{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Release: replicate/replicate-python-beta v2.0.0-beta.1","description":"Replicate release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/98e21735-e135-4249-9fbf-91ae865205bc","json_url":"https://onlylabs.fyi/signals/98e21735-e135-4249-9fbf-91ae865205bc/signal.json","generated_at":"2026-06-11T04:05:30.261426+00:00","org":{"slug":"replicate","name":"Replicate","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/replicate","dossier_json_url":"https://onlylabs.fyi/labs/replicate/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/98e21735-e135-4249-9fbf-91ae865205bc","signal_json":"https://onlylabs.fyi/signals/98e21735-e135-4249-9fbf-91ae865205bc/signal.json","source":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1","lab_dossier":"https://onlylabs.fyi/labs/replicate","lab_dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis":"https://onlylabs.fyi/analysis/replicate","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Replicate published replicate/replicate-python-beta v2.0.0-beta.1 (replicate/replicate-python-beta). This release signal is evidence of what shipped, changed, or was packaged for users. 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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/98e21735-e135-4249-9fbf-91ae865205bc/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/replicate/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/replicate/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/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 Replicate's release signal \"replicate/replicate-python-beta v2.0.0-beta.1\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/replicate-python-beta v2.0.0-beta.1","text":"Replicate released replicate/replicate-python-beta v2.0.0-beta.1."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"is classified as","object":"release signal","text":"replicate/replicate-python-beta v2.0.0-beta.1 is classified as release signal."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"belongs to","object":"releases desk","text":"replicate/replicate-python-beta v2.0.0-beta.1 belongs to releases desk."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has context","object":"replicate/replicate-python-beta","text":"replicate/replicate-python-beta v2.0.0-beta.1 has context replicate/replicate-python-beta."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/replicate-python-beta v2.0.0-beta.1 has evidence coverage 1 captured evidence page."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has captured page count","object":"1","text":"replicate/replicate-python-beta v2.0.0-beta.1 has captured page count 1."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has readable page count","object":"1","text":"replicate/replicate-python-beta v2.0.0-beta.1 has readable page count 1."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has related signal count","object":"6","text":"replicate/replicate-python-beta v2.0.0-beta.1 has related signal count 6."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"replicate/replicate-python-beta v2.0.0-beta.1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has source host","object":"github.com","text":"replicate/replicate-python-beta v2.0.0-beta.1 has source host github.com."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has lab","object":"Replicate","text":"replicate/replicate-python-beta v2.0.0-beta.1 has lab Replicate."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has signal desk","object":"releases","text":"replicate/replicate-python-beta v2.0.0-beta.1 has signal desk releases."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has source 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This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Beta release of Replicate Python client library. · Python SDK 2.0.0 beta Repository: replicate/replicate-python-beta Tag: v2.0.0-beta.1 Published: 2025-10-23T16:34:47Z Prerelease: no Release notes: Replicate’s v2 Python.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Replicate","predicate":"released","object":"replicate/replicate-python-beta v2.0.0-beta.1","text":"Replicate released replicate/replicate-python-beta v2.0.0-beta.1."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"is classified as","object":"release signal","text":"replicate/replicate-python-beta v2.0.0-beta.1 is classified as release signal."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"belongs to","object":"releases desk","text":"replicate/replicate-python-beta v2.0.0-beta.1 belongs to releases desk."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has context","object":"replicate/replicate-python-beta","text":"replicate/replicate-python-beta v2.0.0-beta.1 has context replicate/replicate-python-beta."},{"subject":"replicate/replicate-python-beta v2.0.0-beta.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/replicate-python-beta v2.0.0-beta.1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"98e21735-e135-4249-9fbf-91ae865205bc","url":"https://onlylabs.fyi/signals/98e21735-e135-4249-9fbf-91ae865205bc","json_url":"https://onlylabs.fyi/signals/98e21735-e135-4249-9fbf-91ae865205bc/signal.json","source_url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1","title":"replicate/replicate-python-beta v2.0.0-beta.1","summary":"Replicate published release notes. onlylabs watches releases for what actually shipped.","context":"replicate/replicate-python-beta","kind":{"key":"release","label":"Release"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-10-23T16:34:47+00:00","first_seen_at":"2026-06-05T22:32:13.390047+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/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1"]},"facets":{"repo":"replicate/replicate-python-beta"},"traction":{"github_stars":null,"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/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1","final_url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1","title":"replicate/replicate-python-beta v2.0.0-beta.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:05:30.261426+00:00","bytes":15947,"raw_path":"4af330548151664ea2c4c59909669696e5b6c6c5582cc6f99932ea1ee7ceaa17.json","content_hash":"0ef24dd1db30730137f11a76239188e263e4492ffa7f6507d08600f461529ff7","excerpt_chars":1200,"truncated":true,"excerpt":"Python SDK 2.0.0 beta Repository: replicate/replicate-python-beta Tag: v2.0.0-beta.1 Published: 2025-10-23T16:34:47Z Prerelease: no Release notes: Replicate’s v2 Python SDK is now in public beta. 🎉 As always, the `replicate` package is [published on PyPI](https://pypi.org/project/replicate/2.0.0b1/), and you can install it with pip using the `--pre` flag: ```bash pip install --pre replicate ``` What’s new? This new version is a complete rewrite of the SDK, built in partnership with [Stainless](https://www.stainless.com/customers/replicate), the team that helps design and maintain official SDKs for companies like OpenAI, Anthropic, and Cloudflare. Replicate's v2 Python SDK is generated dynamically from our public [OpenAPI schema](https://replicate.com/docs/reference/openapi). This allows us to automate client code generation and provide a Python API with method names, type hints, and documentation that is perfectly consistent with our HTTP API. Now that most of the client code is generated dynamically, all changes to Replicate’s HTTP API are automatically supported by the Python SDK. This means whenever we add a new operation (like the [new search..."},"evidence_pages":[{"url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1","final_url":"https://github.com/replicate/replicate-python-beta/releases/tag/v2.0.0-beta.1","title":"replicate/replicate-python-beta v2.0.0-beta.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:05:30.261426+00:00","bytes":15947,"raw_path":"4af330548151664ea2c4c59909669696e5b6c6c5582cc6f99932ea1ee7ceaa17.json","content_hash":"0ef24dd1db30730137f11a76239188e263e4492ffa7f6507d08600f461529ff7","excerpt_chars":1200,"truncated":true,"excerpt":"Python SDK 2.0.0 beta Repository: replicate/replicate-python-beta Tag: v2.0.0-beta.1 Published: 2025-10-23T16:34:47Z Prerelease: no Release notes: Replicate’s v2 Python SDK is now in public beta. 🎉 As always, the `replicate` package is [published on PyPI](https://pypi.org/project/replicate/2.0.0b1/), and you can install it with pip using the `--pre` flag: ```bash pip install --pre replicate ``` What’s new? This new version is a complete rewrite of the SDK, built in partnership with [Stainless](https://www.stainless.com/customers/replicate), the team that helps design and maintain official SDKs for companies like OpenAI, Anthropic, and Cloudflare. Replicate's v2 Python SDK is generated dynamically from our public [OpenAPI schema](https://replicate.com/docs/reference/openapi). This allows us to automate client code generation and provide a Python API with method names, type hints, and documentation that is perfectly consistent with our HTTP API. Now that most of the client code is generated dynamically, all changes to Replicate’s HTTP API are automatically supported by the Python SDK. 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