{"schema_version":"onlylabs.public_signal.v1","title":"Reka AI Repo: reka-ai/rekaquant","description":"Reka AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6f11c254-928d-44ea-9fd9-04a701ed9371","json_url":"https://onlylabs.fyi/signals/6f11c254-928d-44ea-9fd9-04a701ed9371/signal.json","generated_at":"2026-06-11T03:20:30.869793+00:00","org":{"slug":"reka","name":"Reka AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/reka","dossier_json_url":"https://onlylabs.fyi/labs/reka/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/6f11c254-928d-44ea-9fd9-04a701ed9371","signal_json":"https://onlylabs.fyi/signals/6f11c254-928d-44ea-9fd9-04a701ed9371/signal.json","source":"https://github.com/reka-ai/rekaquant","lab_dossier":"https://onlylabs.fyi/labs/reka","lab_dossier_json":"https://onlylabs.fyi/labs/reka/dossier.json","analysis":"https://onlylabs.fyi/analysis/reka","analysis_json":"https://onlylabs.fyi/analysis/reka/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/reka/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":"Reka AI published reka-ai/rekaquant (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo reka-ai/rekaquant · language Python · New repo from notable lab but low stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/reka-ai/rekaquant","source_host":"github.com","occurred_at":"2025-07-02T10:11:47+00:00","first_seen_at":"2026-06-05T22:32:22.156489+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Reka AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"reka-ai/rekaquant","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"63","source":"traction"},{"label":"Notability","value":"New repo from notable lab but low stars","source":"signal"},{"label":"Watch term","value":"Infrastructure","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/reka-ai/rekaquant"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:20:30.869793+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6f11c254-928d-44ea-9fd9-04a701ed9371/signal.json","dossier_json":"https://onlylabs.fyi/labs/reka/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/reka/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/reka/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/6f11c254-928d-44ea-9fd9-04a701ed9371/signal.json","required":true},{"label":"source","url":"https://github.com/reka-ai/rekaquant","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/reka/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/reka/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 Reka AI's repo signal \"reka-ai/rekaquant\" for neolab strategy."},"semantic_triples":[{"subject":"Reka AI","predicate":"published repo","object":"reka-ai/rekaquant","text":"Reka AI published repo reka-ai/rekaquant."},{"subject":"reka-ai/rekaquant","predicate":"is classified as","object":"repo signal","text":"reka-ai/rekaquant is classified as repo signal."},{"subject":"reka-ai/rekaquant","predicate":"belongs to","object":"repos desk","text":"reka-ai/rekaquant belongs to repos desk."},{"subject":"reka-ai/rekaquant","predicate":"has context","object":"Python","text":"reka-ai/rekaquant has context Python."},{"subject":"reka-ai/rekaquant","predicate":"has evidence coverage","object":"1 captured evidence page","text":"reka-ai/rekaquant has evidence coverage 1 captured evidence page."},{"subject":"reka-ai/rekaquant","predicate":"has captured page count","object":"1","text":"reka-ai/rekaquant has captured page count 1."},{"subject":"reka-ai/rekaquant","predicate":"has readable page count","object":"1","text":"reka-ai/rekaquant has readable page count 1."},{"subject":"reka-ai/rekaquant","predicate":"has related signal count","object":"6","text":"reka-ai/rekaquant has related signal count 6."},{"subject":"reka-ai/rekaquant","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":"reka-ai/rekaquant 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":"reka-ai/rekaquant","predicate":"has source host","object":"github.com","text":"reka-ai/rekaquant has source host github.com."},{"subject":"reka-ai/rekaquant","predicate":"has lab","object":"Reka AI","text":"reka-ai/rekaquant has lab Reka AI."},{"subject":"reka-ai/rekaquant","predicate":"has signal desk","object":"repos","text":"reka-ai/rekaquant has signal desk repos."},{"subject":"reka-ai/rekaquant","predicate":"has source host","object":"github.com","text":"reka-ai/rekaquant has source host github.com."},{"subject":"reka-ai/rekaquant","predicate":"has repository","object":"reka-ai/rekaquant","text":"reka-ai/rekaquant has repository reka-ai/rekaquant."},{"subject":"reka-ai/rekaquant","predicate":"has language","object":"Python","text":"reka-ai/rekaquant has language Python."},{"subject":"reka-ai/rekaquant","predicate":"has stars","object":"63","text":"reka-ai/rekaquant has stars 63."},{"subject":"reka-ai/rekaquant","predicate":"has notability","object":"New repo from notable lab but low stars","text":"reka-ai/rekaquant has notability New repo from notable lab but low stars."},{"subject":"reka-ai/rekaquant","predicate":"has watch term","object":"Infrastructure","text":"reka-ai/rekaquant has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Reka AI published reka-ai/rekaquant (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo reka-ai/rekaquant · language Python · New repo from notable lab but low stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Reka AI","predicate":"published repo","object":"reka-ai/rekaquant","text":"Reka AI published repo reka-ai/rekaquant."},{"subject":"reka-ai/rekaquant","predicate":"is classified as","object":"repo signal","text":"reka-ai/rekaquant is classified as repo signal."},{"subject":"reka-ai/rekaquant","predicate":"belongs to","object":"repos desk","text":"reka-ai/rekaquant belongs to repos desk."},{"subject":"reka-ai/rekaquant","predicate":"has context","object":"Python","text":"reka-ai/rekaquant has context Python."},{"subject":"reka-ai/rekaquant","predicate":"has evidence coverage","object":"1 captured evidence page","text":"reka-ai/rekaquant has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6f11c254-928d-44ea-9fd9-04a701ed9371","url":"https://onlylabs.fyi/signals/6f11c254-928d-44ea-9fd9-04a701ed9371","json_url":"https://onlylabs.fyi/signals/6f11c254-928d-44ea-9fd9-04a701ed9371/signal.json","source_url":"https://github.com/reka-ai/rekaquant","title":"reka-ai/rekaquant","summary":"Reka 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":"reka","name":"Reka AI","category":"neolab"},"occurred_at":"2025-07-02T10:11:47+00:00","first_seen_at":"2026-06-05T22:32:22.156489+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/reka-ai/rekaquant"]},"facets":{"repo":"reka-ai/rekaquant","language":"Python"},"traction":{"github_stars":63,"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/reka-ai/rekaquant","final_url":"https://github.com/reka-ai/rekaquant","title":"reka-ai/rekaquant repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:20:30.869793+00:00","bytes":10198,"raw_path":"1571641ba58e560278af13da65de7b2ea9f6f869b74526173c4a002864f8668e.json","content_hash":"e8a8be3be029696810503a086166f9fd38f513423a0eb718a20432ed9b8a891b","excerpt_chars":1200,"truncated":true,"excerpt":"reka-ai/rekaquant Language: Python Stars: 63 Forks: 6 Open issues: 0 Created: 2025-07-02T10:11:47Z Pushed: 2025-07-10T16:29:16Z Default branch: main Fork: no Archived: no README: Reka Quant [Reka Quant](https://reka.ai/news/reka-quantization-technology) is a model quantization library. It supports: - NF4 and GGML (llama.cpp) quantization primitives. GGML primitives are added directly from its source code through python cffi bindings, making it easy to incorporate new ones. - Exporting of GGML quantized models to native GGUF format, for easy integration with the existing ecosystem. - Activation-aware quantization by leveraging precomputed activation statistics from a text sample, through the LDLQ method from [QuIP](https://arxiv.org/pdf/2307.13304). - Further eror reduction through self-distillation from the BF16 model, while quantizing the network gradually. - Fast multi-node training through full or hybrid FSDP, as well as fast parallel proxy Hessian computation for LDLQ. Installation Clone the library with submodules: `git clone --recurse-submodules git@github.com:reka-ai/quantization.git` Install requirements: `poetry install` Build the shared library in csrc, needed for python..."},"evidence_pages":[{"url":"https://github.com/reka-ai/rekaquant","final_url":"https://github.com/reka-ai/rekaquant","title":"reka-ai/rekaquant repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:20:30.869793+00:00","bytes":10198,"raw_path":"1571641ba58e560278af13da65de7b2ea9f6f869b74526173c4a002864f8668e.json","content_hash":"e8a8be3be029696810503a086166f9fd38f513423a0eb718a20432ed9b8a891b","excerpt_chars":1200,"truncated":true,"excerpt":"reka-ai/rekaquant Language: Python Stars: 63 Forks: 6 Open issues: 0 Created: 2025-07-02T10:11:47Z Pushed: 2025-07-10T16:29:16Z Default branch: main Fork: no Archived: no README: Reka Quant [Reka Quant](https://reka.ai/news/reka-quantization-technology) is a model quantization library. 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