{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Fork: arcee-ai/optillm-upstream","description":"Arcee AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/11fb9a0b-83cd-473e-881a-936154cdae66","json_url":"https://onlylabs.fyi/signals/11fb9a0b-83cd-473e-881a-936154cdae66/signal.json","generated_at":"2026-06-11T03:01:55.394278+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/11fb9a0b-83cd-473e-881a-936154cdae66","signal_json":"https://onlylabs.fyi/signals/11fb9a0b-83cd-473e-881a-936154cdae66/signal.json","source":"https://github.com/arcee-ai/optillm-upstream","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-upstream (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-upstream · parent algorithmicsuperintelligence/optillm · Routine fork, low 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-upstream","source_host":"github.com","occurred_at":"2024-10-24T23:39:59+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-upstream","source":"source"},{"label":"Parent","value":"algorithmicsuperintelligence/optillm","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Notability","value":"Routine fork, low 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-upstream"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:01:55.394278+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/11fb9a0b-83cd-473e-881a-936154cdae66/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/11fb9a0b-83cd-473e-881a-936154cdae66/signal.json","required":true},{"label":"source","url":"https://github.com/arcee-ai/optillm-upstream","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-upstream\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"forked","object":"arcee-ai/optillm-upstream","text":"Arcee AI forked arcee-ai/optillm-upstream."},{"subject":"arcee-ai/optillm-upstream","predicate":"is classified as","object":"fork signal","text":"arcee-ai/optillm-upstream is classified as fork signal."},{"subject":"arcee-ai/optillm-upstream","predicate":"belongs to","object":"forks desk","text":"arcee-ai/optillm-upstream belongs to forks desk."},{"subject":"arcee-ai/optillm-upstream","predicate":"has context","object":"forked from algorithmicsuperintelligence/optillm","text":"arcee-ai/optillm-upstream has context forked from algorithmicsuperintelligence/optillm."},{"subject":"arcee-ai/optillm-upstream","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/optillm-upstream has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/optillm-upstream","predicate":"has captured page count","object":"1","text":"arcee-ai/optillm-upstream has captured page count 1."},{"subject":"arcee-ai/optillm-upstream","predicate":"has readable page count","object":"1","text":"arcee-ai/optillm-upstream has readable page count 1."},{"subject":"arcee-ai/optillm-upstream","predicate":"has related signal count","object":"6","text":"arcee-ai/optillm-upstream has related signal count 6."},{"subject":"arcee-ai/optillm-upstream","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-upstream 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-upstream","predicate":"has source host","object":"github.com","text":"arcee-ai/optillm-upstream has source host github.com."},{"subject":"arcee-ai/optillm-upstream","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/optillm-upstream has lab Arcee AI."},{"subject":"arcee-ai/optillm-upstream","predicate":"has signal desk","object":"forks","text":"arcee-ai/optillm-upstream has signal desk forks."},{"subject":"arcee-ai/optillm-upstream","predicate":"has source host","object":"github.com","text":"arcee-ai/optillm-upstream has source host github.com."},{"subject":"arcee-ai/optillm-upstream","predicate":"has repository","object":"arcee-ai/optillm-upstream","text":"arcee-ai/optillm-upstream has repository arcee-ai/optillm-upstream."},{"subject":"arcee-ai/optillm-upstream","predicate":"has parent","object":"algorithmicsuperintelligence/optillm","text":"arcee-ai/optillm-upstream has parent algorithmicsuperintelligence/optillm."},{"subject":"arcee-ai/optillm-upstream","predicate":"has stars","object":"2","text":"arcee-ai/optillm-upstream has stars 2."},{"subject":"arcee-ai/optillm-upstream","predicate":"has notability","object":"Routine fork, low traction","text":"arcee-ai/optillm-upstream has notability Routine fork, low traction."},{"subject":"arcee-ai/optillm-upstream","predicate":"has watch term","object":"RL environments","text":"arcee-ai/optillm-upstream has watch term RL environments."}]},"intelligence":{"signal_desk":"forks","answer":"Arcee AI forked arcee-ai/optillm-upstream (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-upstream · parent algorithmicsuperintelligence/optillm · Routine fork, low 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-upstream","text":"Arcee AI forked arcee-ai/optillm-upstream."},{"subject":"arcee-ai/optillm-upstream","predicate":"is classified as","object":"fork signal","text":"arcee-ai/optillm-upstream is classified as fork signal."},{"subject":"arcee-ai/optillm-upstream","predicate":"belongs to","object":"forks desk","text":"arcee-ai/optillm-upstream belongs to forks desk."},{"subject":"arcee-ai/optillm-upstream","predicate":"has context","object":"forked from algorithmicsuperintelligence/optillm","text":"arcee-ai/optillm-upstream has context forked from algorithmicsuperintelligence/optillm."},{"subject":"arcee-ai/optillm-upstream","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/optillm-upstream has evidence coverage 1 captured evidence page."}]},"signal":{"id":"11fb9a0b-83cd-473e-881a-936154cdae66","url":"https://onlylabs.fyi/signals/11fb9a0b-83cd-473e-881a-936154cdae66","json_url":"https://onlylabs.fyi/signals/11fb9a0b-83cd-473e-881a-936154cdae66/signal.json","source_url":"https://github.com/arcee-ai/optillm-upstream","title":"arcee-ai/optillm-upstream","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":"2024-10-24T23:39:59+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-upstream"]},"facets":{"repo":"arcee-ai/optillm-upstream","parent":"algorithmicsuperintelligence/optillm"},"traction":{"github_stars":2,"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-upstream","final_url":"https://github.com/arcee-ai/optillm-upstream","title":"arcee-ai/optillm-upstream repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:01:55.394278+00:00","bytes":42564,"raw_path":"b6d6918a91c906b19508a95e4d1f12e396ce6cd77813f4769195b0e388fadc5f.json","content_hash":"8edb71c003a8c91198ece6be770a4569179ed19a35166ae8892e5c573bc0b3e4","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/optillm-upstream Description: Optimizing inference proxy for LLMs Language: Python License: Apache-2.0 Stars: 2 Forks: 0 Open issues: 0 Created: 2024-10-24T23:39:59Z Pushed: 2024-10-25T06:53:30Z 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-upstream","final_url":"https://github.com/arcee-ai/optillm-upstream","title":"arcee-ai/optillm-upstream repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:01:55.394278+00:00","bytes":42564,"raw_path":"b6d6918a91c906b19508a95e4d1f12e396ce6cd77813f4769195b0e388fadc5f.json","content_hash":"8edb71c003a8c91198ece6be770a4569179ed19a35166ae8892e5c573bc0b3e4","excerpt_chars":1200,"truncated":true,"excerpt":"arcee-ai/optillm-upstream Description: Optimizing inference proxy for LLMs Language: Python License: Apache-2.0 Stars: 2 Forks: 0 Open issues: 0 Created: 2024-10-24T23:39:59Z Pushed: 2024-10-25T06:53:30Z 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"}]}