{"schema_version":"onlylabs.public_signal.v1","title":"Upstage (Solar) Fork: UpstageAI/sonic-moe","description":"Upstage (Solar) fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/2e34d57c-9ae9-48a9-a360-bb9251d68288","json_url":"https://onlylabs.fyi/signals/2e34d57c-9ae9-48a9-a360-bb9251d68288/signal.json","generated_at":"2026-09-09T18:55:21.142Z","evidence_latest_fetched_at":"2026-09-05T07:02:51.590065+00:00","signal_first_seen_at":"2026-09-05T07:00:43.287596+00:00","org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/upstage","dossier_json_url":"https://onlylabs.fyi/labs/upstage/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/2e34d57c-9ae9-48a9-a360-bb9251d68288","signal_json":"https://onlylabs.fyi/signals/2e34d57c-9ae9-48a9-a360-bb9251d68288/signal.json","source":"https://github.com/UpstageAI/sonic-moe","lab_dossier":"https://onlylabs.fyi/labs/upstage","lab_dossier_json":"https://onlylabs.fyi/labs/upstage/dossier.json","analysis":"https://onlylabs.fyi/analysis/upstage","analysis_json":"https://onlylabs.fyi/analysis/upstage/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/upstage/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Upstage (Solar) forked UpstageAI/sonic-moe (forked from Dao-AILab/sonic-moe). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo UpstageAI/sonic-moe · parent Dao-AILab/sonic-moe. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/UpstageAI/sonic-moe","source_host":"github.com","occurred_at":"2026-09-04T09:14:58+00:00","first_seen_at":"2026-09-05T07:00:43.287596+00:00","date_source":"source","context":"forked from Dao-AILab/sonic-moe"},"context_markers":[{"label":"Lab","value":"Upstage (Solar)","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"UpstageAI/sonic-moe","source":"source"},{"label":"Parent","value":"Dao-AILab/sonic-moe","source":"source"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/UpstageAI/sonic-moe"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-05T07:02:51.590065+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/2e34d57c-9ae9-48a9-a360-bb9251d68288/signal.json","dossier_json":"https://onlylabs.fyi/labs/upstage/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/upstage/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/upstage/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/2e34d57c-9ae9-48a9-a360-bb9251d68288/signal.json","required":true},{"label":"source","url":"https://github.com/UpstageAI/sonic-moe","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/upstage/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/upstage/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","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 Upstage (Solar)'s fork signal \"UpstageAI/sonic-moe\" for neolab strategy."},"semantic_triples":[{"subject":"Upstage (Solar)","predicate":"forked","object":"UpstageAI/sonic-moe","text":"Upstage (Solar) forked UpstageAI/sonic-moe."},{"subject":"UpstageAI/sonic-moe","predicate":"is classified as","object":"fork signal","text":"UpstageAI/sonic-moe is classified as fork signal."},{"subject":"UpstageAI/sonic-moe","predicate":"belongs to","object":"forks desk","text":"UpstageAI/sonic-moe belongs to forks desk."},{"subject":"UpstageAI/sonic-moe","predicate":"has context","object":"forked from Dao-AILab/sonic-moe","text":"UpstageAI/sonic-moe has context forked from Dao-AILab/sonic-moe."},{"subject":"UpstageAI/sonic-moe","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/sonic-moe has evidence coverage 1 captured evidence page."},{"subject":"UpstageAI/sonic-moe","predicate":"has captured page count","object":"1","text":"UpstageAI/sonic-moe has captured page count 1."},{"subject":"UpstageAI/sonic-moe","predicate":"has readable page count","object":"1","text":"UpstageAI/sonic-moe has readable page count 1."},{"subject":"UpstageAI/sonic-moe","predicate":"has related signal count","object":"6","text":"UpstageAI/sonic-moe has related signal count 6."},{"subject":"UpstageAI/sonic-moe","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"UpstageAI/sonic-moe has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"UpstageAI/sonic-moe","predicate":"has source host","object":"github.com","text":"UpstageAI/sonic-moe has source host github.com."},{"subject":"UpstageAI/sonic-moe","predicate":"has lab","object":"Upstage (Solar)","text":"UpstageAI/sonic-moe has lab Upstage (Solar)."},{"subject":"UpstageAI/sonic-moe","predicate":"has signal desk","object":"forks","text":"UpstageAI/sonic-moe has signal desk forks."},{"subject":"UpstageAI/sonic-moe","predicate":"has source host","object":"github.com","text":"UpstageAI/sonic-moe has source host github.com."},{"subject":"UpstageAI/sonic-moe","predicate":"has repository","object":"UpstageAI/sonic-moe","text":"UpstageAI/sonic-moe has repository UpstageAI/sonic-moe."},{"subject":"UpstageAI/sonic-moe","predicate":"has parent","object":"Dao-AILab/sonic-moe","text":"UpstageAI/sonic-moe has parent Dao-AILab/sonic-moe."},{"subject":"UpstageAI/sonic-moe","predicate":"has watch term","object":"Eval methodology","text":"UpstageAI/sonic-moe has watch term Eval methodology."},{"subject":"UpstageAI/sonic-moe","predicate":"has watch term","object":"Infrastructure","text":"UpstageAI/sonic-moe has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Upstage (Solar) forked UpstageAI/sonic-moe (forked from Dao-AILab/sonic-moe). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo UpstageAI/sonic-moe · parent Dao-AILab/sonic-moe. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Upstage (Solar)","predicate":"forked","object":"UpstageAI/sonic-moe","text":"Upstage (Solar) forked UpstageAI/sonic-moe."},{"subject":"UpstageAI/sonic-moe","predicate":"is classified as","object":"fork signal","text":"UpstageAI/sonic-moe is classified as fork signal."},{"subject":"UpstageAI/sonic-moe","predicate":"belongs to","object":"forks desk","text":"UpstageAI/sonic-moe belongs to forks desk."},{"subject":"UpstageAI/sonic-moe","predicate":"has context","object":"forked from Dao-AILab/sonic-moe","text":"UpstageAI/sonic-moe has context forked from Dao-AILab/sonic-moe."},{"subject":"UpstageAI/sonic-moe","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/sonic-moe has evidence coverage 1 captured evidence page."}]},"signal":{"id":"2e34d57c-9ae9-48a9-a360-bb9251d68288","url":"https://onlylabs.fyi/signals/2e34d57c-9ae9-48a9-a360-bb9251d68288","json_url":"https://onlylabs.fyi/signals/2e34d57c-9ae9-48a9-a360-bb9251d68288/signal.json","source_url":"https://github.com/UpstageAI/sonic-moe","title":"UpstageAI/sonic-moe","summary":"Upstage (Solar) forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from Dao-AILab/sonic-moe","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-09-04T09:14:58+00:00","first_seen_at":"2026-09-05T07:00:43.287596+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/UpstageAI/sonic-moe"]},"facets":{"repo":"UpstageAI/sonic-moe","parent":"Dao-AILab/sonic-moe"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/UpstageAI/sonic-moe","final_url":"https://github.com/UpstageAI/sonic-moe","title":"UpstageAI/sonic-moe repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-05T07:02:51.590065+00:00","bytes":25240,"raw_path":"f40798cdea8807e3adeab7c5c62d0b1a4303618e4cbbbedf3988d4ce4c8056dc.json","content_hash":"8d73ee0a02bfc5709cc0404818c4b9e933c7acd661718e1d83261135e367bf85","excerpt_chars":1200,"truncated":true,"excerpt":"UpstageAI/sonic-moe Description: Accelerating MoE with IO and Tile-aware Optimizations License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2026-09-04T09:14:58Z Pushed: 2026-09-04T09:15:24Z Default branch: main Fork: yes Parent repository: Dao-AILab/sonic-moe Archived: no README: SonicMoE: Accelerating MoE with IO and Tile-aware Optimizations **SonicMoE** is a simple but blazing-fast Mixture-of-Experts (MoE) implementation optimized for NVIDIA Hopper (SM90), Blackwell datacenter (SM100, e.g. B200/B300), and Blackwell consumer (SM120, e.g. RTX 5090) GPUs. It mainly leverages [CuTeDSL](https://docs.nvidia.com/cutlass/media/docs/pythonDSL/cute_dsl_general/dsl_introduction.html) and [Triton](https://triton-lang.org/main/getting-started/tutorials/index.html) to deliver state-of-the-art performance through IO-aware optimizations. These 2 figures provide an overview of activation memory usage and training throughput on Hopper GPUs (H100) and Blackwell GPUs (B300). The current version of SonicMoE builds on the Grouped GEMM kernels from the [QuACK](https://github.com/Dao-AILab/quack/tree/main) library which is itself built on [CUTLASS](https://github.com/NVIDIA/cutlass)...."},"evidence_pages":[],"related_signals":[{"id":"559043f9-080e-4c7f-9629-6db81b6f7215","url":"https://onlylabs.fyi/signals/559043f9-080e-4c7f-9629-6db81b6f7215","source_url":"https://github.com/UpstageAI/hermes-agent","title":"UpstageAI/hermes-agent","context":"forked from NousResearch/hermes-agent","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-06-08T02:36:18+00:00","first_seen_at":"2026-06-08T07:01:17.823748+00:00","date_source":"source"},{"id":"df5240f5-a7c7-4253-85e9-512bcba041d9","url":"https://onlylabs.fyi/signals/df5240f5-a7c7-4253-85e9-512bcba041d9","source_url":"https://github.com/UpstageAI/opencode","title":"UpstageAI/opencode","context":"forked from anomalyco/opencode","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-02-22T20:57:19+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"96714acf-bfc6-4f25-ad4d-dcb3e019eaae","url":"https://onlylabs.fyi/signals/96714acf-bfc6-4f25-ad4d-dcb3e019eaae","source_url":"https://github.com/UpstageAI/Gym","title":"UpstageAI/Gym","context":"forked from NVIDIA-NeMo/Gym","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-01-31T02:52:48+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"00a08825-977b-40e9-86f7-9d88226a2434","url":"https://onlylabs.fyi/signals/00a08825-977b-40e9-86f7-9d88226a2434","source_url":"https://github.com/UpstageAI/transformers","title":"UpstageAI/transformers","context":"forked from huggingface/transformers","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-01-09T02:49:16+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"176d8916-1297-4814-bdbc-81b010962da6","url":"https://onlylabs.fyi/signals/176d8916-1297-4814-bdbc-81b010962da6","source_url":"https://github.com/UpstageAI/vllm","title":"UpstageAI/vllm","context":"forked from vllm-project/vllm","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2025-12-29T06:50:24+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"8a7d4f11-8520-44a7-94c7-2f6a61bb7e34","url":"https://onlylabs.fyi/signals/8a7d4f11-8520-44a7-94c7-2f6a61bb7e34","source_url":"https://github.com/UpstageAI/tau2-bench","title":"UpstageAI/tau2-bench","context":"forked from sierra-research/tau2-bench","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2025-08-07T05:50:18+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"}]}