{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Fork: NousResearch/LeastLoadedEP","description":"Nous Research fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/88cc10f7-8b5f-42ca-8a56-84b129649474","json_url":"https://onlylabs.fyi/signals/88cc10f7-8b5f-42ca-8a56-84b129649474/signal.json","generated_at":"2026-06-11T02:43:11.838587+00:00","org":{"slug":"nous","name":"Nous Research","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/nous","dossier_json_url":"https://onlylabs.fyi/labs/nous/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/88cc10f7-8b5f-42ca-8a56-84b129649474","signal_json":"https://onlylabs.fyi/signals/88cc10f7-8b5f-42ca-8a56-84b129649474/signal.json","source":"https://github.com/NousResearch/LeastLoadedEP","lab_dossier":"https://onlylabs.fyi/labs/nous","lab_dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis":"https://onlylabs.fyi/analysis/nous","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/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":"Nous Research forked NousResearch/LeastLoadedEP (forked from SalesforceAIResearch/LeastLoadedEP). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/LeastLoadedEP · parent SalesforceAIResearch/LeastLoadedEP · Low-star fork, trivial. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/NousResearch/LeastLoadedEP","source_host":"github.com","occurred_at":"2026-02-12T22:54:52+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source","context":"forked from SalesforceAIResearch/LeastLoadedEP"},"context_markers":[{"label":"Lab","value":"Nous Research","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NousResearch/LeastLoadedEP","source":"source"},{"label":"Parent","value":"SalesforceAIResearch/LeastLoadedEP","source":"source"},{"label":"Stars","value":"3","source":"traction"},{"label":"Notability","value":"Low-star fork, trivial","source":"signal"},{"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/NousResearch/LeastLoadedEP"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:43:11.838587+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/88cc10f7-8b5f-42ca-8a56-84b129649474/signal.json","dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/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/88cc10f7-8b5f-42ca-8a56-84b129649474/signal.json","required":true},{"label":"source","url":"https://github.com/NousResearch/LeastLoadedEP","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nous/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nous/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 Nous Research's fork signal \"NousResearch/LeastLoadedEP\" for neolab strategy."},"semantic_triples":[{"subject":"Nous Research","predicate":"forked","object":"NousResearch/LeastLoadedEP","text":"Nous Research forked NousResearch/LeastLoadedEP."},{"subject":"NousResearch/LeastLoadedEP","predicate":"is classified as","object":"fork signal","text":"NousResearch/LeastLoadedEP is classified as fork signal."},{"subject":"NousResearch/LeastLoadedEP","predicate":"belongs to","object":"forks desk","text":"NousResearch/LeastLoadedEP belongs to forks desk."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has context","object":"forked from SalesforceAIResearch/LeastLoadedEP","text":"NousResearch/LeastLoadedEP has context forked from SalesforceAIResearch/LeastLoadedEP."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/LeastLoadedEP has evidence coverage 1 captured evidence page."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has captured page count","object":"1","text":"NousResearch/LeastLoadedEP has captured page count 1."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has readable page count","object":"1","text":"NousResearch/LeastLoadedEP has readable page count 1."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has related signal count","object":"6","text":"NousResearch/LeastLoadedEP has related signal count 6."},{"subject":"NousResearch/LeastLoadedEP","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":"NousResearch/LeastLoadedEP 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":"NousResearch/LeastLoadedEP","predicate":"has source host","object":"github.com","text":"NousResearch/LeastLoadedEP has source host github.com."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has lab","object":"Nous Research","text":"NousResearch/LeastLoadedEP has lab Nous Research."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has signal desk","object":"forks","text":"NousResearch/LeastLoadedEP has signal desk forks."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has source host","object":"github.com","text":"NousResearch/LeastLoadedEP has source host github.com."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has repository","object":"NousResearch/LeastLoadedEP","text":"NousResearch/LeastLoadedEP has repository NousResearch/LeastLoadedEP."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has parent","object":"SalesforceAIResearch/LeastLoadedEP","text":"NousResearch/LeastLoadedEP has parent SalesforceAIResearch/LeastLoadedEP."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has stars","object":"3","text":"NousResearch/LeastLoadedEP has stars 3."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has notability","object":"Low-star fork, trivial","text":"NousResearch/LeastLoadedEP has notability Low-star fork, trivial."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has watch term","object":"Infrastructure","text":"NousResearch/LeastLoadedEP has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Nous Research forked NousResearch/LeastLoadedEP (forked from SalesforceAIResearch/LeastLoadedEP). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo NousResearch/LeastLoadedEP · parent SalesforceAIResearch/LeastLoadedEP · Low-star fork, trivial. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Nous Research","predicate":"forked","object":"NousResearch/LeastLoadedEP","text":"Nous Research forked NousResearch/LeastLoadedEP."},{"subject":"NousResearch/LeastLoadedEP","predicate":"is classified as","object":"fork signal","text":"NousResearch/LeastLoadedEP is classified as fork signal."},{"subject":"NousResearch/LeastLoadedEP","predicate":"belongs to","object":"forks desk","text":"NousResearch/LeastLoadedEP belongs to forks desk."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has context","object":"forked from SalesforceAIResearch/LeastLoadedEP","text":"NousResearch/LeastLoadedEP has context forked from SalesforceAIResearch/LeastLoadedEP."},{"subject":"NousResearch/LeastLoadedEP","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/LeastLoadedEP has evidence coverage 1 captured evidence page."}]},"signal":{"id":"88cc10f7-8b5f-42ca-8a56-84b129649474","url":"https://onlylabs.fyi/signals/88cc10f7-8b5f-42ca-8a56-84b129649474","json_url":"https://onlylabs.fyi/signals/88cc10f7-8b5f-42ca-8a56-84b129649474/signal.json","source_url":"https://github.com/NousResearch/LeastLoadedEP","title":"NousResearch/LeastLoadedEP","summary":"Nous Research forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from SalesforceAIResearch/LeastLoadedEP","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-02-12T22:54:52+00:00","first_seen_at":"2026-06-06T01:49:37.982614+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/NousResearch/LeastLoadedEP"]},"facets":{"repo":"NousResearch/LeastLoadedEP","parent":"SalesforceAIResearch/LeastLoadedEP"},"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":{"url":"https://github.com/NousResearch/LeastLoadedEP","final_url":"https://github.com/NousResearch/LeastLoadedEP","title":"NousResearch/LeastLoadedEP repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:11.838587+00:00","bytes":24369,"raw_path":"a1496b25de4c001b52281a38bcab7b592549b9ab42fc2be54f2c16606b865dc9.json","content_hash":"3a8d4363439760bf2bcdb3bed2832e864c834a0f21d0cb5aa1fd2edce7329541","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/LeastLoadedEP License: Apache-2.0 Stars: 3 Forks: 3 Open issues: 0 Created: 2026-02-12T22:54:52Z Pushed: 2026-02-12T23:02:53Z Default branch: main Fork: yes Parent repository: SalesforceAIResearch/LeastLoadedEP Archived: no README: Least-Loaded Expert Parallelism (LLEP) [![Paper](https://img.shields.io/badge/Paper-arXiv-B31B1B?style=for-the-badge&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2601.17111) [![Interactive Demo](https://img.shields.io/badge/DEMO-4285F4?style=for-the-badge&logo=googlechrome&logoColor=white)](https://huggingface.co/spaces/Salesforce/LeastLoadedEP) [![PDF](https://img.shields.io/badge/PDF-brightgreen?style=for-the-badge&logoColor=white)](./llep_paper.pdf) > Disclaimer: This repository is provided for research purposes only. LLEP is an EP algorithm that dynamically reroutes excess tokens—along with their associated expert parameters—from overloaded devices to underutilized ones. It ensures that all devices complete their workloads within the minimum collective latency while respecting memory constraints. LLEP shines when pre-trained MoE models exhibit unpredictable imbalanced routing -- which is often the case even for the most powerful..."},"evidence_pages":[{"url":"https://github.com/NousResearch/LeastLoadedEP","final_url":"https://github.com/NousResearch/LeastLoadedEP","title":"NousResearch/LeastLoadedEP repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:11.838587+00:00","bytes":24369,"raw_path":"a1496b25de4c001b52281a38bcab7b592549b9ab42fc2be54f2c16606b865dc9.json","content_hash":"3a8d4363439760bf2bcdb3bed2832e864c834a0f21d0cb5aa1fd2edce7329541","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/LeastLoadedEP License: Apache-2.0 Stars: 3 Forks: 3 Open issues: 0 Created: 2026-02-12T22:54:52Z Pushed: 2026-02-12T23:02:53Z Default branch: main Fork: yes Parent repository: SalesforceAIResearch/LeastLoadedEP Archived: no README: Least-Loaded Expert Parallelism (LLEP) [![Paper](https://img.shields.io/badge/Paper-arXiv-B31B1B?style=for-the-badge&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2601.17111) [![Interactive Demo](https://img.shields.io/badge/DEMO-4285F4?style=for-the-badge&logo=googlechrome&logoColor=white)](https://huggingface.co/spaces/Salesforce/LeastLoadedEP) [![PDF](https://img.shields.io/badge/PDF-brightgreen?style=for-the-badge&logoColor=white)](./llep_paper.pdf) > Disclaimer: This repository is provided for research purposes only. LLEP is an EP algorithm that dynamically reroutes excess tokens—along with their associated expert parameters—from overloaded devices to underutilized ones. It ensures that all devices complete their workloads within the minimum collective latency while respecting memory constraints. LLEP shines when pre-trained MoE models exhibit unpredictable imbalanced routing -- which is often the case even for the most powerful..."}],"related_signals":[{"id":"007a4fd1-4440-4405-853a-0a96c587ccb2","url":"https://onlylabs.fyi/signals/007a4fd1-4440-4405-853a-0a96c587ccb2","source_url":"https://github.com/NousResearch/Automodel","title":"NousResearch/Automodel","context":"forked from NVIDIA-NeMo/Automodel","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:18:10+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"cded9ac1-e648-4965-8bda-97827b4128d0","url":"https://onlylabs.fyi/signals/cded9ac1-e648-4965-8bda-97827b4128d0","source_url":"https://github.com/NousResearch/Megatron-LM","title":"NousResearch/Megatron-LM","context":"forked from NVIDIA/Megatron-LM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:17:29+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"a66f6267-7e1f-452a-8efd-640d342f9ce6","url":"https://onlylabs.fyi/signals/a66f6267-7e1f-452a-8efd-640d342f9ce6","source_url":"https://github.com/NousResearch/Megatron-Bridge","title":"NousResearch/Megatron-Bridge","context":"forked from NVIDIA-NeMo/Megatron-Bridge","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-27T12:17:08+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"8f913bfb-f7f5-4ebc-9d01-416bfaecdb12","url":"https://onlylabs.fyi/signals/8f913bfb-f7f5-4ebc-9d01-416bfaecdb12","source_url":"https://github.com/NousResearch/agent-governance-toolkit","title":"NousResearch/agent-governance-toolkit","context":"forked from microsoft/agent-governance-toolkit","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-05-10T22:34:18+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"b857381d-51f3-446f-9a61-234abaced3d1","url":"https://onlylabs.fyi/signals/b857381d-51f3-446f-9a61-234abaced3d1","source_url":"https://github.com/NousResearch/Nemotron","title":"NousResearch/Nemotron","context":"forked from NVIDIA-NeMo/Nemotron","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-04-27T14:08:47+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"},{"id":"a0d4e67f-3f35-4ea4-ab24-efba1dfd20b7","url":"https://onlylabs.fyi/signals/a0d4e67f-3f35-4ea4-ab24-efba1dfd20b7","source_url":"https://github.com/NousResearch/NemoClaw","title":"NousResearch/NemoClaw","context":"forked from NVIDIA/NemoClaw","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-04-24T18:35:00+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source"}]}