{"schema_version":"onlylabs.public_signal.v1","title":"Nebius Repo: nebius/nebius-physical-ai","description":"Nebius repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e","json_url":"https://onlylabs.fyi/signals/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e/signal.json","generated_at":"2026-06-11T02:51:46.114+00:00","org":{"slug":"nebius","name":"Nebius","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/nebius","dossier_json_url":"https://onlylabs.fyi/labs/nebius/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e","signal_json":"https://onlylabs.fyi/signals/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e/signal.json","source":"https://github.com/nebius/nebius-physical-ai","lab_dossier":"https://onlylabs.fyi/labs/nebius","lab_dossier_json":"https://onlylabs.fyi/labs/nebius/dossier.json","analysis":"https://onlylabs.fyi/analysis/nebius","analysis_json":"https://onlylabs.fyi/analysis/nebius/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nebius/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":"Nebius published nebius/nebius-physical-ai (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo nebius/nebius-physical-ai · language Python · Low traction new repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/nebius/nebius-physical-ai","source_host":"github.com","occurred_at":"2026-04-07T16:04:02+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Nebius","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"nebius/nebius-physical-ai","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"7","source":"traction"},{"label":"Notability","value":"Low traction new repo","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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/nebius/nebius-physical-ai"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:51:46.114+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e/signal.json","dossier_json":"https://onlylabs.fyi/labs/nebius/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nebius/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nebius/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/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e/signal.json","required":true},{"label":"source","url":"https://github.com/nebius/nebius-physical-ai","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nebius/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nebius/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 Nebius's repo signal \"nebius/nebius-physical-ai\" for neocloud strategy."},"semantic_triples":[{"subject":"Nebius","predicate":"published repo","object":"nebius/nebius-physical-ai","text":"Nebius published repo nebius/nebius-physical-ai."},{"subject":"nebius/nebius-physical-ai","predicate":"is classified as","object":"repo signal","text":"nebius/nebius-physical-ai is classified as repo signal."},{"subject":"nebius/nebius-physical-ai","predicate":"belongs to","object":"repos desk","text":"nebius/nebius-physical-ai belongs to repos desk."},{"subject":"nebius/nebius-physical-ai","predicate":"has context","object":"Python","text":"nebius/nebius-physical-ai has context Python."},{"subject":"nebius/nebius-physical-ai","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nebius/nebius-physical-ai has evidence coverage 1 captured evidence page."},{"subject":"nebius/nebius-physical-ai","predicate":"has captured page count","object":"1","text":"nebius/nebius-physical-ai has captured page count 1."},{"subject":"nebius/nebius-physical-ai","predicate":"has readable page count","object":"1","text":"nebius/nebius-physical-ai has readable page count 1."},{"subject":"nebius/nebius-physical-ai","predicate":"has related signal count","object":"6","text":"nebius/nebius-physical-ai has related signal count 6."},{"subject":"nebius/nebius-physical-ai","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":"nebius/nebius-physical-ai 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":"nebius/nebius-physical-ai","predicate":"has source host","object":"github.com","text":"nebius/nebius-physical-ai has source host github.com."},{"subject":"nebius/nebius-physical-ai","predicate":"has lab","object":"Nebius","text":"nebius/nebius-physical-ai has lab Nebius."},{"subject":"nebius/nebius-physical-ai","predicate":"has signal desk","object":"repos","text":"nebius/nebius-physical-ai has signal desk repos."},{"subject":"nebius/nebius-physical-ai","predicate":"has source host","object":"github.com","text":"nebius/nebius-physical-ai has source host github.com."},{"subject":"nebius/nebius-physical-ai","predicate":"has repository","object":"nebius/nebius-physical-ai","text":"nebius/nebius-physical-ai has repository nebius/nebius-physical-ai."},{"subject":"nebius/nebius-physical-ai","predicate":"has language","object":"Python","text":"nebius/nebius-physical-ai has language Python."},{"subject":"nebius/nebius-physical-ai","predicate":"has stars","object":"7","text":"nebius/nebius-physical-ai has stars 7."},{"subject":"nebius/nebius-physical-ai","predicate":"has notability","object":"Low traction new repo","text":"nebius/nebius-physical-ai has notability Low traction new repo."},{"subject":"nebius/nebius-physical-ai","predicate":"has watch term","object":"RL environments","text":"nebius/nebius-physical-ai has watch term RL environments."}]},"intelligence":{"signal_desk":"repos","answer":"Nebius published nebius/nebius-physical-ai (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo nebius/nebius-physical-ai · language Python · Low traction new repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Nebius","predicate":"published repo","object":"nebius/nebius-physical-ai","text":"Nebius published repo nebius/nebius-physical-ai."},{"subject":"nebius/nebius-physical-ai","predicate":"is classified as","object":"repo signal","text":"nebius/nebius-physical-ai is classified as repo signal."},{"subject":"nebius/nebius-physical-ai","predicate":"belongs to","object":"repos desk","text":"nebius/nebius-physical-ai belongs to repos desk."},{"subject":"nebius/nebius-physical-ai","predicate":"has context","object":"Python","text":"nebius/nebius-physical-ai has context Python."},{"subject":"nebius/nebius-physical-ai","predicate":"has evidence coverage","object":"1 captured evidence page","text":"nebius/nebius-physical-ai has evidence coverage 1 captured evidence page."}]},"signal":{"id":"49bd2c6b-f298-4b2b-8d0d-a584e7fab75e","url":"https://onlylabs.fyi/signals/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e","json_url":"https://onlylabs.fyi/signals/49bd2c6b-f298-4b2b-8d0d-a584e7fab75e/signal.json","source_url":"https://github.com/nebius/nebius-physical-ai","title":"nebius/nebius-physical-ai","summary":"Nebius 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":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-04-07T16:04:02+00:00","first_seen_at":"2026-06-05T22:32:09.881762+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/nebius/nebius-physical-ai"]},"facets":{"repo":"nebius/nebius-physical-ai","language":"Python"},"traction":{"github_stars":7,"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/nebius/nebius-physical-ai","final_url":"https://github.com/nebius/nebius-physical-ai","title":"nebius/nebius-physical-ai repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:46.114+00:00","bytes":19210,"raw_path":"6983d7a1f80fab2fd7a1d8f19c318fd9843dda3fc8dd591bc1ac0dddbf607701.json","content_hash":"a7cf7f70a84dead789bdeb2a895d2f3cc094c88a3804aef48b317f71165a04b4","excerpt_chars":1200,"truncated":true,"excerpt":"nebius/nebius-physical-ai Language: Python License: Apache-2.0 Stars: 7 Forks: 4 Open issues: 9 Created: 2026-04-07T16:04:02Z Pushed: 2026-06-11T02:35:51Z Default branch: main Fork: no Archived: no README: Nebius Physical AI Partners integrate independently. Teams assemble from open blueprints. Nebius owns the infrastructure layer and compute substrate. ![Nebius Physical AI Workbench](docs/assets/workbench-architecture.png) `npa` is the CLI and SDK for physical-AI workloads on Nebius. Workbench is the primary solution: it gives developers one command surface for data curation, simulation, synthetic data, policy training, evaluation, export, observability, and SkyPilot workflows running on the Nebius substrate of object storage, orchestration, vLLM serving, managed Kubernetes, and GPU clusters. Quick Start Install the `npa` package into a fresh virtual environment. The venv can live anywhere; activating it puts `npa` on your `PATH` (Python 3.10+ required): ```bash git clone https://github.com/nebius/nebius-physical-ai.git cd nebius-physical-ai python3 -m venv .venv source .venv/bin/activate pip install --upgrade pip pip install -e npa npa --version ``` Run your first real result..."},"evidence_pages":[{"url":"https://github.com/nebius/nebius-physical-ai","final_url":"https://github.com/nebius/nebius-physical-ai","title":"nebius/nebius-physical-ai repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:51:46.114+00:00","bytes":19210,"raw_path":"6983d7a1f80fab2fd7a1d8f19c318fd9843dda3fc8dd591bc1ac0dddbf607701.json","content_hash":"a7cf7f70a84dead789bdeb2a895d2f3cc094c88a3804aef48b317f71165a04b4","excerpt_chars":1200,"truncated":true,"excerpt":"nebius/nebius-physical-ai Language: Python License: Apache-2.0 Stars: 7 Forks: 4 Open issues: 9 Created: 2026-04-07T16:04:02Z Pushed: 2026-06-11T02:35:51Z Default branch: main Fork: no Archived: no README: Nebius Physical AI Partners integrate independently. Teams assemble from open blueprints. Nebius owns the infrastructure layer and compute substrate. ![Nebius Physical AI Workbench](docs/assets/workbench-architecture.png) `npa` is the CLI and SDK for physical-AI workloads on Nebius. Workbench is the primary solution: it gives developers one command surface for data curation, simulation, synthetic data, policy training, evaluation, export, observability, and SkyPilot workflows running on the Nebius substrate of object storage, orchestration, vLLM serving, managed Kubernetes, and GPU clusters. Quick Start Install the `npa` package into a fresh virtual environment. The venv can live anywhere; activating it puts `npa` on your `PATH` (Python 3.10+ required): ```bash git clone https://github.com/nebius/nebius-physical-ai.git cd nebius-physical-ai python3 -m venv .venv source .venv/bin/activate pip install --upgrade pip pip install -e npa npa --version ``` Run your first real result..."}],"related_signals":[{"id":"827d4150-eb7c-45e7-9d0c-e32c2f8cedfb","url":"https://onlylabs.fyi/signals/827d4150-eb7c-45e7-9d0c-e32c2f8cedfb","source_url":"https://github.com/nebius/nebius-partner-cookbook","title":"nebius/nebius-partner-cookbook","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-06-09T15:34:05+00:00","first_seen_at":"2026-06-11T07:00:50.9341+00:00","date_source":"source"},{"id":"bb3aaea8-d11f-4a82-9e97-5f4b81659cdb","url":"https://onlylabs.fyi/signals/bb3aaea8-d11f-4a82-9e97-5f4b81659cdb","source_url":"https://github.com/nebius/serverless-ai-cookbook","title":"nebius/serverless-ai-cookbook","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-04-16T10:10:51+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"ad5e0b3d-0b56-44da-8158-e3252eb37480","url":"https://onlylabs.fyi/signals/ad5e0b3d-0b56-44da-8158-e3252eb37480","source_url":"https://github.com/nebius/terraform-provider-nebius","title":"nebius/terraform-provider-nebius","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-03-24T14:56:20+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"3ef467b7-124a-4a29-a4e5-c36beffa5f4b","url":"https://onlylabs.fyi/signals/3ef467b7-124a-4a29-a4e5-c36beffa5f4b","source_url":"https://github.com/nebius/contree-cli","title":"nebius/contree-cli","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-03-13T14:47:42+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"ace3029b-afb2-4b63-99ab-34603989dce4","url":"https://onlylabs.fyi/signals/ace3029b-afb2-4b63-99ab-34603989dce4","source_url":"https://github.com/nebius/packer-plugin-nebius","title":"nebius/packer-plugin-nebius","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-02-13T15:45:48+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"},{"id":"f1f9a561-a855-41cc-8a8f-4d01001fa604","url":"https://onlylabs.fyi/signals/f1f9a561-a855-41cc-8a8f-4d01001fa604","source_url":"https://github.com/nebius/contree-mcp","title":"nebius/contree-mcp","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nebius","name":"Nebius","category":"neocloud"},"occurred_at":"2026-01-29T11:56:22+00:00","first_seen_at":"2026-06-05T22:32:09.881762+00:00","date_source":"source"}]}