{"schema_version":"onlylabs.public_signal.v1","title":"ByteDance (Doubao/Seed) Repo: ByteDance-Seed/EdgeBench","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/a88b1f3c-fac8-4bf6-8e53-e192d877d69d","json_url":"https://onlylabs.fyi/signals/a88b1f3c-fac8-4bf6-8e53-e192d877d69d/signal.json","generated_at":"2026-07-26T18:45:09.089Z","evidence_latest_fetched_at":"2026-07-03T07:01:30.414023+00:00","signal_first_seen_at":"2026-07-03T07:00:47.616699+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/a88b1f3c-fac8-4bf6-8e53-e192d877d69d","signal_json":"https://onlylabs.fyi/signals/a88b1f3c-fac8-4bf6-8e53-e192d877d69d/signal.json","source":"https://github.com/ByteDance-Seed/EdgeBench","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"ByteDance (Doubao/Seed) published ByteDance-Seed/EdgeBench (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/EdgeBench · language Python · New benchmark repo with moderate stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/ByteDance-Seed/EdgeBench","source_host":"github.com","occurred_at":"2026-06-23T14:19:39+00:00","first_seen_at":"2026-07-03T07:00:47.616699+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/EdgeBench","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"385","source":"traction"},{"label":"Notability","value":"New benchmark repo with moderate stars.","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"scaling","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","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/ByteDance-Seed/EdgeBench"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-03T07:01:30.414023+00:00"},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}],"matched_terms":["scaling"],"score":14,"reason":"ByteDance (Doubao/Seed) has a repo signal matching infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a88b1f3c-fac8-4bf6-8e53-e192d877d69d/signal.json","dossier_json":"https://onlylabs.fyi/labs/bytedance/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/bytedance/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/bytedance/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Infrastructure?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New 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/a88b1f3c-fac8-4bf6-8e53-e192d877d69d/signal.json","required":true},{"label":"source","url":"https://github.com/ByteDance-Seed/EdgeBench","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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 ByteDance (Doubao/Seed)'s repo signal \"ByteDance-Seed/EdgeBench\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"ByteDance (Doubao/Seed)","predicate":"published repo","object":"ByteDance-Seed/EdgeBench","text":"ByteDance (Doubao/Seed) published repo ByteDance-Seed/EdgeBench."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"is classified as","object":"repo signal","text":"ByteDance-Seed/EdgeBench is classified as repo signal."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"belongs to","object":"repos desk","text":"ByteDance-Seed/EdgeBench belongs to repos desk."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has context","object":"Python","text":"ByteDance-Seed/EdgeBench has context Python."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ByteDance-Seed/EdgeBench has evidence coverage 1 captured evidence page."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"matches data-business lanes","object":"Infrastructure","text":"ByteDance-Seed/EdgeBench matches data-business lanes Infrastructure."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has captured page count","object":"1","text":"ByteDance-Seed/EdgeBench has captured page count 1."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has readable page count","object":"1","text":"ByteDance-Seed/EdgeBench has readable page count 1."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has related signal count","object":"6","text":"ByteDance-Seed/EdgeBench has related signal count 6."},{"subject":"ByteDance-Seed/EdgeBench","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/EdgeBench 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/EdgeBench","predicate":"has source host","object":"github.com","text":"ByteDance-Seed/EdgeBench has source host github.com."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has lab","object":"ByteDance (Doubao/Seed)","text":"ByteDance-Seed/EdgeBench has lab ByteDance (Doubao/Seed)."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has signal desk","object":"repos","text":"ByteDance-Seed/EdgeBench has signal desk repos."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has source host","object":"github.com","text":"ByteDance-Seed/EdgeBench has source host github.com."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has repository","object":"ByteDance-Seed/EdgeBench","text":"ByteDance-Seed/EdgeBench has repository ByteDance-Seed/EdgeBench."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has language","object":"Python","text":"ByteDance-Seed/EdgeBench has language Python."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has stars","object":"385","text":"ByteDance-Seed/EdgeBench has stars 385."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has notability","object":"New benchmark repo with moderate stars.","text":"ByteDance-Seed/EdgeBench has notability New benchmark repo with moderate stars.."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has radar lane","object":"Infrastructure","text":"ByteDance-Seed/EdgeBench has radar lane Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"ByteDance (Doubao/Seed) published ByteDance-Seed/EdgeBench (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/EdgeBench · language Python · New benchmark repo with moderate stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"ByteDance (Doubao/Seed)","predicate":"published repo","object":"ByteDance-Seed/EdgeBench","text":"ByteDance (Doubao/Seed) published repo ByteDance-Seed/EdgeBench."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"is classified as","object":"repo signal","text":"ByteDance-Seed/EdgeBench is classified as repo signal."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"belongs to","object":"repos desk","text":"ByteDance-Seed/EdgeBench belongs to repos desk."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has context","object":"Python","text":"ByteDance-Seed/EdgeBench has context Python."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ByteDance-Seed/EdgeBench has evidence coverage 1 captured evidence page."},{"subject":"ByteDance-Seed/EdgeBench","predicate":"matches data-business lanes","object":"Infrastructure","text":"ByteDance-Seed/EdgeBench matches data-business lanes Infrastructure."}]},"signal":{"id":"a88b1f3c-fac8-4bf6-8e53-e192d877d69d","url":"https://onlylabs.fyi/signals/a88b1f3c-fac8-4bf6-8e53-e192d877d69d","json_url":"https://onlylabs.fyi/signals/a88b1f3c-fac8-4bf6-8e53-e192d877d69d/signal.json","source_url":"https://github.com/ByteDance-Seed/EdgeBench","title":"ByteDance-Seed/EdgeBench","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":"2026-06-23T14:19:39+00:00","first_seen_at":"2026-07-03T07:00:47.616699+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/EdgeBench"]},"facets":{"repo":"ByteDance-Seed/EdgeBench","language":"Python"},"traction":{"github_stars":385,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":14,"matched_terms":["scaling"],"reason":"ByteDance (Doubao/Seed) has a repo signal matching infrastructure."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/ByteDance-Seed/EdgeBench","final_url":"https://github.com/ByteDance-Seed/EdgeBench","title":"ByteDance-Seed/EdgeBench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-03T07:01:30.414023+00:00","bytes":27156,"raw_path":"ae36c1f8d661880e3e4c699c3455c57648a5f8bf111bb51cb212da203c907822.json","content_hash":"41ce5cef7310c264e5cae084aab535226831612cddea15f97a5a0668255acb66","excerpt_chars":1200,"truncated":true,"excerpt":"ByteDance-Seed/EdgeBench Description: EdgeBench: Unveiling scaling laws of learning from real-world environments Language: Python License: Apache-2.0 Stars: 68 Forks: 1 Open issues: 0 Created: 2026-06-23T14:19:39Z Pushed: 2026-07-02T15:27:25Z Default branch: main Fork: no Archived: no README: --- Overview **EdgeBench** is a benchmark of **134 real-world tasks** for evaluating how autonomous AI agents *learn from real-world environments*. Instead of measuring one-shot performance, EdgeBench places agents in executable task environments with realistic, multi-level feedback and lets them iterate for **12+ hours** per task — tracking the full trajectory of improvement, not just the final score. We publicly release **51 tasks** along with the full evaluation framework. Analyzing ~38,000 hours of agent interaction on all 134 tasks, we find that **performance follows a log-sigmoid scaling law as a function of interaction time** ($R^2 = 0.998$). See the [tech report](https://edge-bench.org/paper.pdf) for details. Leaderboard Full Benchmark (134 tasks) | Model | @2h | @4h | @6h | @8h | @10h | **@12h** | |:------|:---:|:---:|:---:|:---:|:----:|:--------:| | **Claude Opus 4.8** | **39.0** |..."},"evidence_pages":[],"related_signals":[{"id":"df9e382d-749a-4f70-a0d4-7a3b368cb6e1","url":"https://onlylabs.fyi/signals/df9e382d-749a-4f70-a0d4-7a3b368cb6e1","source_url":"https://github.com/ByteDance-Seed/UAM","title":"ByteDance-Seed/UAM","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-06-18T04:22:51+00:00","first_seen_at":"2026-06-26T07:00:44.50249+00:00","date_source":"source"},{"id":"fb9d28ea-d4d8-4b5d-adba-72d697e5b35e","url":"https://onlylabs.fyi/signals/fb9d28ea-d4d8-4b5d-adba-72d697e5b35e","source_url":"https://github.com/ByteDance-Seed/par-protein","title":"ByteDance-Seed/par-protein","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"bytedance","name":"ByteDance (Doubao/Seed)","category":"frontier-lab"},"occurred_at":"2026-06-16T07:36:23+00:00","first_seen_at":"2026-07-03T07:00:47.616699+00:00","date_source":"source"},{"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"}]}