{"schema_version":"onlylabs.public_signal.v1","title":"Parasail Fork: parasail-ai/torchtitan","description":"Parasail fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/82e003a0-469f-4516-8c87-132ea4b70b55","json_url":"https://onlylabs.fyi/signals/82e003a0-469f-4516-8c87-132ea4b70b55/signal.json","generated_at":"2026-06-11T03:02:10.045519+00:00","org":{"slug":"parasail","name":"Parasail","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/parasail","dossier_json_url":"https://onlylabs.fyi/labs/parasail/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/82e003a0-469f-4516-8c87-132ea4b70b55","signal_json":"https://onlylabs.fyi/signals/82e003a0-469f-4516-8c87-132ea4b70b55/signal.json","source":"https://github.com/parasail-ai/torchtitan","lab_dossier":"https://onlylabs.fyi/labs/parasail","lab_dossier_json":"https://onlylabs.fyi/labs/parasail/dossier.json","analysis":"https://onlylabs.fyi/analysis/parasail","analysis_json":"https://onlylabs.fyi/analysis/parasail/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/parasail/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Parasail forked parasail-ai/torchtitan (forked from pytorch/torchtitan). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo parasail-ai/torchtitan · parent pytorch/torchtitan. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/parasail-ai/torchtitan","source_host":"github.com","occurred_at":"2024-06-27T22:34:25+00:00","first_seen_at":"2026-06-05T22:32:12.402256+00:00","date_source":"source","context":"forked from pytorch/torchtitan"},"context_markers":[{"label":"Lab","value":"Parasail","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"parasail-ai/torchtitan","source":"source"},{"label":"Parent","value":"pytorch/torchtitan","source":"source"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/parasail-ai/torchtitan"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:02:10.045519+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/82e003a0-469f-4516-8c87-132ea4b70b55/signal.json","dossier_json":"https://onlylabs.fyi/labs/parasail/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/parasail/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/parasail/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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/82e003a0-469f-4516-8c87-132ea4b70b55/signal.json","required":true},{"label":"source","url":"https://github.com/parasail-ai/torchtitan","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/parasail/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/parasail/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","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 Parasail's fork signal \"parasail-ai/torchtitan\" for neocloud strategy."},"semantic_triples":[{"subject":"Parasail","predicate":"forked","object":"parasail-ai/torchtitan","text":"Parasail forked parasail-ai/torchtitan."},{"subject":"parasail-ai/torchtitan","predicate":"is classified as","object":"fork signal","text":"parasail-ai/torchtitan is classified as fork signal."},{"subject":"parasail-ai/torchtitan","predicate":"belongs to","object":"forks desk","text":"parasail-ai/torchtitan belongs to forks desk."},{"subject":"parasail-ai/torchtitan","predicate":"has context","object":"forked from pytorch/torchtitan","text":"parasail-ai/torchtitan has context forked from pytorch/torchtitan."},{"subject":"parasail-ai/torchtitan","predicate":"has evidence coverage","object":"1 captured evidence page","text":"parasail-ai/torchtitan has evidence coverage 1 captured evidence page."},{"subject":"parasail-ai/torchtitan","predicate":"has captured page count","object":"1","text":"parasail-ai/torchtitan has captured page count 1."},{"subject":"parasail-ai/torchtitan","predicate":"has readable page count","object":"1","text":"parasail-ai/torchtitan has readable page count 1."},{"subject":"parasail-ai/torchtitan","predicate":"has related signal count","object":"6","text":"parasail-ai/torchtitan has related signal count 6."},{"subject":"parasail-ai/torchtitan","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":"parasail-ai/torchtitan 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":"parasail-ai/torchtitan","predicate":"has source host","object":"github.com","text":"parasail-ai/torchtitan has source host github.com."},{"subject":"parasail-ai/torchtitan","predicate":"has lab","object":"Parasail","text":"parasail-ai/torchtitan has lab Parasail."},{"subject":"parasail-ai/torchtitan","predicate":"has signal desk","object":"forks","text":"parasail-ai/torchtitan has signal desk forks."},{"subject":"parasail-ai/torchtitan","predicate":"has source host","object":"github.com","text":"parasail-ai/torchtitan has source host github.com."},{"subject":"parasail-ai/torchtitan","predicate":"has repository","object":"parasail-ai/torchtitan","text":"parasail-ai/torchtitan has repository parasail-ai/torchtitan."},{"subject":"parasail-ai/torchtitan","predicate":"has parent","object":"pytorch/torchtitan","text":"parasail-ai/torchtitan has parent pytorch/torchtitan."},{"subject":"parasail-ai/torchtitan","predicate":"has watch term","object":"Data pipeline","text":"parasail-ai/torchtitan has watch term Data pipeline."},{"subject":"parasail-ai/torchtitan","predicate":"has watch term","object":"Infrastructure","text":"parasail-ai/torchtitan has watch term Infrastructure."},{"subject":"parasail-ai/torchtitan","predicate":"has watch term","object":"Agents and tool use","text":"parasail-ai/torchtitan has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"forks","answer":"Parasail forked parasail-ai/torchtitan (forked from pytorch/torchtitan). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo parasail-ai/torchtitan · parent pytorch/torchtitan. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Parasail","predicate":"forked","object":"parasail-ai/torchtitan","text":"Parasail forked parasail-ai/torchtitan."},{"subject":"parasail-ai/torchtitan","predicate":"is classified as","object":"fork signal","text":"parasail-ai/torchtitan is classified as fork signal."},{"subject":"parasail-ai/torchtitan","predicate":"belongs to","object":"forks desk","text":"parasail-ai/torchtitan belongs to forks desk."},{"subject":"parasail-ai/torchtitan","predicate":"has context","object":"forked from pytorch/torchtitan","text":"parasail-ai/torchtitan has context forked from pytorch/torchtitan."},{"subject":"parasail-ai/torchtitan","predicate":"has evidence coverage","object":"1 captured evidence page","text":"parasail-ai/torchtitan has evidence coverage 1 captured evidence page."}]},"signal":{"id":"82e003a0-469f-4516-8c87-132ea4b70b55","url":"https://onlylabs.fyi/signals/82e003a0-469f-4516-8c87-132ea4b70b55","json_url":"https://onlylabs.fyi/signals/82e003a0-469f-4516-8c87-132ea4b70b55/signal.json","source_url":"https://github.com/parasail-ai/torchtitan","title":"parasail-ai/torchtitan","summary":"Parasail forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from pytorch/torchtitan","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"parasail","name":"Parasail","category":"neocloud"},"occurred_at":"2024-06-27T22:34:25+00:00","first_seen_at":"2026-06-05T22:32:12.402256+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/parasail-ai/torchtitan"]},"facets":{"repo":"parasail-ai/torchtitan","parent":"pytorch/torchtitan"},"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":{"url":"https://github.com/parasail-ai/torchtitan","final_url":"https://github.com/parasail-ai/torchtitan","title":"parasail-ai/torchtitan repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:10.045519+00:00","bytes":25715,"raw_path":"303cff031bcba82ea08b9b456f60033565968b32e845fc38f110960ec833f61f.json","content_hash":"220b80b170a6663d77a9cc18cca3e47514f4ca147ce5dcc4b9ec78d0608644cc","excerpt_chars":1200,"truncated":true,"excerpt":"parasail-ai/torchtitan Description: A native PyTorch Library for large model training Language: Python License: BSD-3-Clause Stars: 0 Forks: 0 Open issues: 0 Created: 2024-06-27T22:34:25Z Pushed: 2024-07-03T20:03:32Z Default branch: main Fork: yes Parent repository: pytorch/torchtitan Archived: no README: [![4 GPU Integration Test](https://github.com/pytorch/torchtitan/actions/workflows/integration_test_4gpu.yaml/badge.svg?branch=main)](https://github.com/pytorch/torchtitan/actions/workflows/integration_test_4gpu.yaml?query=branch%3Amain) [![8 GPU Integration Test](https://github.com/pytorch/torchtitan/actions/workflows/integration_test_8gpu.yaml/badge.svg?branch=main)](https://github.com/pytorch/torchtitan/actions/workflows/integration_test_8gpu.yaml?query=branch%3Amain) torchtitan `torchtitan` is currently in a pre-release state and under extensive development. `torchtitan` is a proof-of-concept for Large-scale LLM training using native PyTorch. It is (and will continue to be) a repo to showcase PyTorch's latest distributed training features in a clean, minimal codebase. torchtitan is complementary to and not a replacement for any of the great large-scale LLM training codebases..."},"evidence_pages":[{"url":"https://github.com/parasail-ai/torchtitan","final_url":"https://github.com/parasail-ai/torchtitan","title":"parasail-ai/torchtitan repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:10.045519+00:00","bytes":25715,"raw_path":"303cff031bcba82ea08b9b456f60033565968b32e845fc38f110960ec833f61f.json","content_hash":"220b80b170a6663d77a9cc18cca3e47514f4ca147ce5dcc4b9ec78d0608644cc","excerpt_chars":1200,"truncated":true,"excerpt":"parasail-ai/torchtitan Description: A native PyTorch Library for large model training Language: Python License: BSD-3-Clause Stars: 0 Forks: 0 Open issues: 0 Created: 2024-06-27T22:34:25Z Pushed: 2024-07-03T20:03:32Z Default branch: main Fork: yes Parent repository: pytorch/torchtitan Archived: no README: [![4 GPU Integration Test](https://github.com/pytorch/torchtitan/actions/workflows/integration_test_4gpu.yaml/badge.svg?branch=main)](https://github.com/pytorch/torchtitan/actions/workflows/integration_test_4gpu.yaml?query=branch%3Amain) [![8 GPU Integration Test](https://github.com/pytorch/torchtitan/actions/workflows/integration_test_8gpu.yaml/badge.svg?branch=main)](https://github.com/pytorch/torchtitan/actions/workflows/integration_test_8gpu.yaml?query=branch%3Amain) torchtitan `torchtitan` is currently in a pre-release state and under extensive development. `torchtitan` is a proof-of-concept for Large-scale LLM training using native PyTorch. It is (and will continue to be) a repo to showcase PyTorch's latest distributed training features in a clean, minimal codebase. torchtitan is complementary to and not a replacement for any of the great large-scale LLM training codebases..."}],"related_signals":[{"id":"4ff2f971-902e-4367-b710-11924dd8bf3a","url":"https://onlylabs.fyi/signals/4ff2f971-902e-4367-b710-11924dd8bf3a","source_url":"https://github.com/parasail-ai/triton","title":"parasail-ai/triton","context":"forked from triton-lang/triton","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"parasail","name":"Parasail","category":"neocloud"},"occurred_at":"2025-12-19T00:22:00+00:00","first_seen_at":"2026-06-05T22:32:12.402256+00:00","date_source":"source"},{"id":"34e21bbf-1f37-4fd7-a91e-2ab89de06910","url":"https://onlylabs.fyi/signals/34e21bbf-1f37-4fd7-a91e-2ab89de06910","source_url":"https://github.com/parasail-ai/mistral-common","title":"parasail-ai/mistral-common","context":"forked from mistralai/mistral-common","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"parasail","name":"Parasail","category":"neocloud"},"occurred_at":"2025-10-28T22:51:43+00:00","first_seen_at":"2026-06-05T22:32:12.402256+00:00","date_source":"source"},{"id":"a962fe8e-ef28-4f58-874b-7fc1dd12491b","url":"https://onlylabs.fyi/signals/a962fe8e-ef28-4f58-874b-7fc1dd12491b","source_url":"https://github.com/parasail-ai/curator","title":"parasail-ai/curator","context":"forked from bespokelabsai/curator","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"parasail","name":"Parasail","category":"neocloud"},"occurred_at":"2025-05-07T17:46:19+00:00","first_seen_at":"2026-06-05T22:32:12.402256+00:00","date_source":"source"},{"id":"6c6fbedb-8ac9-48cd-a5dc-ac8af966da76","url":"https://onlylabs.fyi/signals/6c6fbedb-8ac9-48cd-a5dc-ac8af966da76","source_url":"https://github.com/parasail-ai/traefik-forward-auth","title":"parasail-ai/traefik-forward-auth","context":"forked from thomseddon/traefik-forward-auth","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"parasail","name":"Parasail","category":"neocloud"},"occurred_at":"2025-03-05T19:25:21+00:00","first_seen_at":"2026-06-05T22:32:12.402256+00:00","date_source":"source"},{"id":"73bba283-8baa-468c-8a14-dd073489dac9","url":"https://onlylabs.fyi/signals/73bba283-8baa-468c-8a14-dd073489dac9","source_url":"https://github.com/parasail-ai/VLMEvalKit","title":"parasail-ai/VLMEvalKit","context":"forked from open-compass/VLMEvalKit","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"parasail","name":"Parasail","category":"neocloud"},"occurred_at":"2024-12-29T22:26:39+00:00","first_seen_at":"2026-06-05T22:32:12.402256+00:00","date_source":"source"},{"id":"8f428ea1-b5ef-4d47-87b3-111b151ce224","url":"https://onlylabs.fyi/signals/8f428ea1-b5ef-4d47-87b3-111b151ce224","source_url":"https://github.com/parasail-ai/simple-evals","title":"parasail-ai/simple-evals","context":"forked from openai/simple-evals","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"parasail","name":"Parasail","category":"neocloud"},"occurred_at":"2024-07-10T18:20:10+00:00","first_seen_at":"2026-06-05T22:32:12.402256+00:00","date_source":"source"}]}