{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Repo: arcee-ai/DALM","description":"Arcee AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/37fc1d92-f927-44e7-b257-99f2009e6899","json_url":"https://onlylabs.fyi/signals/37fc1d92-f927-44e7-b257-99f2009e6899/signal.json","generated_at":"2026-06-11T03:17:57.309999+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/37fc1d92-f927-44e7-b257-99f2009e6899","signal_json":"https://onlylabs.fyi/signals/37fc1d92-f927-44e7-b257-99f2009e6899/signal.json","source":"https://github.com/arcee-ai/DALM","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/DALM (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/DALM · 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/arcee-ai/DALM","source_host":"github.com","occurred_at":"2023-07-31T23:23:58+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/DALM","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"341","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"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/arcee-ai/DALM"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:57.309999+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/37fc1d92-f927-44e7-b257-99f2009e6899/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/37fc1d92-f927-44e7-b257-99f2009e6899/signal.json","required":true},{"label":"source","url":"https://github.com/arcee-ai/DALM","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/DALM\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"published repo","object":"arcee-ai/DALM","text":"Arcee AI published repo arcee-ai/DALM."},{"subject":"arcee-ai/DALM","predicate":"is classified as","object":"repo signal","text":"arcee-ai/DALM is classified as repo signal."},{"subject":"arcee-ai/DALM","predicate":"belongs to","object":"repos desk","text":"arcee-ai/DALM belongs to repos desk."},{"subject":"arcee-ai/DALM","predicate":"has context","object":"Python","text":"arcee-ai/DALM has context Python."},{"subject":"arcee-ai/DALM","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/DALM has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/DALM","predicate":"has captured page count","object":"1","text":"arcee-ai/DALM has captured page count 1."},{"subject":"arcee-ai/DALM","predicate":"has readable page count","object":"1","text":"arcee-ai/DALM has readable page count 1."},{"subject":"arcee-ai/DALM","predicate":"has related signal count","object":"6","text":"arcee-ai/DALM has related signal count 6."},{"subject":"arcee-ai/DALM","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/DALM 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/DALM","predicate":"has source host","object":"github.com","text":"arcee-ai/DALM has source host github.com."},{"subject":"arcee-ai/DALM","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/DALM has lab Arcee AI."},{"subject":"arcee-ai/DALM","predicate":"has signal desk","object":"repos","text":"arcee-ai/DALM has signal desk repos."},{"subject":"arcee-ai/DALM","predicate":"has source host","object":"github.com","text":"arcee-ai/DALM has source host github.com."},{"subject":"arcee-ai/DALM","predicate":"has repository","object":"arcee-ai/DALM","text":"arcee-ai/DALM has repository arcee-ai/DALM."},{"subject":"arcee-ai/DALM","predicate":"has language","object":"Python","text":"arcee-ai/DALM has language Python."},{"subject":"arcee-ai/DALM","predicate":"has stars","object":"341","text":"arcee-ai/DALM has stars 341."},{"subject":"arcee-ai/DALM","predicate":"has watch term","object":"Eval methodology","text":"arcee-ai/DALM has watch term Eval methodology."},{"subject":"arcee-ai/DALM","predicate":"has watch term","object":"Model card","text":"arcee-ai/DALM has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"Arcee AI published arcee-ai/DALM (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/DALM · language Python. 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/DALM","text":"Arcee AI published repo arcee-ai/DALM."},{"subject":"arcee-ai/DALM","predicate":"is classified as","object":"repo signal","text":"arcee-ai/DALM is classified as repo signal."},{"subject":"arcee-ai/DALM","predicate":"belongs to","object":"repos desk","text":"arcee-ai/DALM belongs to repos desk."},{"subject":"arcee-ai/DALM","predicate":"has context","object":"Python","text":"arcee-ai/DALM has context Python."},{"subject":"arcee-ai/DALM","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/DALM has evidence coverage 1 captured evidence page."}]},"signal":{"id":"37fc1d92-f927-44e7-b257-99f2009e6899","url":"https://onlylabs.fyi/signals/37fc1d92-f927-44e7-b257-99f2009e6899","json_url":"https://onlylabs.fyi/signals/37fc1d92-f927-44e7-b257-99f2009e6899/signal.json","source_url":"https://github.com/arcee-ai/DALM","title":"arcee-ai/DALM","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":"2023-07-31T23:23:58+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/DALM"]},"facets":{"repo":"arcee-ai/DALM","language":"Python"},"traction":{"github_stars":341,"hn_points":3,"hn_comments":1,"hn_story_id":"37583561","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/arcee-ai/DALM","final_url":"https://github.com/arcee-ai/DALM","title":"arcee-ai/DALM repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:57.309999+00:00","bytes":16898,"raw_path":"f9b5e9fe02a9a0c3997fe94a7a97df0ca45f5189e9f5ad401ffdb59d223e721e.json","content_hash":"621e04e4796e9f28c03783e64ebf1f0e68caa5af706a6bc9ad73953ff4185d01","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/DALM Description: Domain Adapted Language Modeling Toolkit - E2E RAG Language: Python License: Apache-2.0 Stars: 341 Forks: 47 Open issues: 12 Created: 2023-07-31T23:23:58Z Pushed: 2024-11-08T01:43:12Z Default branch: main Fork: no Archived: no README: Domain Adapted Language Modeling Toolkit Manifesto A great rift has emerged between general LLMs and the vector stores that are providing them with contextual information. The unification of these systems is an important step in grounding AI systems in efficient, factual domains, where they are utilized not only for their generality, but for their specificity and uniqueness. To this end, we are excited to open source the Arcee Domain Adapted Language Model (DALM) toolkit for developers to build on top of our Arcee open source Domain Pretrained (DPT) LLMs. We believe that our efforts will help as we begin next phase of language modeling, where organizations deeply tailor AI to operate according to their unique intellectual property and worldview. Demo DALMs Query example DALMs created by the Arcee Team. [DALM-Patent](https://app.arcee.ai) | [DALM-PubMed](https://app.arcee.ai) | [DALM-SEC](https://app.arcee.ai) |..."},"evidence_pages":[{"url":"https://github.com/arcee-ai/DALM","final_url":"https://github.com/arcee-ai/DALM","title":"arcee-ai/DALM repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:57.309999+00:00","bytes":16898,"raw_path":"f9b5e9fe02a9a0c3997fe94a7a97df0ca45f5189e9f5ad401ffdb59d223e721e.json","content_hash":"621e04e4796e9f28c03783e64ebf1f0e68caa5af706a6bc9ad73953ff4185d01","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/DALM Description: Domain Adapted Language Modeling Toolkit - E2E RAG Language: Python License: Apache-2.0 Stars: 341 Forks: 47 Open issues: 12 Created: 2023-07-31T23:23:58Z Pushed: 2024-11-08T01:43:12Z Default branch: main Fork: no Archived: no README: Domain Adapted Language Modeling Toolkit Manifesto A great rift has emerged between general LLMs and the vector stores that are providing them with contextual information. The unification of these systems is an important step in grounding AI systems in efficient, factual domains, where they are utilized not only for their generality, but for their specificity and uniqueness. To this end, we are excited to open source the Arcee Domain Adapted Language Model (DALM) toolkit for developers to build on top of our Arcee open source Domain Pretrained (DPT) LLMs. We believe that our efforts will help as we begin next phase of language modeling, where organizations deeply tailor AI to operate according to their unique intellectual property and worldview. Demo DALMs Query example DALMs created by the Arcee Team. [DALM-Patent](https://app.arcee.ai) | [DALM-PubMed](https://app.arcee.ai) | [DALM-SEC](https://app.arcee.ai) |..."}],"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"}]}