{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Repo: friendliai/FAI-Model","description":"FriendliAI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6591d9a6-b9f4-4392-9f94-56f03f8857bb","json_url":"https://onlylabs.fyi/signals/6591d9a6-b9f4-4392-9f94-56f03f8857bb/signal.json","generated_at":"2026-06-11T04:09:58.400149+00:00","org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/friendliai","dossier_json_url":"https://onlylabs.fyi/labs/friendliai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/6591d9a6-b9f4-4392-9f94-56f03f8857bb","signal_json":"https://onlylabs.fyi/signals/6591d9a6-b9f4-4392-9f94-56f03f8857bb/signal.json","source":"https://github.com/friendliai/FAI-Model","lab_dossier":"https://onlylabs.fyi/labs/friendliai","lab_dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis":"https://onlylabs.fyi/analysis/friendliai","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"FriendliAI published friendliai/FAI-Model (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo friendliai/FAI-Model · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/friendliai/FAI-Model","source_host":"github.com","occurred_at":"2022-05-19T08:07:53+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"FriendliAI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"friendliai/FAI-Model","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"90","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","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/friendliai/FAI-Model"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:58.400149+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6591d9a6-b9f4-4392-9f94-56f03f8857bb/signal.json","dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"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?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/6591d9a6-b9f4-4392-9f94-56f03f8857bb/signal.json","required":true},{"label":"source","url":"https://github.com/friendliai/FAI-Model","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/friendliai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/friendliai/evidence.json","required":true},{"label":"topic_signals_json","url":null,"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 FriendliAI's repo signal \"friendliai/FAI-Model\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"published repo","object":"friendliai/FAI-Model","text":"FriendliAI published repo friendliai/FAI-Model."},{"subject":"friendliai/FAI-Model","predicate":"is classified as","object":"repo signal","text":"friendliai/FAI-Model is classified as repo signal."},{"subject":"friendliai/FAI-Model","predicate":"belongs to","object":"repos desk","text":"friendliai/FAI-Model belongs to repos desk."},{"subject":"friendliai/FAI-Model","predicate":"has context","object":"Python","text":"friendliai/FAI-Model has context Python."},{"subject":"friendliai/FAI-Model","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/FAI-Model has evidence coverage 1 captured evidence page."},{"subject":"friendliai/FAI-Model","predicate":"has captured page count","object":"1","text":"friendliai/FAI-Model has captured page count 1."},{"subject":"friendliai/FAI-Model","predicate":"has readable page count","object":"1","text":"friendliai/FAI-Model has readable page count 1."},{"subject":"friendliai/FAI-Model","predicate":"has related signal count","object":"6","text":"friendliai/FAI-Model has related signal count 6."},{"subject":"friendliai/FAI-Model","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":"friendliai/FAI-Model 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":"friendliai/FAI-Model","predicate":"has source host","object":"github.com","text":"friendliai/FAI-Model has source host github.com."},{"subject":"friendliai/FAI-Model","predicate":"has lab","object":"FriendliAI","text":"friendliai/FAI-Model has lab FriendliAI."},{"subject":"friendliai/FAI-Model","predicate":"has signal desk","object":"repos","text":"friendliai/FAI-Model has signal desk repos."},{"subject":"friendliai/FAI-Model","predicate":"has source host","object":"github.com","text":"friendliai/FAI-Model has source host github.com."},{"subject":"friendliai/FAI-Model","predicate":"has repository","object":"friendliai/FAI-Model","text":"friendliai/FAI-Model has repository friendliai/FAI-Model."},{"subject":"friendliai/FAI-Model","predicate":"has language","object":"Python","text":"friendliai/FAI-Model has language Python."},{"subject":"friendliai/FAI-Model","predicate":"has stars","object":"90","text":"friendliai/FAI-Model has stars 90."},{"subject":"friendliai/FAI-Model","predicate":"has watch term","object":"Eval methodology","text":"friendliai/FAI-Model has watch term Eval methodology."},{"subject":"friendliai/FAI-Model","predicate":"has watch term","object":"Data pipeline","text":"friendliai/FAI-Model has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"FriendliAI published friendliai/FAI-Model (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo friendliai/FAI-Model · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"FriendliAI","predicate":"published repo","object":"friendliai/FAI-Model","text":"FriendliAI published repo friendliai/FAI-Model."},{"subject":"friendliai/FAI-Model","predicate":"is classified as","object":"repo signal","text":"friendliai/FAI-Model is classified as repo signal."},{"subject":"friendliai/FAI-Model","predicate":"belongs to","object":"repos desk","text":"friendliai/FAI-Model belongs to repos desk."},{"subject":"friendliai/FAI-Model","predicate":"has context","object":"Python","text":"friendliai/FAI-Model has context Python."},{"subject":"friendliai/FAI-Model","predicate":"has evidence coverage","object":"1 captured evidence page","text":"friendliai/FAI-Model has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6591d9a6-b9f4-4392-9f94-56f03f8857bb","url":"https://onlylabs.fyi/signals/6591d9a6-b9f4-4392-9f94-56f03f8857bb","json_url":"https://onlylabs.fyi/signals/6591d9a6-b9f4-4392-9f94-56f03f8857bb/signal.json","source_url":"https://github.com/friendliai/FAI-Model","title":"friendliai/FAI-Model","summary":"FriendliAI 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":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2022-05-19T08:07:53+00:00","first_seen_at":"2026-06-05T22:32:12.597479+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/friendliai/FAI-Model"]},"facets":{"repo":"friendliai/FAI-Model","language":"Python"},"traction":{"github_stars":90,"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/friendliai/FAI-Model","final_url":"https://github.com/friendliai/FAI-Model","title":"friendliai/FAI-Model repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:58.400149+00:00","bytes":12495,"raw_path":"ff0b46efb21219b4c8bc6f2879d9c59cc1d5d6d8f7ccac5cc5bcf3c38ce8702c.json","content_hash":"960df29e7273c0c4a6500f782b27365ec009ef5df15547b19d6d4b6aeba9e487","excerpt_chars":1200,"truncated":true,"excerpt":"friendliai/FAI-Model Description: FriendliAI Model Hub Language: Python Stars: 90 Forks: 2 Open issues: 0 Created: 2022-05-19T08:07:53Z Pushed: 2022-06-09T06:20:08Z Default branch: main Fork: no Archived: no README: GPT-FAI 13B This repository introduces our GPT-FAI 13B model. GPT-FAI 13B is a GPT-3 model with 13 billion parameters, which is a large autoregressive language model pretrained by [FriendliAI](https://friendli.ai/). GPT-FAI 13B is pretrained using [PeriFlow](https://friendli.ai/product), our service for training and serving large-scale AI models. With PeriFlow, anyone can train large-scale models on hundreds of GPUs or more in the cloud easily. PeriFlow training is fast, thanks to our training optimization technologies and quickly and automatically handles various faults that may arise during training. You can train and serve transformer models such as GPT-FAI 13B or bigger ones on PeriFlow. PeriFlow provides an optimized serving system that shows an order of magnitude higher performance than current state-of-the-art systems like NVIDIA [FasterTransformer](https://github.com/NVIDIA/FasterTransformer). If you are interested in PeriFlow, please contact us at..."},"evidence_pages":[{"url":"https://github.com/friendliai/FAI-Model","final_url":"https://github.com/friendliai/FAI-Model","title":"friendliai/FAI-Model repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:58.400149+00:00","bytes":12495,"raw_path":"ff0b46efb21219b4c8bc6f2879d9c59cc1d5d6d8f7ccac5cc5bcf3c38ce8702c.json","content_hash":"960df29e7273c0c4a6500f782b27365ec009ef5df15547b19d6d4b6aeba9e487","excerpt_chars":1200,"truncated":true,"excerpt":"friendliai/FAI-Model Description: FriendliAI Model Hub Language: Python Stars: 90 Forks: 2 Open issues: 0 Created: 2022-05-19T08:07:53Z Pushed: 2022-06-09T06:20:08Z Default branch: main Fork: no Archived: no README: GPT-FAI 13B This repository introduces our GPT-FAI 13B model. GPT-FAI 13B is a GPT-3 model with 13 billion parameters, which is a large autoregressive language model pretrained by [FriendliAI](https://friendli.ai/). GPT-FAI 13B is pretrained using [PeriFlow](https://friendli.ai/product), our service for training and serving large-scale AI models. With PeriFlow, anyone can train large-scale models on hundreds of GPUs or more in the cloud easily. PeriFlow training is fast, thanks to our training optimization technologies and quickly and automatically handles various faults that may arise during training. You can train and serve transformer models such as GPT-FAI 13B or bigger ones on PeriFlow. PeriFlow provides an optimized serving system that shows an order of magnitude higher performance than current state-of-the-art systems like NVIDIA [FasterTransformer](https://github.com/NVIDIA/FasterTransformer). If you are interested in PeriFlow, please contact us at..."}],"related_signals":[{"id":"69396b58-e34a-4a48-82dc-259b33eb9727","url":"https://onlylabs.fyi/signals/69396b58-e34a-4a48-82dc-259b33eb9727","source_url":"https://github.com/friendliai/friendli-gradio","title":"friendliai/friendli-gradio","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2025-08-20T08:00:05+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"56933ee9-6f23-4067-93d5-02b4b9492d1e","url":"https://onlylabs.fyi/signals/56933ee9-6f23-4067-93d5-02b4b9492d1e","source_url":"https://github.com/friendliai/friendli-python","title":"friendliai/friendli-python","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-09-03T05:29:17+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"1de53474-8b10-45dc-8697-19ac92ceb635","url":"https://onlylabs.fyi/signals/1de53474-8b10-45dc-8697-19ac92ceb635","source_url":"https://github.com/friendliai/atlas-go-sdk","title":"friendliai/atlas-go-sdk","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-08-21T05:53:13+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"ba9e76ea-24c8-49b5-a882-2704b08b783a","url":"https://onlylabs.fyi/signals/ba9e76ea-24c8-49b5-a882-2704b08b783a","source_url":"https://github.com/friendliai/examples","title":"friendliai/examples","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-22T06:14:40+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"c19a5f8f-7de6-4aaa-9002-ac5348848b56","url":"https://onlylabs.fyi/signals/c19a5f8f-7de6-4aaa-9002-ac5348848b56","source_url":"https://github.com/friendliai/design-token-transformer","title":"friendliai/design-token-transformer","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-19T08:41:22+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"},{"id":"574e3c35-1d5f-4114-880b-419ac85920e2","url":"https://onlylabs.fyi/signals/574e3c35-1d5f-4114-880b-419ac85920e2","source_url":"https://github.com/friendliai/container-resource","title":"friendliai/container-resource","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2024-07-17T10:58:29+00:00","first_seen_at":"2026-06-05T22:32:12.597479+00:00","date_source":"source"}]}