seed/SAIL","predicate":"has notability","object":"ByteDance repo, moderate stars, low traction.","text":"ByteDance-Seed/SAIL has notability ByteDance repo, moderate stars, low traction.."},{"subject":"ByteDance-Seed/SAIL","predicate":"has watch term","object":"Model card","text":"ByteDance-Seed/SAIL has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"ByteDance (Doubao/Seed) published ByteDance-Seed/SAIL (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo ByteDance-Seed/SAIL · language Python · ByteDance repo, moderate stars, low traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"ByteDance (Doubao/Seed)","predicate":"published repo","object":"ByteDance-Seed/SAIL","text":"ByteDance (Doubao/Seed) published repo ByteDance-Seed/SAIL."},{"subject":"ByteDance-Seed/SAIL","predicate":"is classified as","object":"repo signal","text":"ByteDance-Seed/SAIL is classified as repo signal."},{"subject":"ByteDance-Seed/SAIL","predicate":"belongs to","object":"repos desk","text":"ByteDance-Seed/SAIL belongs to repos desk."},{"subject":"ByteDance-Seed/SAIL","predicate":"has context","object":"Python","text":"ByteDance-Seed/SAIL has context Python."},{"subject":"ByteDance-Seed/SAIL","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ByteDance-Seed/SAIL has evidence coverage 1 captured evidence page."}]},"signal":{"id":"472ee5a6-a1d8-4905-a9ff-e4680d2517d6","url":"https://onlylabs.fyi/signals/472ee5a6-a1d8-4905-a9ff-e4680d2517d6","json_url":"https://onlylabs.fyi/signals/472ee5a6-a1d8-4905-a9ff-e4680d2517d6/signal.json","source_url":"https://github.com/ByteDance-Seed/SAIL","title":"ByteDance-Seed/SAIL","summary":"ByteDance (Doubao/Seed) 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":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2025-04-19T02:04:51+00:00","first_seen_at":"2026-06-05T20:58:46.965734+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/ByteDance-Seed/SAIL"]},"facets":{"repo":"ByteDance-Seed/SAIL","language":"Python"},"traction":{"github_stars":84,"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/ByteDance-Seed/SAIL","final_url":"https://github.com/ByteDance-Seed/SAIL","title":"ByteDance-Seed/SAIL repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:36.236118+00:00","bytes":14564,"raw_path":"076612fadc72c91400927260fd54653fc55a4d8a3c44a9d21ef6607931d7fa15.json","content_hash":"07e880d31d80c9d41130638c854d7a69e808c7e036b4e76eb45d9fec8d050c3b","excerpt_chars":1200,"truncated":true,"excerpt":"ByteDance-Seed/SAIL Description: Implementation for \"The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer\" Language: Python License: Apache-2.0 Stars: 84 Forks: 3 Open issues: 2 Created: 2025-04-19T02:04:51Z Pushed: 2025-10-29T01:24:18Z Default branch: main Fork: no Archived: no README: The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer (SAIL) <p align=\"center\"> <a href=\"https://github.com/bytedance/SAIL\"> <img src=\"https://img.shields.io/badge/SAIL-Project Page-yellow\"></a> <a href=\"https://arxiv.org/abs/2504.10462\"> <img src=\"https://img.shields.io/badge/SAIL-Tech Report-red\"></a> <a href=\"https://huggingface.co/ByteDance-Seed/SAIL-7B\"> <img src=\"https://img.shields.io/badge/SAIL-Hugging Face-orange\"></a> <a href=\"LICENSE\"> <img src=\"https://img.shields.io/badge/License-Apache2.0-blue\"></a> </p> We are extremely delighted to release SAIL, a **S**ingle tr**A**nsformer model for v**I**sion and **L**anguage. SAIL is a unified multimodal large language model (MLLM) that seamlessly integrates raw pixel encoding and language decoding within a single architecture. **​Without relying..."},"evidence_pages":[{"url":"https://github.com/ByteDance-Seed/SAIL","final_url":"https://github.com/ByteDance-Seed/SAIL","title":"ByteDance-Seed/SAIL repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:36.236118+00:00","bytes":14564,"raw_path":"076612fadc72c91400927260fd54653fc55a4d8a3c44a9d21ef6607931d7fa15.json","content_hash":"07e880d31d80c9d41130638c854d7a69e808c7e036b4e76eb45d9fec8d050c3b","excerpt_chars":1200,"truncated":true,"excerpt":"ByteDance-Seed/SAIL Description: Implementation for \"The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer\" Language: Python License: Apache-2.0 Stars: 84 Forks: 3 Open issues: 2 Created: 2025-04-19T02:04:51Z Pushed: 2025-10-29T01:24:18Z Default branch: main Fork: no Archived: no README: The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer (SAIL) <p align=\"center\"> <a href=\"https://github.com/bytedance/SAIL\"> <img src=\"https://img.shields.io/badge/SAIL-Project Page-yellow\"></a> <a href=\"https://arxiv.org/abs/2504.10462\"> <img src=\"https://img.shields.io/badge/SAIL-Tech Report-red\"></a> <a href=\"https://huggingface.co/ByteDance-Seed/SAIL-7B\"> <img src=\"https://img.shields.io/badge/SAIL-Hugging Face-orange\"></a> <a href=\"LICENSE\"> <img src=\"https://img.shields.io/badge/License-Apache2.0-blue\"></a> </p> We are extremely delighted to release SAIL, a **S**ingle tr**A**nsformer model for v**I**sion and **L**anguage. SAIL is a unified multimodal large language model (MLLM) that seamlessly integrates raw pixel encoding and language decoding within a single architecture. **​Without relying..."}],"related_signals":[{"id":"55e0369a-bd79-48f1-a004-0cd4fdfb03e4","url":"https://onlylabs.fyi/signals/55e0369a-bd79-48f1-a004-0cd4fdfb03e4","source_url":"https://github.com/ByteDance-Seed/TaskMem","title":"ByteDance-Seed/TaskMem","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-05-29T03:03:17+00:00","first_seen_at":"2026-06-05T20:58:46.965734+00:00","date_source":"source"},{"id":"957704c5-24c9-4360-aafa-f8382010ed1d","url":"https://onlylabs.fyi/signals/957704c5-24c9-4360-aafa-f8382010ed1d","source_url":"https://github.com/ByteDance-Seed/Cola-DLM","title":"ByteDance-Seed/Cola-DLM","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-05-15T07:09:04+00:00","first_seen_at":"2026-06-05T20:58:46.965734+00:00","date_source":"source"},{"id":"22ca2261-1970-4664-95e2-1c4d404c0eb3","url":"https://onlylabs.fyi/signals/22ca2261-1970-4664-95e2-1c4d404c0eb3","source_url":"https://github.com/ByteDance-Seed/THEMol","title":"ByteDance-Seed/THEMol","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-05-15T05:36:08+00:00","first_seen_at":"2026-06-05T20:58:46.965734+00:00","date_source":"source"},{"id":"6a0854bb-9654-4e4e-92dc-e8fff1d6c7b9","url":"https://onlylabs.fyi/signals/6a0854bb-9654-4e4e-92dc-e8fff1d6c7b9","source_url":"https://github.com/ByteDance-Seed/felis","title":"ByteDance-Seed/felis","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-05-06T08:54:43+00:00","first_seen_at":"2026-06-05T20:58:46.965734+00:00","date_source":"source"},{"id":"05e5f295-f84c-41c4-89df-baa3606008b1","url":"https://onlylabs.fyi/signals/05e5f295-f84c-41c4-89df-baa3606008b1","source_url":"https://github.com/ByteDance-Seed/SimArt","title":"ByteDance-Seed/SimArt","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-04-23T03:25:52+00:00","first_seen_at":"2026-06-05T20:58:46.965734+00:00","date_source":"source"},{"id":"106937f9-35dd-41e2-adde-98e74527e1b8","url":"https://onlylabs.fyi/signals/106937f9-35dd-41e2-adde-98e74527e1b8","source_url":"https://github.com/ByteDance-Seed/In-Place-TTT","title":"ByteDance-Seed/In-Place-TTT","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-04-07T05:50:45+00:00","first_seen_at":"2026-06-05T20:58:46.965734+00:00","date_source":"source"}]}