{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/ALoDLM","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e1baccd4-3134-46c7-b27b-4c7503326db1","json_url":"https://onlylabs.fyi/signals/e1baccd4-3134-46c7-b27b-4c7503326db1/signal.json","generated_at":"2026-10-12T17:41:04.928Z","evidence_latest_fetched_at":"2026-10-06T07:03:36.167609+00:00","signal_first_seen_at":"2026-10-06T07:00:38.420236+00:00","org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/amazon","dossier_json_url":"https://onlylabs.fyi/labs/amazon/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/e1baccd4-3134-46c7-b27b-4c7503326db1","signal_json":"https://onlylabs.fyi/signals/e1baccd4-3134-46c7-b27b-4c7503326db1/signal.json","source":"https://github.com/amazon-science/ALoDLM","lab_dossier":"https://onlylabs.fyi/labs/amazon","lab_dossier_json":"https://onlylabs.fyi/labs/amazon/dossier.json","analysis":"https://onlylabs.fyi/analysis/amazon","analysis_json":"https://onlylabs.fyi/analysis/amazon/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/amazon/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Amazon (Nova) published amazon-science/ALoDLM (Python). 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host","object":"github.com","text":"amazon-science/ALoDLM has source host github.com."},{"subject":"amazon-science/ALoDLM","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/ALoDLM has lab Amazon (Nova)."},{"subject":"amazon-science/ALoDLM","predicate":"has signal desk","object":"repos","text":"amazon-science/ALoDLM has signal desk repos."},{"subject":"amazon-science/ALoDLM","predicate":"has source host","object":"github.com","text":"amazon-science/ALoDLM has source host github.com."},{"subject":"amazon-science/ALoDLM","predicate":"has repository","object":"amazon-science/ALoDLM","text":"amazon-science/ALoDLM has repository amazon-science/ALoDLM."},{"subject":"amazon-science/ALoDLM","predicate":"has language","object":"Python","text":"amazon-science/ALoDLM has language Python."},{"subject":"amazon-science/ALoDLM","predicate":"has stars","object":"37","text":"amazon-science/ALoDLM has stars 37."},{"subject":"amazon-science/ALoDLM","predicate":"has radar 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Language: Python License: NOASSERTION Stars: 2 Forks: 1 Open issues: 3 Created: 2026-10-02T23:10:05Z Pushed: 2026-10-06T01:02:03Z Default branch: main Fork: no Archived: no README: ALoDLM: Adaptively Looped Diffusion Language Models Diffusion language models (DLMs) enable fast generation by predicting multiple tokens in parallel, yet their practical adoption remains hindered by a persistent quality gap relative to comparably sized autoregressive models. We attribute this gap to a *computation-difficulty mismatch*: within a partially observed sequence, some unknown tokens are readily predictable, while others require substantially more computation to resolve. Existing DLMs, however, apply uniform computational depth to every unknown position at each denoising step. We introduce **ALoDLM**, which replaces this uniform computation with token-adaptive latent recurrence. 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