{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Repo: arcee-ai/DistillKit","description":"Arcee AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/a408cea1-79ee-4127-900a-ebeaad43a8ac","json_url":"https://onlylabs.fyi/signals/a408cea1-79ee-4127-900a-ebeaad43a8ac/signal.json","generated_at":"2026-06-11T03:17:55.557607+00:00","org":{"slug":"arcee","name":"Arcee AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/arcee","dossier_json_url":"https://onlylabs.fyi/labs/arcee/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/a408cea1-79ee-4127-900a-ebeaad43a8ac","signal_json":"https://onlylabs.fyi/signals/a408cea1-79ee-4127-900a-ebeaad43a8ac/signal.json","source":"https://github.com/arcee-ai/DistillKit","lab_dossier":"https://onlylabs.fyi/labs/arcee","lab_dossier_json":"https://onlylabs.fyi/labs/arcee/dossier.json","analysis":"https://onlylabs.fyi/analysis/arcee","analysis_json":"https://onlylabs.fyi/analysis/arcee/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/arcee/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Arcee AI published arcee-ai/DistillKit (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo arcee-ai/DistillKit · language Python · New repo with nearly 1k stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/arcee-ai/DistillKit","source_host":"github.com","occurred_at":"2024-07-31T22:16:09+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Arcee AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"arcee-ai/DistillKit","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"960","source":"traction"},{"label":"Notability","value":"New repo with nearly 1k stars.","source":"signal"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/arcee-ai/DistillKit"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:55.557607+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a408cea1-79ee-4127-900a-ebeaad43a8ac/signal.json","dossier_json":"https://onlylabs.fyi/labs/arcee/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/arcee/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/arcee/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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/a408cea1-79ee-4127-900a-ebeaad43a8ac/signal.json","required":true},{"label":"source","url":"https://github.com/arcee-ai/DistillKit","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/arcee/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/arcee/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 Arcee AI's repo signal \"arcee-ai/DistillKit\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"published repo","object":"arcee-ai/DistillKit","text":"Arcee AI published repo arcee-ai/DistillKit."},{"subject":"arcee-ai/DistillKit","predicate":"is classified as","object":"repo signal","text":"arcee-ai/DistillKit is classified as repo signal."},{"subject":"arcee-ai/DistillKit","predicate":"belongs to","object":"repos desk","text":"arcee-ai/DistillKit belongs to repos desk."},{"subject":"arcee-ai/DistillKit","predicate":"has context","object":"Python","text":"arcee-ai/DistillKit has context Python."},{"subject":"arcee-ai/DistillKit","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/DistillKit has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/DistillKit","predicate":"has captured page count","object":"1","text":"arcee-ai/DistillKit has captured page count 1."},{"subject":"arcee-ai/DistillKit","predicate":"has readable page count","object":"1","text":"arcee-ai/DistillKit has readable page count 1."},{"subject":"arcee-ai/DistillKit","predicate":"has related signal count","object":"6","text":"arcee-ai/DistillKit has related signal count 6."},{"subject":"arcee-ai/DistillKit","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":"arcee-ai/DistillKit 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":"arcee-ai/DistillKit","predicate":"has source host","object":"github.com","text":"arcee-ai/DistillKit has source host github.com."},{"subject":"arcee-ai/DistillKit","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/DistillKit has lab Arcee AI."},{"subject":"arcee-ai/DistillKit","predicate":"has signal desk","object":"repos","text":"arcee-ai/DistillKit has signal desk repos."},{"subject":"arcee-ai/DistillKit","predicate":"has source host","object":"github.com","text":"arcee-ai/DistillKit has source host github.com."},{"subject":"arcee-ai/DistillKit","predicate":"has repository","object":"arcee-ai/DistillKit","text":"arcee-ai/DistillKit has repository arcee-ai/DistillKit."},{"subject":"arcee-ai/DistillKit","predicate":"has language","object":"Python","text":"arcee-ai/DistillKit has language Python."},{"subject":"arcee-ai/DistillKit","predicate":"has stars","object":"960","text":"arcee-ai/DistillKit has stars 960."},{"subject":"arcee-ai/DistillKit","predicate":"has notability","object":"New repo with nearly 1k stars.","text":"arcee-ai/DistillKit has notability New repo with nearly 1k stars.."},{"subject":"arcee-ai/DistillKit","predicate":"has watch term","object":"Data pipeline","text":"arcee-ai/DistillKit has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Arcee AI published arcee-ai/DistillKit (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo arcee-ai/DistillKit · language Python · New repo with nearly 1k stars.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Arcee AI","predicate":"published repo","object":"arcee-ai/DistillKit","text":"Arcee AI published repo arcee-ai/DistillKit."},{"subject":"arcee-ai/DistillKit","predicate":"is classified as","object":"repo signal","text":"arcee-ai/DistillKit is classified as repo signal."},{"subject":"arcee-ai/DistillKit","predicate":"belongs to","object":"repos desk","text":"arcee-ai/DistillKit belongs to repos desk."},{"subject":"arcee-ai/DistillKit","predicate":"has context","object":"Python","text":"arcee-ai/DistillKit has context Python."},{"subject":"arcee-ai/DistillKit","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/DistillKit has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a408cea1-79ee-4127-900a-ebeaad43a8ac","url":"https://onlylabs.fyi/signals/a408cea1-79ee-4127-900a-ebeaad43a8ac","json_url":"https://onlylabs.fyi/signals/a408cea1-79ee-4127-900a-ebeaad43a8ac/signal.json","source_url":"https://github.com/arcee-ai/DistillKit","title":"arcee-ai/DistillKit","summary":"Arcee AI 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":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2024-07-31T22:16:09+00:00","first_seen_at":"2026-06-05T22:32:26.032324+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/arcee-ai/DistillKit"]},"facets":{"repo":"arcee-ai/DistillKit","language":"Python"},"traction":{"github_stars":960,"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/arcee-ai/DistillKit","final_url":"https://github.com/arcee-ai/DistillKit","title":"arcee-ai/DistillKit repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:55.557607+00:00","bytes":21593,"raw_path":"401035f6c4aade84cc6d9b51c66a9c3ebfcc45ff34f0daa00af51487dbdc139a.json","content_hash":"ee70e88bf14811b79f10c7e39e368122d92d64a7b876acc8068c0cbc0b790086","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/DistillKit Description: An Open Source Toolkit For LLM Distillation Language: Python License: Apache-2.0 Stars: 959 Forks: 126 Open issues: 4 Created: 2024-07-31T22:16:09Z Pushed: 2026-05-12T20:10:14Z Default branch: main Fork: no Archived: no README: DistillKit A flexible and production-ready toolkit for knowledge distillation of large language models, supporting both online and offline distillation workflows with advanced logit compression. DistillKit powers the training of many of Arcee's popular open-source models, including [Virtuoso](https://huggingface.co/arcee-ai/Virtuoso-Large), [SuperNova Medius](https://huggingface.co/arcee-ai/SuperNova-Medius), and [Blitz](https://huggingface.co/arcee-ai/Arcee-Blitz). Features - **Online Distillation**: Real-time teacher inference during student training - **Offline Distillation**: Train from pre-captured teacher outputs with advanced compression - **Advanced Logit Compression**: Novel polynomial approximation + quantization + bit-packing achieving vigorous compression ratios while preserving distillation quality - **Flexible Loss Functions**: Composable losses including KL divergence, JSD, TVD, ranking losses, and hidden..."},"evidence_pages":[{"url":"https://github.com/arcee-ai/DistillKit","final_url":"https://github.com/arcee-ai/DistillKit","title":"arcee-ai/DistillKit repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:55.557607+00:00","bytes":21593,"raw_path":"401035f6c4aade84cc6d9b51c66a9c3ebfcc45ff34f0daa00af51487dbdc139a.json","content_hash":"ee70e88bf14811b79f10c7e39e368122d92d64a7b876acc8068c0cbc0b790086","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/DistillKit Description: An Open Source Toolkit For LLM Distillation Language: Python License: Apache-2.0 Stars: 959 Forks: 126 Open issues: 4 Created: 2024-07-31T22:16:09Z Pushed: 2026-05-12T20:10:14Z Default branch: main Fork: no Archived: no README: DistillKit A flexible and production-ready toolkit for knowledge distillation of large language models, supporting both online and offline distillation workflows with advanced logit compression. DistillKit powers the training of many of Arcee's popular open-source models, including [Virtuoso](https://huggingface.co/arcee-ai/Virtuoso-Large), [SuperNova Medius](https://huggingface.co/arcee-ai/SuperNova-Medius), and [Blitz](https://huggingface.co/arcee-ai/Arcee-Blitz). Features - **Online Distillation**: Real-time teacher inference during student training - **Offline Distillation**: Train from pre-captured teacher outputs with advanced compression - **Advanced Logit Compression**: Novel polynomial approximation + quantization + bit-packing achieving vigorous compression ratios while preserving distillation quality - **Flexible Loss Functions**: Composable losses including KL divergence, JSD, TVD, ranking losses, and hidden..."}],"related_signals":[{"id":"8e750f42-1a87-42cd-a42a-bcb1acb363a5","url":"https://onlylabs.fyi/signals/8e750f42-1a87-42cd-a42a-bcb1acb363a5","source_url":"https://github.com/arcee-ai/trinity-large-tech-report","title":"arcee-ai/trinity-large-tech-report","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-01-27T20:08:46+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"6f498857-818f-43d8-904c-d7bfd27e8812","url":"https://onlylabs.fyi/signals/6f498857-818f-43d8-904c-d7bfd27e8812","source_url":"https://github.com/arcee-ai/pybubble","title":"arcee-ai/pybubble","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-11-16T04:37:22+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"826f1087-1cc4-4dc9-903a-4a76f26d92ed","url":"https://onlylabs.fyi/signals/826f1087-1cc4-4dc9-903a-4a76f26d92ed","source_url":"https://github.com/arcee-ai/NeMo-RL","title":"arcee-ai/NeMo-RL","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-08-14T00:08:13+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"69136e4e-afb2-4e3f-8562-c6385d01b2bf","url":"https://onlylabs.fyi/signals/69136e4e-afb2-4e3f-8562-c6385d01b2bf","source_url":"https://github.com/arcee-ai/anymcp","title":"arcee-ai/anymcp","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-05-06T09:20:06+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"c38ed25b-17d4-44a9-88ab-c4093e1197be","url":"https://onlylabs.fyi/signals/c38ed25b-17d4-44a9-88ab-c4093e1197be","source_url":"https://github.com/arcee-ai/wipro-pump-demo","title":"arcee-ai/wipro-pump-demo","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-04-24T19:05:03+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"fc91b138-d32e-46c7-8054-eb93385cd631","url":"https://onlylabs.fyi/signals/fc91b138-d32e-46c7-8054-eb93385cd631","source_url":"https://github.com/arcee-ai/KidRails","title":"arcee-ai/KidRails","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-02-11T16:28:50+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"}]}