{"schema_version":"onlylabs.public_signal.v1","title":"Baseten Repo: basetenlabs/backend-take-home","description":"Baseten repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/fa99da10-347a-4220-935b-dca784363171","json_url":"https://onlylabs.fyi/signals/fa99da10-347a-4220-935b-dca784363171/signal.json","generated_at":"2026-06-11T04:07:39.075313+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/fa99da10-347a-4220-935b-dca784363171","signal_json":"https://onlylabs.fyi/signals/fa99da10-347a-4220-935b-dca784363171/signal.json","source":"https://github.com/basetenlabs/backend-take-home","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/backend-take-home (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/backend-take-home · 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/backend-take-home","source_host":"github.com","occurred_at":"2022-05-10T15:01:41+00:00","first_seen_at":"2026-06-06T01:49:54.63862+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/backend-take-home","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2","source":"traction"}],"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/backend-take-home"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:07:39.075313+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/fa99da10-347a-4220-935b-dca784363171/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/fa99da10-347a-4220-935b-dca784363171/signal.json","required":true},{"label":"source","url":"https://github.com/basetenlabs/backend-take-home","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/backend-take-home\" for neocloud strategy."},"semantic_triples":[{"subject":"Baseten","predicate":"published repo","object":"basetenlabs/backend-take-home","text":"Baseten published repo basetenlabs/backend-take-home."},{"subject":"basetenlabs/backend-take-home","predicate":"is classified as","object":"repo signal","text":"basetenlabs/backend-take-home is classified as repo signal."},{"subject":"basetenlabs/backend-take-home","predicate":"belongs to","object":"repos desk","text":"basetenlabs/backend-take-home belongs to repos desk."},{"subject":"basetenlabs/backend-take-home","predicate":"has context","object":"Python","text":"basetenlabs/backend-take-home has context Python."},{"subject":"basetenlabs/backend-take-home","predicate":"has evidence coverage","object":"1 captured evidence page","text":"basetenlabs/backend-take-home has evidence coverage 1 captured evidence page."},{"subject":"basetenlabs/backend-take-home","predicate":"has captured page count","object":"1","text":"basetenlabs/backend-take-home has captured page count 1."},{"subject":"basetenlabs/backend-take-home","predicate":"has readable page count","object":"1","text":"basetenlabs/backend-take-home has readable page count 1."},{"subject":"basetenlabs/backend-take-home","predicate":"has related signal count","object":"6","text":"basetenlabs/backend-take-home has related signal count 6."},{"subject":"basetenlabs/backend-take-home","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/backend-take-home 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/backend-take-home","predicate":"has source host","object":"github.com","text":"basetenlabs/backend-take-home has source host github.com."},{"subject":"basetenlabs/backend-take-home","predicate":"has lab","object":"Baseten","text":"basetenlabs/backend-take-home has lab Baseten."},{"subject":"basetenlabs/backend-take-home","predicate":"has signal desk","object":"repos","text":"basetenlabs/backend-take-home has signal desk repos."},{"subject":"basetenlabs/backend-take-home","predicate":"has source host","object":"github.com","text":"basetenlabs/backend-take-home has source host github.com."},{"subject":"basetenlabs/backend-take-home","predicate":"has repository","object":"basetenlabs/backend-take-home","text":"basetenlabs/backend-take-home has repository basetenlabs/backend-take-home."},{"subject":"basetenlabs/backend-take-home","predicate":"has language","object":"Python","text":"basetenlabs/backend-take-home has language Python."},{"subject":"basetenlabs/backend-take-home","predicate":"has stars","object":"2","text":"basetenlabs/backend-take-home has stars 2."}]},"intelligence":{"signal_desk":"repos","answer":"Baseten published basetenlabs/backend-take-home (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/backend-take-home · 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/backend-take-home","text":"Baseten published repo basetenlabs/backend-take-home."},{"subject":"basetenlabs/backend-take-home","predicate":"is classified as","object":"repo signal","text":"basetenlabs/backend-take-home is classified as repo signal."},{"subject":"basetenlabs/backend-take-home","predicate":"belongs to","object":"repos desk","text":"basetenlabs/backend-take-home belongs to repos desk."},{"subject":"basetenlabs/backend-take-home","predicate":"has context","object":"Python","text":"basetenlabs/backend-take-home has context Python."},{"subject":"basetenlabs/backend-take-home","predicate":"has evidence coverage","object":"1 captured evidence page","text":"basetenlabs/backend-take-home has evidence coverage 1 captured evidence page."}]},"signal":{"id":"fa99da10-347a-4220-935b-dca784363171","url":"https://onlylabs.fyi/signals/fa99da10-347a-4220-935b-dca784363171","json_url":"https://onlylabs.fyi/signals/fa99da10-347a-4220-935b-dca784363171/signal.json","source_url":"https://github.com/basetenlabs/backend-take-home","title":"basetenlabs/backend-take-home","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":"2022-05-10T15:01:41+00:00","first_seen_at":"2026-06-06T01:49:54.63862+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/backend-take-home"]},"facets":{"repo":"basetenlabs/backend-take-home","language":"Python"},"traction":{"github_stars":2,"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/basetenlabs/backend-take-home","final_url":"https://github.com/basetenlabs/backend-take-home","title":"basetenlabs/backend-take-home repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:39.075313+00:00","bytes":9579,"raw_path":"d77c953dc9f53a464545370007c05d3639467867d36f0aeb5a6cc113bc5c1630.json","content_hash":"f957541118ca675c944c43a64f9c440da9425fee7092680127047ad6b7c2d216","excerpt_chars":1200,"truncated":true,"excerpt":"basetenlabs/backend-take-home Language: Python Stars: 2 Forks: 1 Open issues: 2 Created: 2022-05-10T15:01:41Z Pushed: 2023-07-20T15:36:06Z Default branch: main Fork: no Archived: no README: A boilerplate for the baseten backend take home challenge using async python. It is optional to use this boilerplate but we do think it's gonna save you some precious time. **See [PROBLEM.md](PROBLEM.md) for the problem definition** Prerequisite - python >= 3.9 - [poetry](python-poetry.org/) Run There's a simple makefile available to help starting commands, you can read the makefile to start the project manually. If you use vscode as code editor, we have defined basic project settings and some launch configurations you can use. With vscode 1. In a command line run `poetry install` 2. Open the workspace in vscode 3. `⇧⌘P` then choose `Python: Select Interpreter` 4. The interpreter is the virtual env associated with poetry it should be named `baseten-backend-take-home...`. It can be found by looking at the first line of the `poetry install` command you ran earlier or by running `poetry env info`) 5. Make your changes 6. Open the run and debug tab `⇧⌘D` and run `Run: Server` With makefile ```sh..."},"evidence_pages":[{"url":"https://github.com/basetenlabs/backend-take-home","final_url":"https://github.com/basetenlabs/backend-take-home","title":"basetenlabs/backend-take-home repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:07:39.075313+00:00","bytes":9579,"raw_path":"d77c953dc9f53a464545370007c05d3639467867d36f0aeb5a6cc113bc5c1630.json","content_hash":"f957541118ca675c944c43a64f9c440da9425fee7092680127047ad6b7c2d216","excerpt_chars":1200,"truncated":true,"excerpt":"basetenlabs/backend-take-home Language: Python Stars: 2 Forks: 1 Open issues: 2 Created: 2022-05-10T15:01:41Z Pushed: 2023-07-20T15:36:06Z Default branch: main Fork: no Archived: no README: A boilerplate for the baseten backend take home challenge using async python. It is optional to use this boilerplate but we do think it's gonna save you some precious time. **See [PROBLEM.md](PROBLEM.md) for the problem definition** Prerequisite - python >= 3.9 - [poetry](python-poetry.org/) Run There's a simple makefile available to help starting commands, you can read the makefile to start the project manually. If you use vscode as code editor, we have defined basic project settings and some launch configurations you can use. With vscode 1. In a command line run `poetry install` 2. Open the workspace in vscode 3. `⇧⌘P` then choose `Python: Select Interpreter` 4. The interpreter is the virtual env associated with poetry it should be named `baseten-backend-take-home...`. It can be found by looking at the first line of the `poetry install` command you ran earlier or by running `poetry env info`) 5. Make your changes 6. Open the run and debug tab `⇧⌘D` and run `Run: Server` With makefile ```sh..."}],"related_signals":[{"id":"fbfb1a0b-1a43-41c7-90fc-fb7e694241b9","url":"https://onlylabs.fyi/signals/fbfb1a0b-1a43-41c7-90fc-fb7e694241b9","source_url":"https://github.com/basetenlabs/tmp-animations","title":"basetenlabs/tmp-animations","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-04-20T18:52:35+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"9f3fab69-19c5-47d8-afb1-889157cdde8d","url":"https://onlylabs.fyi/signals/9f3fab69-19c5-47d8-afb1-889157cdde8d","source_url":"https://github.com/basetenlabs/baseten-skills","title":"basetenlabs/baseten-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-04-17T12:53:11+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"b6656077-16da-4beb-bc84-d7a55c7c72aa","url":"https://onlylabs.fyi/signals/b6656077-16da-4beb-bc84-d7a55c7c72aa","source_url":"https://github.com/basetenlabs/qwen3-nvfp4-benchmark","title":"basetenlabs/qwen3-nvfp4-benchmark","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-04-01T21:03:59+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"df709993-8360-4f6b-8473-0689a613e8df","url":"https://onlylabs.fyi/signals/df709993-8360-4f6b-8473-0689a613e8df","source_url":"https://github.com/basetenlabs/Megatron-Bridge","title":"basetenlabs/Megatron-Bridge","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-03-30T19:09:05+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"a8f557bf-93c4-42bf-8357-c5266a747173","url":"https://onlylabs.fyi/signals/a8f557bf-93c4-42bf-8357-c5266a747173","source_url":"https://github.com/basetenlabs/baseten-js","title":"basetenlabs/baseten-js","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-03-30T18:19:44+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"},{"id":"6e023ce6-4f2f-44ac-83ec-2e18c6cfa52a","url":"https://onlylabs.fyi/signals/6e023ce6-4f2f-44ac-83ec-2e18c6cfa52a","source_url":"https://github.com/basetenlabs/baseten-python","title":"basetenlabs/baseten-python","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baseten","name":"Baseten","category":"neocloud"},"occurred_at":"2026-03-27T20:55:18+00:00","first_seen_at":"2026-06-05T22:32:13.368432+00:00","date_source":"source"}]}