{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Repo: arcee-ai/DAM","description":"Arcee AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/bbe412c7-a4bf-41ae-899b-764024b73e3d","json_url":"https://onlylabs.fyi/signals/bbe412c7-a4bf-41ae-899b-764024b73e3d/signal.json","generated_at":"2026-06-11T03:17:55.01221+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/bbe412c7-a4bf-41ae-899b-764024b73e3d","signal_json":"https://onlylabs.fyi/signals/bbe412c7-a4bf-41ae-899b-764024b73e3d/signal.json","source":"https://github.com/arcee-ai/DAM","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/DAM (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/DAM · language Python · Low stars, routine new repo. 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/DAM","source_host":"github.com","occurred_at":"2024-08-13T03:42:28+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/DAM","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"56","source":"traction"},{"label":"Notability","value":"Low stars, routine new repo","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"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/arcee-ai/DAM"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:55.01221+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/bbe412c7-a4bf-41ae-899b-764024b73e3d/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/bbe412c7-a4bf-41ae-899b-764024b73e3d/signal.json","required":true},{"label":"source","url":"https://github.com/arcee-ai/DAM","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/DAM\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"published repo","object":"arcee-ai/DAM","text":"Arcee AI published repo arcee-ai/DAM."},{"subject":"arcee-ai/DAM","predicate":"is classified as","object":"repo signal","text":"arcee-ai/DAM is classified as repo signal."},{"subject":"arcee-ai/DAM","predicate":"belongs to","object":"repos desk","text":"arcee-ai/DAM belongs to repos desk."},{"subject":"arcee-ai/DAM","predicate":"has context","object":"Python","text":"arcee-ai/DAM has context Python."},{"subject":"arcee-ai/DAM","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/DAM has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/DAM","predicate":"has captured page count","object":"1","text":"arcee-ai/DAM has captured page count 1."},{"subject":"arcee-ai/DAM","predicate":"has readable page count","object":"1","text":"arcee-ai/DAM has readable page count 1."},{"subject":"arcee-ai/DAM","predicate":"has related signal count","object":"6","text":"arcee-ai/DAM has related signal count 6."},{"subject":"arcee-ai/DAM","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/DAM 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/DAM","predicate":"has source host","object":"github.com","text":"arcee-ai/DAM has source host github.com."},{"subject":"arcee-ai/DAM","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/DAM has lab Arcee AI."},{"subject":"arcee-ai/DAM","predicate":"has signal desk","object":"repos","text":"arcee-ai/DAM has signal desk repos."},{"subject":"arcee-ai/DAM","predicate":"has source host","object":"github.com","text":"arcee-ai/DAM has source host github.com."},{"subject":"arcee-ai/DAM","predicate":"has repository","object":"arcee-ai/DAM","text":"arcee-ai/DAM has repository arcee-ai/DAM."},{"subject":"arcee-ai/DAM","predicate":"has language","object":"Python","text":"arcee-ai/DAM has language Python."},{"subject":"arcee-ai/DAM","predicate":"has stars","object":"56","text":"arcee-ai/DAM has stars 56."},{"subject":"arcee-ai/DAM","predicate":"has notability","object":"Low stars, routine new repo","text":"arcee-ai/DAM has notability Low stars, routine new repo."},{"subject":"arcee-ai/DAM","predicate":"has watch term","object":"Model card","text":"arcee-ai/DAM has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"Arcee AI published arcee-ai/DAM (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/DAM · language Python · Low stars, routine new repo. 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/DAM","text":"Arcee AI published repo arcee-ai/DAM."},{"subject":"arcee-ai/DAM","predicate":"is classified as","object":"repo signal","text":"arcee-ai/DAM is classified as repo signal."},{"subject":"arcee-ai/DAM","predicate":"belongs to","object":"repos desk","text":"arcee-ai/DAM belongs to repos desk."},{"subject":"arcee-ai/DAM","predicate":"has context","object":"Python","text":"arcee-ai/DAM has context Python."},{"subject":"arcee-ai/DAM","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/DAM has evidence coverage 1 captured evidence page."}]},"signal":{"id":"bbe412c7-a4bf-41ae-899b-764024b73e3d","url":"https://onlylabs.fyi/signals/bbe412c7-a4bf-41ae-899b-764024b73e3d","json_url":"https://onlylabs.fyi/signals/bbe412c7-a4bf-41ae-899b-764024b73e3d/signal.json","source_url":"https://github.com/arcee-ai/DAM","title":"arcee-ai/DAM","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":"2024-08-13T03:42:28+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/DAM"]},"facets":{"repo":"arcee-ai/DAM","language":"Python"},"traction":{"github_stars":56,"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/DAM","final_url":"https://github.com/arcee-ai/DAM","title":"arcee-ai/DAM repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:55.01221+00:00","bytes":13280,"raw_path":"a1c7584e518554fe0bef5a652652aaaf28ae11bab7add8a87acd57c37cce1047.json","content_hash":"4ac33c453e33fec2efebb0dd6dca687c09a215269f77d90b9bc69b802a565fdf","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/DAM Language: Python Stars: 56 Forks: 7 Open issues: 3 Created: 2024-08-13T03:42:28Z Pushed: 2024-11-06T17:48:40Z Default branch: main Fork: no Archived: no README: Differentiable Adaptive Merging (DAM) <img src=\"figures/readme.webp\" alt=\"Project Figure\" width=\"600\"/> Differentiable Adaptive Merging (DAM) automates the merging of multiple LLMs with unique capabilities, optimizing the balance between models for improved data efficiency and reduced computational costs. DAM outperforms traditional and evolutionary methods, offering a scalable solution for versatile AI systems. Extensive experiments validate DAM's superiority across various model merging scenarios. Steps to Run the Workflow This repository contains the implementation for running the merging coefficient tuning process. 1. Create the Merged Model First, create the merged model by running the `merge.py` script found in the `dam` folder. The resulting merged model will contain untrained coefficients. In this step, we assign a trainable coefficient for each column of each model's layer norms, embedding layers, and linear layers as specified by the user. These coefficients will be optimized during the training..."},"evidence_pages":[{"url":"https://github.com/arcee-ai/DAM","final_url":"https://github.com/arcee-ai/DAM","title":"arcee-ai/DAM repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:55.01221+00:00","bytes":13280,"raw_path":"a1c7584e518554fe0bef5a652652aaaf28ae11bab7add8a87acd57c37cce1047.json","content_hash":"4ac33c453e33fec2efebb0dd6dca687c09a215269f77d90b9bc69b802a565fdf","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/DAM Language: Python Stars: 56 Forks: 7 Open issues: 3 Created: 2024-08-13T03:42:28Z Pushed: 2024-11-06T17:48:40Z Default branch: main Fork: no Archived: no README: Differentiable Adaptive Merging (DAM) <img src=\"figures/readme.webp\" alt=\"Project Figure\" width=\"600\"/> Differentiable Adaptive Merging (DAM) automates the merging of multiple LLMs with unique capabilities, optimizing the balance between models for improved data efficiency and reduced computational costs. DAM outperforms traditional and evolutionary methods, offering a scalable solution for versatile AI systems. Extensive experiments validate DAM's superiority across various model merging scenarios. Steps to Run the Workflow This repository contains the implementation for running the merging coefficient tuning process. 1. Create the Merged Model First, create the merged model by running the `merge.py` script found in the `dam` folder. The resulting merged model will contain untrained coefficients. In this step, we assign a trainable coefficient for each column of each model's layer norms, embedding layers, and linear layers as specified by the user. These coefficients will be optimized during the training..."}],"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"}]}