{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Fork: fw-ai/autogen","description":"Fireworks AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6adbcf9b-27ed-4fce-b6cf-dca19726e26d","json_url":"https://onlylabs.fyi/signals/6adbcf9b-27ed-4fce-b6cf-dca19726e26d/signal.json","generated_at":"2026-06-11T04:19:34.492926+00:00","org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/fireworks-ai","dossier_json_url":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/6adbcf9b-27ed-4fce-b6cf-dca19726e26d","signal_json":"https://onlylabs.fyi/signals/6adbcf9b-27ed-4fce-b6cf-dca19726e26d/signal.json","source":"https://github.com/fw-ai/autogen","lab_dossier":"https://onlylabs.fyi/labs/fireworks-ai","lab_dossier_json":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/fireworks-ai","analysis_json":"https://onlylabs.fyi/analysis/fireworks-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/fireworks-ai/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Fireworks AI forked fw-ai/autogen (forked from microsoft/autogen). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo fw-ai/autogen · parent microsoft/autogen. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/fw-ai/autogen","source_host":"github.com","occurred_at":"2024-01-17T07:00:53+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source","context":"forked from microsoft/autogen"},"context_markers":[{"label":"Lab","value":"Fireworks AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"fw-ai/autogen","source":"source"},{"label":"Parent","value":"microsoft/autogen","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Watch term","value":"Eval methodology","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/fw-ai/autogen"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:19:34.492926+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6adbcf9b-27ed-4fce-b6cf-dca19726e26d/signal.json","dossier_json":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/fireworks-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/fireworks-ai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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/6adbcf9b-27ed-4fce-b6cf-dca19726e26d/signal.json","required":true},{"label":"source","url":"https://github.com/fw-ai/autogen","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/fireworks-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/fireworks-ai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","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 Fireworks AI's fork signal \"fw-ai/autogen\" for neocloud strategy."},"semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/autogen","text":"Fireworks AI forked fw-ai/autogen."},{"subject":"fw-ai/autogen","predicate":"is classified as","object":"fork signal","text":"fw-ai/autogen is classified as fork signal."},{"subject":"fw-ai/autogen","predicate":"belongs to","object":"forks desk","text":"fw-ai/autogen belongs to forks desk."},{"subject":"fw-ai/autogen","predicate":"has context","object":"forked from microsoft/autogen","text":"fw-ai/autogen has context forked from microsoft/autogen."},{"subject":"fw-ai/autogen","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/autogen has evidence coverage 1 captured evidence page."},{"subject":"fw-ai/autogen","predicate":"has captured page count","object":"1","text":"fw-ai/autogen has captured page count 1."},{"subject":"fw-ai/autogen","predicate":"has readable page count","object":"1","text":"fw-ai/autogen has readable page count 1."},{"subject":"fw-ai/autogen","predicate":"has related signal count","object":"6","text":"fw-ai/autogen has related signal count 6."},{"subject":"fw-ai/autogen","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":"fw-ai/autogen 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":"fw-ai/autogen","predicate":"has source host","object":"github.com","text":"fw-ai/autogen has source host github.com."},{"subject":"fw-ai/autogen","predicate":"has lab","object":"Fireworks AI","text":"fw-ai/autogen has lab Fireworks AI."},{"subject":"fw-ai/autogen","predicate":"has signal desk","object":"forks","text":"fw-ai/autogen has signal desk forks."},{"subject":"fw-ai/autogen","predicate":"has source host","object":"github.com","text":"fw-ai/autogen has source host github.com."},{"subject":"fw-ai/autogen","predicate":"has repository","object":"fw-ai/autogen","text":"fw-ai/autogen has repository fw-ai/autogen."},{"subject":"fw-ai/autogen","predicate":"has parent","object":"microsoft/autogen","text":"fw-ai/autogen has parent microsoft/autogen."},{"subject":"fw-ai/autogen","predicate":"has stars","object":"1","text":"fw-ai/autogen has stars 1."},{"subject":"fw-ai/autogen","predicate":"has watch term","object":"Eval methodology","text":"fw-ai/autogen has watch term Eval methodology."},{"subject":"fw-ai/autogen","predicate":"has watch term","object":"Infrastructure","text":"fw-ai/autogen has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Fireworks AI forked fw-ai/autogen (forked from microsoft/autogen). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo fw-ai/autogen · parent microsoft/autogen. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/autogen","text":"Fireworks AI forked fw-ai/autogen."},{"subject":"fw-ai/autogen","predicate":"is classified as","object":"fork signal","text":"fw-ai/autogen is classified as fork signal."},{"subject":"fw-ai/autogen","predicate":"belongs to","object":"forks desk","text":"fw-ai/autogen belongs to forks desk."},{"subject":"fw-ai/autogen","predicate":"has context","object":"forked from microsoft/autogen","text":"fw-ai/autogen has context forked from microsoft/autogen."},{"subject":"fw-ai/autogen","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/autogen has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6adbcf9b-27ed-4fce-b6cf-dca19726e26d","url":"https://onlylabs.fyi/signals/6adbcf9b-27ed-4fce-b6cf-dca19726e26d","json_url":"https://onlylabs.fyi/signals/6adbcf9b-27ed-4fce-b6cf-dca19726e26d/signal.json","source_url":"https://github.com/fw-ai/autogen","title":"fw-ai/autogen","summary":"Fireworks AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from microsoft/autogen","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-01-17T07:00:53+00:00","first_seen_at":"2026-06-05T22:32:07.992054+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/fw-ai/autogen"]},"facets":{"repo":"fw-ai/autogen","parent":"microsoft/autogen"},"traction":{"github_stars":1,"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/fw-ai/autogen","final_url":"https://github.com/fw-ai/autogen","title":"fw-ai/autogen repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:34.492926+00:00","bytes":35205,"raw_path":"17601934b7172a4fe64a1db4f15fb66de77b98822ef0261b01d3e1ae7183ccfc.json","content_hash":"34a6849aabf924b7b59cfe9ce5184d008363e63ce8dc6b3b6798a9eb5cd52504","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/autogen Description: Enable Next-Gen Large Language Model Applications. Join our Discord: https://discord.gg/pAbnFJrkgZ Language: Jupyter Notebook License: CC-BY-4.0 Stars: 1 Forks: 0 Open issues: 9 Created: 2024-01-17T07:00:53Z Pushed: 2026-06-09T20:00:39Z Default branch: main Fork: yes Parent repository: microsoft/autogen Archived: no README: [![PyPI version](https://badge.fury.io/py/pyautogen.svg)](https://badge.fury.io/py/pyautogen) [![Build](https://github.com/microsoft/autogen/actions/workflows/python-package.yml/badge.svg)](https://github.com/microsoft/autogen/actions/workflows/python-package.yml) ![Python Version](https://img.shields.io/badge/3.8%20%7C%203.9%20%7C%203.10%20%7C%203.11-blue) [![Downloads](https://static.pepy.tech/badge/pyautogen/week)](https://pepy.tech/project/pyautogen) [![](https://img.shields.io/discord/1153072414184452236?logo=discord&style=flat)](https://discord.gg/pAbnFJrkgZ) [![Twitter](https://img.shields.io/twitter/url/https/twitter.com/cloudposse.svg?style=social&label=Follow%20%40pyautogen)](https://twitter.com/pyautogen) AutoGen [📚 Cite paper](#related-papers). <!-- <p align=\"center\"> <img..."},"evidence_pages":[{"url":"https://github.com/fw-ai/autogen","final_url":"https://github.com/fw-ai/autogen","title":"fw-ai/autogen repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:34.492926+00:00","bytes":35205,"raw_path":"17601934b7172a4fe64a1db4f15fb66de77b98822ef0261b01d3e1ae7183ccfc.json","content_hash":"34a6849aabf924b7b59cfe9ce5184d008363e63ce8dc6b3b6798a9eb5cd52504","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/autogen Description: Enable Next-Gen Large Language Model Applications. Join our Discord: https://discord.gg/pAbnFJrkgZ Language: Jupyter Notebook License: CC-BY-4.0 Stars: 1 Forks: 0 Open issues: 9 Created: 2024-01-17T07:00:53Z Pushed: 2026-06-09T20:00:39Z Default branch: main Fork: yes Parent repository: microsoft/autogen Archived: no README: [![PyPI version](https://badge.fury.io/py/pyautogen.svg)](https://badge.fury.io/py/pyautogen) [![Build](https://github.com/microsoft/autogen/actions/workflows/python-package.yml/badge.svg)](https://github.com/microsoft/autogen/actions/workflows/python-package.yml) ![Python Version](https://img.shields.io/badge/3.8%20%7C%203.9%20%7C%203.10%20%7C%203.11-blue) [![Downloads](https://static.pepy.tech/badge/pyautogen/week)](https://pepy.tech/project/pyautogen) [![](https://img.shields.io/discord/1153072414184452236?logo=discord&style=flat)](https://discord.gg/pAbnFJrkgZ) [![Twitter](https://img.shields.io/twitter/url/https/twitter.com/cloudposse.svg?style=social&label=Follow%20%40pyautogen)](https://twitter.com/pyautogen) AutoGen [📚 Cite paper](#related-papers). <!-- <p align=\"center\"> <img..."}],"related_signals":[{"id":"322fcebd-97f6-4e75-a3d6-097d673c0dc4","url":"https://onlylabs.fyi/signals/322fcebd-97f6-4e75-a3d6-097d673c0dc4","source_url":"https://github.com/fw-ai/safetensors","title":"fw-ai/safetensors","context":"forked from safetensors/safetensors","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-06-02T23:45:45+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"d2d8dd75-c212-408b-9201-c07833f17f5b","url":"https://onlylabs.fyi/signals/d2d8dd75-c212-408b-9201-c07833f17f5b","source_url":"https://github.com/fw-ai/triton","title":"fw-ai/triton","context":"forked from triton-lang/triton","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-03-17T23:07:43+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"f4f15245-e148-44e1-a2ce-d9bb30affcb2","url":"https://onlylabs.fyi/signals/f4f15245-e148-44e1-a2ce-d9bb30affcb2","source_url":"https://github.com/fw-ai/nixl","title":"fw-ai/nixl","context":"forked from ai-dynamo/nixl","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2026-01-09T21:55:48+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"375b5e8d-aceb-4979-946a-fe37d093240a","url":"https://onlylabs.fyi/signals/375b5e8d-aceb-4979-946a-fe37d093240a","source_url":"https://github.com/fw-ai/DeepEP","title":"fw-ai/DeepEP","context":"forked from deepseek-ai/DeepEP","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2025-06-06T21:48:44+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"39d882c8-ddfc-4360-8ae6-bf3333e32b70","url":"https://onlylabs.fyi/signals/39d882c8-ddfc-4360-8ae6-bf3333e32b70","source_url":"https://github.com/fw-ai/kaldi","title":"fw-ai/kaldi","context":"forked from kaldi-asr/kaldi","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-10-07T01:08:21+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"},{"id":"eab92735-6df1-4fcf-9210-8e9e5860489a","url":"https://onlylabs.fyi/signals/eab92735-6df1-4fcf-9210-8e9e5860489a","source_url":"https://github.com/fw-ai/cutlass","title":"fw-ai/cutlass","context":"forked from NVIDIA/cutlass","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-09-09T17:47:04+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source"}]}