{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Fork: sarvamai/Megatron-Bridge","description":"Sarvam AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/82485b63-f29f-4c79-a7fa-ceb5b0ef42e6","json_url":"https://onlylabs.fyi/signals/82485b63-f29f-4c79-a7fa-ceb5b0ef42e6/signal.json","generated_at":"2026-06-11T02:43:24.18775+00:00","org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/sarvam","dossier_json_url":"https://onlylabs.fyi/labs/sarvam/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/82485b63-f29f-4c79-a7fa-ceb5b0ef42e6","signal_json":"https://onlylabs.fyi/signals/82485b63-f29f-4c79-a7fa-ceb5b0ef42e6/signal.json","source":"https://github.com/sarvamai/Megatron-Bridge","lab_dossier":"https://onlylabs.fyi/labs/sarvam","lab_dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis":"https://onlylabs.fyi/analysis/sarvam","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/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":"Sarvam AI forked sarvamai/Megatron-Bridge (forked from NVIDIA-NeMo/Megatron-Bridge). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo sarvamai/Megatron-Bridge · parent NVIDIA-NeMo/Megatron-Bridge · Routine fork with no traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/sarvamai/Megatron-Bridge","source_host":"github.com","occurred_at":"2025-12-28T11:09:08+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source","context":"forked from NVIDIA-NeMo/Megatron-Bridge"},"context_markers":[{"label":"Lab","value":"Sarvam AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"sarvamai/Megatron-Bridge","source":"source"},{"label":"Parent","value":"NVIDIA-NeMo/Megatron-Bridge","source":"source"},{"label":"Notability","value":"Routine fork with no traction","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"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/sarvamai/Megatron-Bridge"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:43:24.18775+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/82485b63-f29f-4c79-a7fa-ceb5b0ef42e6/signal.json","dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/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/82485b63-f29f-4c79-a7fa-ceb5b0ef42e6/signal.json","required":true},{"label":"source","url":"https://github.com/sarvamai/Megatron-Bridge","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/sarvam/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/sarvam/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 Sarvam AI's fork signal \"sarvamai/Megatron-Bridge\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"forked","object":"sarvamai/Megatron-Bridge","text":"Sarvam AI forked sarvamai/Megatron-Bridge."},{"subject":"sarvamai/Megatron-Bridge","predicate":"is classified as","object":"fork signal","text":"sarvamai/Megatron-Bridge is classified as fork signal."},{"subject":"sarvamai/Megatron-Bridge","predicate":"belongs to","object":"forks desk","text":"sarvamai/Megatron-Bridge belongs to forks desk."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has context","object":"forked from NVIDIA-NeMo/Megatron-Bridge","text":"sarvamai/Megatron-Bridge has context forked from NVIDIA-NeMo/Megatron-Bridge."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/Megatron-Bridge has evidence coverage 1 captured evidence page."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has captured page count","object":"1","text":"sarvamai/Megatron-Bridge has captured page count 1."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has readable page count","object":"1","text":"sarvamai/Megatron-Bridge has readable page count 1."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has related signal count","object":"6","text":"sarvamai/Megatron-Bridge has related signal count 6."},{"subject":"sarvamai/Megatron-Bridge","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":"sarvamai/Megatron-Bridge 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":"sarvamai/Megatron-Bridge","predicate":"has source host","object":"github.com","text":"sarvamai/Megatron-Bridge has source host github.com."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has lab","object":"Sarvam AI","text":"sarvamai/Megatron-Bridge has lab Sarvam AI."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has signal desk","object":"forks","text":"sarvamai/Megatron-Bridge has signal desk forks."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has source host","object":"github.com","text":"sarvamai/Megatron-Bridge has source host github.com."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has repository","object":"sarvamai/Megatron-Bridge","text":"sarvamai/Megatron-Bridge has repository sarvamai/Megatron-Bridge."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has parent","object":"NVIDIA-NeMo/Megatron-Bridge","text":"sarvamai/Megatron-Bridge has parent NVIDIA-NeMo/Megatron-Bridge."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has notability","object":"Routine fork with no traction","text":"sarvamai/Megatron-Bridge has notability Routine fork with no traction."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has watch term","object":"Model card","text":"sarvamai/Megatron-Bridge has watch term Model card."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has watch term","object":"Infrastructure","text":"sarvamai/Megatron-Bridge has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Sarvam AI forked sarvamai/Megatron-Bridge (forked from NVIDIA-NeMo/Megatron-Bridge). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo sarvamai/Megatron-Bridge · parent NVIDIA-NeMo/Megatron-Bridge · Routine fork with no traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"forked","object":"sarvamai/Megatron-Bridge","text":"Sarvam AI forked sarvamai/Megatron-Bridge."},{"subject":"sarvamai/Megatron-Bridge","predicate":"is classified as","object":"fork signal","text":"sarvamai/Megatron-Bridge is classified as fork signal."},{"subject":"sarvamai/Megatron-Bridge","predicate":"belongs to","object":"forks desk","text":"sarvamai/Megatron-Bridge belongs to forks desk."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has context","object":"forked from NVIDIA-NeMo/Megatron-Bridge","text":"sarvamai/Megatron-Bridge has context forked from NVIDIA-NeMo/Megatron-Bridge."},{"subject":"sarvamai/Megatron-Bridge","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/Megatron-Bridge has evidence coverage 1 captured evidence page."}]},"signal":{"id":"82485b63-f29f-4c79-a7fa-ceb5b0ef42e6","url":"https://onlylabs.fyi/signals/82485b63-f29f-4c79-a7fa-ceb5b0ef42e6","json_url":"https://onlylabs.fyi/signals/82485b63-f29f-4c79-a7fa-ceb5b0ef42e6/signal.json","source_url":"https://github.com/sarvamai/Megatron-Bridge","title":"sarvamai/Megatron-Bridge","summary":"Sarvam AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from NVIDIA-NeMo/Megatron-Bridge","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam 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NeMo](https://github.com/NVIDIA-NeMo/Megatron-Bridge/actions/workflows/cicd-main.yml/badge.svg)](https://github.com/NVIDIA-NeMo/Megatron-Bridge/actions/workflows/cicd-main.yml) [![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/release/python-3100/) [![GitHub Stars](https://img.shields.io/github/stars/NVIDIA-NeMo/Megatron-Bridge.svg?style=social&label=Star&cacheSeconds=14400)](https://github.com/NVIDIA-NeMo/Megatron-Bridge/stargazers/) [Documentation](https://docs.nvidia.com/nemo/megatron-bridge/latest/) | [Supported Models](#supported-models) |..."},"evidence_pages":[{"url":"https://github.com/sarvamai/Megatron-Bridge","final_url":"https://github.com/sarvamai/Megatron-Bridge","title":"sarvamai/Megatron-Bridge repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:43:24.18775+00:00","bytes":43825,"raw_path":"111e64379f99b1c0a0424743610064a207638646069d18b070c1bc966b3a87d5.json","content_hash":"4f809b7283b79b7fa898b92917c1fbe21b5af9e619a52680306481dfa3d14996","excerpt_chars":1200,"truncated":true,"excerpt":"sarvamai/Megatron-Bridge Description: HuggingFace conversion and training library for Megatron-based models Language: Python License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 0 Created: 2025-12-28T11:09:08Z Pushed: 2026-03-27T12:05:06Z Default branch: main Fork: yes Parent repository: NVIDIA-NeMo/Megatron-Bridge Archived: no README: <div align=\"center\"> NeMo Megatron Bridge [![codecov](https://codecov.io/github/NVIDIA-NeMo/Megatron-Bridge/graph/badge.svg?token=4NMKZVOW2Z)](https://codecov.io/github/NVIDIA-NeMo/Megatron-Bridge) [![CICD NeMo](https://github.com/NVIDIA-NeMo/Megatron-Bridge/actions/workflows/cicd-main.yml/badge.svg)](https://github.com/NVIDIA-NeMo/Megatron-Bridge/actions/workflows/cicd-main.yml) [![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/release/python-3100/) [![GitHub Stars](https://img.shields.io/github/stars/NVIDIA-NeMo/Megatron-Bridge.svg?style=social&label=Star&cacheSeconds=14400)](https://github.com/NVIDIA-NeMo/Megatron-Bridge/stargazers/) [Documentation](https://docs.nvidia.com/nemo/megatron-bridge/latest/) | [Supported Models](#supported-models) |..."}],"related_signals":[{"id":"7d03d029-743f-4a65-9ea1-62aa80aea48a","url":"https://onlylabs.fyi/signals/7d03d029-743f-4a65-9ea1-62aa80aea48a","source_url":"https://github.com/sarvamai/mlx-examples","title":"sarvamai/mlx-examples","context":"forked from ml-explore/mlx-examples","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam 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AI","category":"neolab"},"occurred_at":"2026-04-27T20:19:34+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"},{"id":"dbcfe832-62c4-464b-8eee-d3548b06c7d2","url":"https://onlylabs.fyi/signals/dbcfe832-62c4-464b-8eee-d3548b06c7d2","source_url":"https://github.com/sarvamai/indic_nlp_library_rdt","title":"sarvamai/indic_nlp_library_rdt","context":"forked from sarvamai/indic_nlp_library","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-02-17T21:20:23+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"}]}