{"schema_version":"onlylabs.public_signal.v1","title":"Fireworks AI Fork: fw-ai/helm","description":"Fireworks AI fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/333731c4-af91-4a40-ad71-2559a803c38d","json_url":"https://onlylabs.fyi/signals/333731c4-af91-4a40-ad71-2559a803c38d/signal.json","generated_at":"2026-06-11T03:02:05.979888+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/333731c4-af91-4a40-ad71-2559a803c38d","signal_json":"https://onlylabs.fyi/signals/333731c4-af91-4a40-ad71-2559a803c38d/signal.json","source":"https://github.com/fw-ai/helm","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/helm (forked from stanford-crfm/helm). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo fw-ai/helm · parent stanford-crfm/helm · Routine fork of a repo.. 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/helm","source_host":"github.com","occurred_at":"2024-07-23T18:38:00+00:00","first_seen_at":"2026-06-05T22:32:07.992054+00:00","date_source":"source","context":"forked from stanford-crfm/helm"},"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/helm","source":"source"},{"label":"Parent","value":"stanford-crfm/helm","source":"source"},{"label":"Notability","value":"Routine fork of a repo.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/helm"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:02:05.979888+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/333731c4-af91-4a40-ad71-2559a803c38d/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/333731c4-af91-4a40-ad71-2559a803c38d/signal.json","required":true},{"label":"source","url":"https://github.com/fw-ai/helm","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/helm\" for neocloud strategy."},"semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/helm","text":"Fireworks AI forked fw-ai/helm."},{"subject":"fw-ai/helm","predicate":"is classified as","object":"fork signal","text":"fw-ai/helm is classified as fork signal."},{"subject":"fw-ai/helm","predicate":"belongs to","object":"forks desk","text":"fw-ai/helm belongs to forks desk."},{"subject":"fw-ai/helm","predicate":"has context","object":"forked from stanford-crfm/helm","text":"fw-ai/helm has context forked from stanford-crfm/helm."},{"subject":"fw-ai/helm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/helm has evidence coverage 1 captured evidence page."},{"subject":"fw-ai/helm","predicate":"has captured page count","object":"1","text":"fw-ai/helm has captured page count 1."},{"subject":"fw-ai/helm","predicate":"has readable page count","object":"1","text":"fw-ai/helm has readable page count 1."},{"subject":"fw-ai/helm","predicate":"has related signal count","object":"6","text":"fw-ai/helm has related signal count 6."},{"subject":"fw-ai/helm","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/helm 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/helm","predicate":"has source host","object":"github.com","text":"fw-ai/helm has source host github.com."},{"subject":"fw-ai/helm","predicate":"has lab","object":"Fireworks AI","text":"fw-ai/helm has lab Fireworks AI."},{"subject":"fw-ai/helm","predicate":"has signal desk","object":"forks","text":"fw-ai/helm has signal desk forks."},{"subject":"fw-ai/helm","predicate":"has source host","object":"github.com","text":"fw-ai/helm has source host github.com."},{"subject":"fw-ai/helm","predicate":"has repository","object":"fw-ai/helm","text":"fw-ai/helm has repository fw-ai/helm."},{"subject":"fw-ai/helm","predicate":"has parent","object":"stanford-crfm/helm","text":"fw-ai/helm has parent stanford-crfm/helm."},{"subject":"fw-ai/helm","predicate":"has notability","object":"Routine fork of a repo.","text":"fw-ai/helm has notability Routine fork of a repo.."},{"subject":"fw-ai/helm","predicate":"has watch term","object":"Eval methodology","text":"fw-ai/helm has watch term Eval methodology."},{"subject":"fw-ai/helm","predicate":"has watch term","object":"Data pipeline","text":"fw-ai/helm has watch term Data pipeline."}]},"intelligence":{"signal_desk":"forks","answer":"Fireworks AI forked fw-ai/helm (forked from stanford-crfm/helm). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo fw-ai/helm · parent stanford-crfm/helm · Routine fork of a repo.. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Fireworks AI","predicate":"forked","object":"fw-ai/helm","text":"Fireworks AI forked fw-ai/helm."},{"subject":"fw-ai/helm","predicate":"is classified as","object":"fork signal","text":"fw-ai/helm is classified as fork signal."},{"subject":"fw-ai/helm","predicate":"belongs to","object":"forks desk","text":"fw-ai/helm belongs to forks desk."},{"subject":"fw-ai/helm","predicate":"has context","object":"forked from stanford-crfm/helm","text":"fw-ai/helm has context forked from stanford-crfm/helm."},{"subject":"fw-ai/helm","predicate":"has evidence coverage","object":"1 captured evidence page","text":"fw-ai/helm has evidence coverage 1 captured evidence page."}]},"signal":{"id":"333731c4-af91-4a40-ad71-2559a803c38d","url":"https://onlylabs.fyi/signals/333731c4-af91-4a40-ad71-2559a803c38d","json_url":"https://onlylabs.fyi/signals/333731c4-af91-4a40-ad71-2559a803c38d/signal.json","source_url":"https://github.com/fw-ai/helm","title":"fw-ai/helm","summary":"Fireworks AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from stanford-crfm/helm","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"fireworks-ai","name":"Fireworks AI","category":"neocloud"},"occurred_at":"2024-07-23T18:38:00+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/helm"]},"facets":{"repo":"fw-ai/helm","parent":"stanford-crfm/helm"},"traction":{"github_stars":0,"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/helm","final_url":"https://github.com/fw-ai/helm","title":"fw-ai/helm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:05.979888+00:00","bytes":23845,"raw_path":"ba878d9f0c5c21405160dbe735ca3bfd5939ad72cfb4a710413c4d36bbcfee1a.json","content_hash":"75c094a91512a849f8ff35b6f86d5d543b2ba37eb197366c48d0b2ce47705afc","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/helm Description: Holistic Evaluation of Language Models (HELM), a framework to increase the transparency of language models (https://arxiv.org/abs/2211.09110). This framework is also used to evaluate text-to-image models in Holistic Evaluation of Text-to-Image Models (HEIM) (https://arxiv.org/abs/2311.04287). License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 13 Created: 2024-07-23T18:38:00Z Pushed: 2026-06-08T17:37:09Z Default branch: main Fork: yes Parent repository: stanford-crfm/helm Archived: no README: <!--intro-start--> Holistic Evaluation of Language Models [comment]: <> (When using the img tag, which allows us to specify size, src has to be a URL.) <img src=\"https://github.com/stanford-crfm/helm/raw/main/src/helm/benchmark/static/images/helm-logo.png\" alt=\"\" width=\"800\"/> Welcome! The **`crfm-helm`** Python package contains code used in the **Holistic Evaluation of Language Models** project ([paper](https://arxiv.org/abs/2211.09110), [website](https://crfm.stanford.edu/helm/latest/)) by [Stanford CRFM](https://crfm.stanford.edu/). This package includes the following features: - Collection of datasets in a standard format (e.g., NaturalQuestions) - Collection of..."},"evidence_pages":[{"url":"https://github.com/fw-ai/helm","final_url":"https://github.com/fw-ai/helm","title":"fw-ai/helm repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:02:05.979888+00:00","bytes":23845,"raw_path":"ba878d9f0c5c21405160dbe735ca3bfd5939ad72cfb4a710413c4d36bbcfee1a.json","content_hash":"75c094a91512a849f8ff35b6f86d5d543b2ba37eb197366c48d0b2ce47705afc","excerpt_chars":1200,"truncated":true,"excerpt":"fw-ai/helm Description: Holistic Evaluation of Language Models (HELM), a framework to increase the transparency of language models (https://arxiv.org/abs/2211.09110). This framework is also used to evaluate text-to-image models in Holistic Evaluation of Text-to-Image Models (HEIM) (https://arxiv.org/abs/2311.04287). License: Apache-2.0 Stars: 0 Forks: 0 Open issues: 13 Created: 2024-07-23T18:38:00Z Pushed: 2026-06-08T17:37:09Z Default branch: main Fork: yes Parent repository: stanford-crfm/helm Archived: no README: <!--intro-start--> Holistic Evaluation of Language Models [comment]: <> (When using the img tag, which allows us to specify size, src has to be a URL.) <img src=\"https://github.com/stanford-crfm/helm/raw/main/src/helm/benchmark/static/images/helm-logo.png\" alt=\"\" width=\"800\"/> Welcome! The **`crfm-helm`** Python package contains code used in the **Holistic Evaluation of Language Models** project ([paper](https://arxiv.org/abs/2211.09110), [website](https://crfm.stanford.edu/helm/latest/)) by [Stanford CRFM](https://crfm.stanford.edu/). This package includes the following features: - Collection of datasets in a standard format (e.g., NaturalQuestions) - Collection of..."}],"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"}]}