{"schema_version":"onlylabs.public_signal.v1","title":"Baseten Repo: basetenlabs/ml-cookbook","description":"Baseten repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/b9ffaa90-8734-4cfd-96d2-1f9f0165db8e","json_url":"https://onlylabs.fyi/signals/b9ffaa90-8734-4cfd-96d2-1f9f0165db8e/signal.json","generated_at":"2026-10-24T20:15:47.090Z","evidence_latest_fetched_at":"2026-06-11T04:09:52.551712+00:00","signal_first_seen_at":"2026-10-20T07:00:35.955219+00:00","org":{"slug":"baseten","name":"Baseten","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/baseten","dossier_json_url":"https://onlylabs.fyi/labs/baseten/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b9ffaa90-8734-4cfd-96d2-1f9f0165db8e","signal_json":"https://onlylabs.fyi/signals/b9ffaa90-8734-4cfd-96d2-1f9f0165db8e/signal.json","source":"https://github.com/basetenlabs/ml-cookbook","lab_dossier":"https://onlylabs.fyi/labs/baseten","lab_dossier_json":"https://onlylabs.fyi/labs/baseten/dossier.json","analysis":"https://onlylabs.fyi/analysis/baseten","analysis_json":"https://onlylabs.fyi/analysis/baseten/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baseten/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Baseten published basetenlabs/ml-cookbook (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo basetenlabs/ml-cookbook · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/basetenlabs/ml-cookbook","source_host":"github.com","occurred_at":"2026-10-19T23:26:46+00:00","first_seen_at":"2026-10-20T07:00:35.955219+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Baseten","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"basetenlabs/ml-cookbook","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","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/basetenlabs/ml-cookbook"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:09:52.551712+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b9ffaa90-8734-4cfd-96d2-1f9f0165db8e/signal.json","dossier_json":"https://onlylabs.fyi/labs/baseten/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/baseten/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baseten/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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/b9ffaa90-8734-4cfd-96d2-1f9f0165db8e/signal.json","required":true},{"label":"source","url":"https://github.com/basetenlabs/ml-cookbook","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/baseten/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/baseten/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 Baseten's repo signal \"basetenlabs/ml-cookbook\" for neocloud strategy."},"semantic_triples":[{"subject":"Baseten","predicate":"published repo","object":"basetenlabs/ml-cookbook","text":"Baseten published repo basetenlabs/ml-cookbook."},{"subject":"basetenlabs/ml-cookbook","predicate":"is classified as","object":"repo signal","text":"basetenlabs/ml-cookbook is classified as repo signal."},{"subject":"basetenlabs/ml-cookbook","predicate":"belongs to","object":"repos desk","text":"basetenlabs/ml-cookbook belongs to repos desk."},{"subject":"basetenlabs/ml-cookbook","predicate":"has context","object":"Python","text":"basetenlabs/ml-cookbook has context Python."},{"subject":"basetenlabs/ml-cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"basetenlabs/ml-cookbook has evidence coverage 1 captured evidence page."},{"subject":"basetenlabs/ml-cookbook","predicate":"has captured page count","object":"1","text":"basetenlabs/ml-cookbook has captured page count 1."},{"subject":"basetenlabs/ml-cookbook","predicate":"has readable page count","object":"1","text":"basetenlabs/ml-cookbook has readable page count 1."},{"subject":"basetenlabs/ml-cookbook","predicate":"has related signal count","object":"6","text":"basetenlabs/ml-cookbook has related signal count 6."},{"subject":"basetenlabs/ml-cookbook","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":"basetenlabs/ml-cookbook 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":"basetenlabs/ml-cookbook","predicate":"has source host","object":"github.com","text":"basetenlabs/ml-cookbook has source host github.com."},{"subject":"basetenlabs/ml-cookbook","predicate":"has lab","object":"Baseten","text":"basetenlabs/ml-cookbook has lab Baseten."},{"subject":"basetenlabs/ml-cookbook","predicate":"has signal desk","object":"repos","text":"basetenlabs/ml-cookbook has signal desk repos."},{"subject":"basetenlabs/ml-cookbook","predicate":"has source host","object":"github.com","text":"basetenlabs/ml-cookbook has source host github.com."},{"subject":"basetenlabs/ml-cookbook","predicate":"has repository","object":"basetenlabs/ml-cookbook","text":"basetenlabs/ml-cookbook has repository basetenlabs/ml-cookbook."},{"subject":"basetenlabs/ml-cookbook","predicate":"has language","object":"Python","text":"basetenlabs/ml-cookbook has language Python."},{"subject":"basetenlabs/ml-cookbook","predicate":"has watch term","object":"Model card","text":"basetenlabs/ml-cookbook has watch term Model card."},{"subject":"basetenlabs/ml-cookbook","predicate":"has watch term","object":"Data pipeline","text":"basetenlabs/ml-cookbook has watch term Data pipeline."},{"subject":"basetenlabs/ml-cookbook","predicate":"has watch term","object":"Infrastructure","text":"basetenlabs/ml-cookbook has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Baseten published basetenlabs/ml-cookbook (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo basetenlabs/ml-cookbook · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Baseten","predicate":"published repo","object":"basetenlabs/ml-cookbook","text":"Baseten published repo basetenlabs/ml-cookbook."},{"subject":"basetenlabs/ml-cookbook","predicate":"is classified as","object":"repo signal","text":"basetenlabs/ml-cookbook is classified as repo signal."},{"subject":"basetenlabs/ml-cookbook","predicate":"belongs to","object":"repos desk","text":"basetenlabs/ml-cookbook belongs to repos desk."},{"subject":"basetenlabs/ml-cookbook","predicate":"has context","object":"Python","text":"basetenlabs/ml-cookbook has context Python."},{"subject":"basetenlabs/ml-cookbook","predicate":"has evidence coverage","object":"1 captured evidence page","text":"basetenlabs/ml-cookbook has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b9ffaa90-8734-4cfd-96d2-1f9f0165db8e","url":"https://onlylabs.fyi/signals/b9ffaa90-8734-4cfd-96d2-1f9f0165db8e","json_url":"https://onlylabs.fyi/signals/b9ffaa90-8734-4cfd-96d2-1f9f0165db8e/signal.json","source_url":"https://github.com/basetenlabs/ml-cookbook","title":"basetenlabs/ml-cookbook","summary":"Baseten 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":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-10-19T23:26:46+00:00","first_seen_at":"2026-10-20T07:00:35.955219+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/basetenlabs/ml-cookbook"]},"facets":{"repo":"basetenlabs/ml-cookbook","language":"Python"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/basetenlabs/ml-cookbook","final_url":"https://github.com/basetenlabs/ml-cookbook","title":"basetenlabs/ml-cookbook repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:09:52.551712+00:00","bytes":17317,"raw_path":"18ddc12e012f138e2c0d7efe177d174da06b4a78e31a2c575bdd0356cad6baf3.json","content_hash":"39337a925c17cdfe789396a2c52974a5c4b29a5eca126d597790d4107809acfc","excerpt_chars":1200,"truncated":true,"excerpt":"basetenlabs/ml-cookbook Description: Ready-to-use ML training recipes to help you build and deploy models on Baseten. Language: Python License: MIT Stars: 55 Forks: 8 Open issues: 20 Created: 2025-08-04T19:03:50Z Pushed: 2026-05-20T20:17:12Z Default branch: main Fork: no Archived: no README: Inference docs | Training docs A curated collection of ready-to-use training recipes for machine learning on Baseten. Whether you’re starting from scratch or fine-tuning an existing model, these recipes provide practical, copy-paste solutions for every stage of your ML pipeline. What's inside - Training recipes - End-to-end examples for training models from scratch - Fine-tuning workflows - Adapt pre-trained models to your specific use case - Best practices - Optimized configurations and common patterns From data preprocessing to checkpointed and trained models, these recipes cover the complete ML lifecycle on Baseten's platform. Table of contents - [Usage](#usage) - [Examples vs Recipes](#examples-vs-recipes) - [Programmatic Training API](#programmatic-training-api) - [Long-context SFT](#long-context-sft) - [Fine-tune GPT OSS 20B with LoRa and trl](#fine-tune-gpt-oss-20b-with-lora-and-trl) -..."},"evidence_pages":[],"related_signals":[{"id":"f3faa498-36df-4992-b859-23477cdbb417","url":"https://onlylabs.fyi/signals/f3faa498-36df-4992-b859-23477cdbb417","source_url":"https://github.com/basetenlabs/talkie-facts-replication","title":"basetenlabs/talkie-facts-replication","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-10-12T16:56:50+00:00","first_seen_at":"2026-10-13T07:00:36.626911+00:00","date_source":"source"},{"id":"4e6516f8-f49b-445f-80f0-ab874106f2f8","url":"https://onlylabs.fyi/signals/4e6516f8-f49b-445f-80f0-ab874106f2f8","source_url":"https://github.com/basetenlabs/relex-replication","title":"basetenlabs/relex-replication","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-10-02T20:53:59+00:00","first_seen_at":"2026-10-05T07:00:35.23423+00:00","date_source":"source"},{"id":"d5bd6264-b834-440d-bf5e-ca461381106b","url":"https://onlylabs.fyi/signals/d5bd6264-b834-440d-bf5e-ca461381106b","source_url":"https://github.com/basetenlabs/baseten-bdn","title":"basetenlabs/baseten-bdn","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-09-11T22:02:35+00:00","first_seen_at":"2026-09-23T07:00:36.710318+00:00","date_source":"source"},{"id":"f4f0fd7e-d42a-4cb3-ac08-387687b62e65","url":"https://onlylabs.fyi/signals/f4f0fd7e-d42a-4cb3-ac08-387687b62e65","source_url":"https://github.com/basetenlabs/terraform-provider-baseten","title":"basetenlabs/terraform-provider-baseten","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-08-18T16:04:25+00:00","first_seen_at":"2026-08-27T07:01:30.176581+00:00","date_source":"source"},{"id":"36db372f-981c-4fc7-ba85-3914a19f4bec","url":"https://onlylabs.fyi/signals/36db372f-981c-4fc7-ba85-3914a19f4bec","source_url":"https://github.com/basetenlabs/Hack-the-North-2026","title":"basetenlabs/Hack-the-North-2026","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-08-18T01:50:30+00:00","first_seen_at":"2026-09-11T07:00:35.718784+00:00","date_source":"source"},{"id":"29150fa7-598f-466b-96c3-afc34eefb3ad","url":"https://onlylabs.fyi/signals/29150fa7-598f-466b-96c3-afc34eefb3ad","source_url":"https://github.com/basetenlabs/baseten-switch","title":"basetenlabs/baseten-switch","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-07-27T21:25:23+00:00","first_seen_at":"2026-07-28T07:00:36.283493+00:00","date_source":"source"}]}