{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Fork: arcee-ai/optillm","description":"Arcee AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4819afbd-8628-408a-80b8-64b79c40f0f8","json_url":"https://onlylabs.fyi/signals/4819afbd-8628-408a-80b8-64b79c40f0f8/signal.json","generated_at":"2026-06-11T03:01:58.877033+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/4819afbd-8628-408a-80b8-64b79c40f0f8","signal_json":"https://onlylabs.fyi/signals/4819afbd-8628-408a-80b8-64b79c40f0f8/signal.json","source":"https://github.com/arcee-ai/optillm","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":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Arcee AI forked arcee-ai/optillm (forked from algorithmicsuperintelligence/optillm). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo arcee-ai/optillm · parent algorithmicsuperintelligence/optillm · Routine fork, minimal traction.. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/arcee-ai/optillm","source_host":"github.com","occurred_at":"2024-10-04T03:04:29+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source","context":"forked from algorithmicsuperintelligence/optillm"},"context_markers":[{"label":"Lab","value":"Arcee AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"arcee-ai/optillm","source":"source"},{"label":"Parent","value":"algorithmicsuperintelligence/optillm","source":"source"},{"label":"Stars","value":"3","source":"traction"},{"label":"Notability","value":"Routine fork, minimal traction.","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"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/optillm"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:01:58.877033+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4819afbd-8628-408a-80b8-64b79c40f0f8/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":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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/4819afbd-8628-408a-80b8-64b79c40f0f8/signal.json","required":true},{"label":"source","url":"https://github.com/arcee-ai/optillm","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":"https://onlylabs.fyi/topics/forks/signals.json?category=neolab","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 fork signal \"arcee-ai/optillm\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"forked","object":"arcee-ai/optillm","text":"Arcee AI forked arcee-ai/optillm."},{"subject":"arcee-ai/optillm","predicate":"is classified as","object":"fork signal","text":"arcee-ai/optillm is classified as fork signal."},{"subject":"arcee-ai/optillm","predicate":"belongs to","object":"forks desk","text":"arcee-ai/optillm belongs to forks desk."},{"subject":"arcee-ai/optillm","predicate":"has context","object":"forked from algorithmicsuperintelligence/optillm","text":"arcee-ai/optillm has context forked from algorithmicsuperintelligence/optillm."},{"subject":"arcee-ai/optillm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/optillm has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/optillm","predicate":"has captured page count","object":"1","text":"arcee-ai/optillm has captured page count 1."},{"subject":"arcee-ai/optillm","predicate":"has readable page count","object":"1","text":"arcee-ai/optillm has readable page count 1."},{"subject":"arcee-ai/optillm","predicate":"has related signal count","object":"6","text":"arcee-ai/optillm has related signal count 6."},{"subject":"arcee-ai/optillm","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":"arcee-ai/optillm 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":"arcee-ai/optillm","predicate":"has source host","object":"github.com","text":"arcee-ai/optillm has source host github.com."},{"subject":"arcee-ai/optillm","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/optillm has lab Arcee AI."},{"subject":"arcee-ai/optillm","predicate":"has signal desk","object":"forks","text":"arcee-ai/optillm has signal desk forks."},{"subject":"arcee-ai/optillm","predicate":"has source host","object":"github.com","text":"arcee-ai/optillm has source host github.com."},{"subject":"arcee-ai/optillm","predicate":"has repository","object":"arcee-ai/optillm","text":"arcee-ai/optillm has repository arcee-ai/optillm."},{"subject":"arcee-ai/optillm","predicate":"has parent","object":"algorithmicsuperintelligence/optillm","text":"arcee-ai/optillm has parent algorithmicsuperintelligence/optillm."},{"subject":"arcee-ai/optillm","predicate":"has stars","object":"3","text":"arcee-ai/optillm has stars 3."},{"subject":"arcee-ai/optillm","predicate":"has notability","object":"Routine fork, minimal traction.","text":"arcee-ai/optillm has notability Routine fork, minimal traction.."},{"subject":"arcee-ai/optillm","predicate":"has watch term","object":"RL environments","text":"arcee-ai/optillm has watch term RL environments."}]},"intelligence":{"signal_desk":"forks","answer":"Arcee AI forked arcee-ai/optillm (forked from algorithmicsuperintelligence/optillm). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo arcee-ai/optillm · parent algorithmicsuperintelligence/optillm · Routine fork, minimal traction.. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Arcee AI","predicate":"forked","object":"arcee-ai/optillm","text":"Arcee AI forked arcee-ai/optillm."},{"subject":"arcee-ai/optillm","predicate":"is classified as","object":"fork signal","text":"arcee-ai/optillm is classified as fork signal."},{"subject":"arcee-ai/optillm","predicate":"belongs to","object":"forks desk","text":"arcee-ai/optillm belongs to forks desk."},{"subject":"arcee-ai/optillm","predicate":"has context","object":"forked from algorithmicsuperintelligence/optillm","text":"arcee-ai/optillm has context forked from algorithmicsuperintelligence/optillm."},{"subject":"arcee-ai/optillm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/optillm has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4819afbd-8628-408a-80b8-64b79c40f0f8","url":"https://onlylabs.fyi/signals/4819afbd-8628-408a-80b8-64b79c40f0f8","json_url":"https://onlylabs.fyi/signals/4819afbd-8628-408a-80b8-64b79c40f0f8/signal.json","source_url":"https://github.com/arcee-ai/optillm","title":"arcee-ai/optillm","summary":"Arcee AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from algorithmicsuperintelligence/optillm","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2024-10-04T03:04:29+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/optillm"]},"facets":{"repo":"arcee-ai/optillm","parent":"algorithmicsuperintelligence/optillm"},"traction":{"github_stars":3,"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/optillm","final_url":"https://github.com/arcee-ai/optillm","title":"arcee-ai/optillm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:01:58.877033+00:00","bytes":40958,"raw_path":"63b7edea21bc4f0a109fa4a8ea6926836b7b1422d0609a3baa0a0664b0eb592e.json","content_hash":"5e7ad9d234e6f444c3a933425a7610f5a15e4a38b776863b9fc7971013a030e8","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/optillm Description: Optimizing inference proxy for LLMs Language: Python License: Apache-2.0 Stars: 3 Forks: 0 Open issues: 0 Created: 2024-10-04T03:04:29Z Pushed: 2024-11-05T23:52:32Z Default branch: main Fork: yes Parent repository: algorithmicsuperintelligence/optillm Archived: no README: optillm optillm is an OpenAI API compatible optimizing inference proxy which implements several state-of-the-art techniques that can improve the accuracy and performance of LLMs. The current focus is on implementing techniques that improve reasoning over coding, logical and mathematical queries. It is possible to beat the frontier models using these techniques across diverse tasks by doing additional compute at inference time. [![Open in Spaces](https://huggingface.co/datasets/huggingface/badges/resolve/main/open-in-hf-spaces-sm.svg)](https://huggingface.co/spaces/codelion/optillm) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1SpuUb8d9xAoTh32M-9wJsB50AOH54EaH?usp=sharing) [![GitHub Discussions](https://img.shields.io/github/discussions/codelion/optillm)](https://github.com/codelion/optillm/discussions)..."},"evidence_pages":[{"url":"https://github.com/arcee-ai/optillm","final_url":"https://github.com/arcee-ai/optillm","title":"arcee-ai/optillm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:01:58.877033+00:00","bytes":40958,"raw_path":"63b7edea21bc4f0a109fa4a8ea6926836b7b1422d0609a3baa0a0664b0eb592e.json","content_hash":"5e7ad9d234e6f444c3a933425a7610f5a15e4a38b776863b9fc7971013a030e8","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/optillm Description: Optimizing inference proxy for LLMs Language: Python License: Apache-2.0 Stars: 3 Forks: 0 Open issues: 0 Created: 2024-10-04T03:04:29Z Pushed: 2024-11-05T23:52:32Z Default branch: main Fork: yes Parent repository: algorithmicsuperintelligence/optillm Archived: no README: optillm optillm is an OpenAI API compatible optimizing inference proxy which implements several state-of-the-art techniques that can improve the accuracy and performance of LLMs. The current focus is on implementing techniques that improve reasoning over coding, logical and mathematical queries. It is possible to beat the frontier models using these techniques across diverse tasks by doing additional compute at inference time. [![Open in Spaces](https://huggingface.co/datasets/huggingface/badges/resolve/main/open-in-hf-spaces-sm.svg)](https://huggingface.co/spaces/codelion/optillm) [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1SpuUb8d9xAoTh32M-9wJsB50AOH54EaH?usp=sharing) [![GitHub Discussions](https://img.shields.io/github/discussions/codelion/optillm)](https://github.com/codelion/optillm/discussions)..."}],"related_signals":[{"id":"8da333a0-40e4-4208-b8bb-5cdd92073433","url":"https://onlylabs.fyi/signals/8da333a0-40e4-4208-b8bb-5cdd92073433","source_url":"https://github.com/arcee-ai/prime-rl","title":"arcee-ai/prime-rl","context":"forked from PrimeIntellect-ai/prime-rl","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-11-11T00:08:20+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"89e50509-9779-4e1f-929c-37903ad8c974","url":"https://onlylabs.fyi/signals/89e50509-9779-4e1f-929c-37903ad8c974","source_url":"https://github.com/arcee-ai/transformers","title":"arcee-ai/transformers","context":"forked from huggingface/transformers","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-06-04T21:20:39+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"bd2889f5-890b-45f4-b741-f065c88d9627","url":"https://onlylabs.fyi/signals/bd2889f5-890b-45f4-b741-f065c88d9627","source_url":"https://github.com/arcee-ai/heyarcee-theme","title":"arcee-ai/heyarcee-theme","context":"forked from chralp/heyburrito-theme","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-03-06T21:15:10+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"b8e86094-a097-4dc9-b9d5-8ade56cc394e","url":"https://onlylabs.fyi/signals/b8e86094-a097-4dc9-b9d5-8ade56cc394e","source_url":"https://github.com/arcee-ai/heyarcee","title":"arcee-ai/heyarcee","context":"forked from chralp/heyburrito","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-03-06T21:10:14+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"739cdf1f-418d-457c-8c03-f211d133d002","url":"https://onlylabs.fyi/signals/739cdf1f-418d-457c-8c03-f211d133d002","source_url":"https://github.com/arcee-ai/pipelines","title":"arcee-ai/pipelines","context":"forked from open-webui/pipelines","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-02-17T16:02:04+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"},{"id":"f3e69798-2c5d-4ffe-b093-6fcccaf8ed63","url":"https://onlylabs.fyi/signals/f3e69798-2c5d-4ffe-b093-6fcccaf8ed63","source_url":"https://github.com/arcee-ai/token.js","title":"arcee-ai/token.js","context":"forked from token-js/token.js","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-02-11T03:09:39+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source"}]}