{"schema_version":"onlylabs.public_signal.v1","title":"AI21 Labs Repo: AI21Labs/dev-envs","description":"AI21 Labs repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/214d8ed3-9c06-46f5-a86b-9809a718ca49","json_url":"https://onlylabs.fyi/signals/214d8ed3-9c06-46f5-a86b-9809a718ca49/signal.json","generated_at":"2026-06-11T04:20:00.946084+00:00","org":{"slug":"ai21","name":"AI21 Labs","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/ai21","dossier_json_url":"https://onlylabs.fyi/labs/ai21/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/214d8ed3-9c06-46f5-a86b-9809a718ca49","signal_json":"https://onlylabs.fyi/signals/214d8ed3-9c06-46f5-a86b-9809a718ca49/signal.json","source":"https://github.com/AI21Labs/dev-envs","lab_dossier":"https://onlylabs.fyi/labs/ai21","lab_dossier_json":"https://onlylabs.fyi/labs/ai21/dossier.json","analysis":"https://onlylabs.fyi/analysis/ai21","analysis_json":"https://onlylabs.fyi/analysis/ai21/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/ai21/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"AI21 Labs published AI21Labs/dev-envs (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo AI21Labs/dev-envs · language Shell. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/AI21Labs/dev-envs","source_host":"github.com","occurred_at":"2022-12-20T11:48:51+00:00","first_seen_at":"2026-06-05T20:58:44.654825+00:00","date_source":"source","context":"Shell"},"context_markers":[{"label":"Lab","value":"AI21 Labs","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"AI21Labs/dev-envs","source":"source"},{"label":"Language","value":"Shell","source":"source"},{"label":"Stars","value":"1","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/AI21Labs/dev-envs"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:20:00.946084+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/214d8ed3-9c06-46f5-a86b-9809a718ca49/signal.json","dossier_json":"https://onlylabs.fyi/labs/ai21/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/ai21/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/ai21/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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/214d8ed3-9c06-46f5-a86b-9809a718ca49/signal.json","required":true},{"label":"source","url":"https://github.com/AI21Labs/dev-envs","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/ai21/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/ai21/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 AI21 Labs's repo signal \"AI21Labs/dev-envs\" for neolab strategy."},"semantic_triples":[{"subject":"AI21 Labs","predicate":"published repo","object":"AI21Labs/dev-envs","text":"AI21 Labs published repo AI21Labs/dev-envs."},{"subject":"AI21Labs/dev-envs","predicate":"is classified as","object":"repo signal","text":"AI21Labs/dev-envs is classified as repo signal."},{"subject":"AI21Labs/dev-envs","predicate":"belongs to","object":"repos desk","text":"AI21Labs/dev-envs belongs to repos desk."},{"subject":"AI21Labs/dev-envs","predicate":"has context","object":"Shell","text":"AI21Labs/dev-envs has context Shell."},{"subject":"AI21Labs/dev-envs","predicate":"has evidence coverage","object":"1 captured evidence page","text":"AI21Labs/dev-envs has evidence coverage 1 captured evidence page."},{"subject":"AI21Labs/dev-envs","predicate":"has captured page count","object":"1","text":"AI21Labs/dev-envs has captured page count 1."},{"subject":"AI21Labs/dev-envs","predicate":"has readable page count","object":"1","text":"AI21Labs/dev-envs has readable page count 1."},{"subject":"AI21Labs/dev-envs","predicate":"has related signal count","object":"6","text":"AI21Labs/dev-envs has related signal count 6."},{"subject":"AI21Labs/dev-envs","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":"AI21Labs/dev-envs 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":"AI21Labs/dev-envs","predicate":"has source host","object":"github.com","text":"AI21Labs/dev-envs has source host github.com."},{"subject":"AI21Labs/dev-envs","predicate":"has lab","object":"AI21 Labs","text":"AI21Labs/dev-envs has lab AI21 Labs."},{"subject":"AI21Labs/dev-envs","predicate":"has signal desk","object":"repos","text":"AI21Labs/dev-envs has signal desk repos."},{"subject":"AI21Labs/dev-envs","predicate":"has source host","object":"github.com","text":"AI21Labs/dev-envs has source host github.com."},{"subject":"AI21Labs/dev-envs","predicate":"has repository","object":"AI21Labs/dev-envs","text":"AI21Labs/dev-envs has repository AI21Labs/dev-envs."},{"subject":"AI21Labs/dev-envs","predicate":"has language","object":"Shell","text":"AI21Labs/dev-envs has language Shell."},{"subject":"AI21Labs/dev-envs","predicate":"has stars","object":"1","text":"AI21Labs/dev-envs has stars 1."}]},"intelligence":{"signal_desk":"repos","answer":"AI21 Labs published AI21Labs/dev-envs (Shell). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo AI21Labs/dev-envs · language Shell. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"AI21 Labs","predicate":"published repo","object":"AI21Labs/dev-envs","text":"AI21 Labs published repo AI21Labs/dev-envs."},{"subject":"AI21Labs/dev-envs","predicate":"is classified as","object":"repo signal","text":"AI21Labs/dev-envs is classified as repo signal."},{"subject":"AI21Labs/dev-envs","predicate":"belongs to","object":"repos desk","text":"AI21Labs/dev-envs belongs to repos desk."},{"subject":"AI21Labs/dev-envs","predicate":"has context","object":"Shell","text":"AI21Labs/dev-envs has context Shell."},{"subject":"AI21Labs/dev-envs","predicate":"has evidence coverage","object":"1 captured evidence page","text":"AI21Labs/dev-envs has evidence coverage 1 captured evidence page."}]},"signal":{"id":"214d8ed3-9c06-46f5-a86b-9809a718ca49","url":"https://onlylabs.fyi/signals/214d8ed3-9c06-46f5-a86b-9809a718ca49","json_url":"https://onlylabs.fyi/signals/214d8ed3-9c06-46f5-a86b-9809a718ca49/signal.json","source_url":"https://github.com/AI21Labs/dev-envs","title":"AI21Labs/dev-envs","summary":"AI21 Labs published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ai21","name":"AI21 Labs","category":"neolab"},"occurred_at":"2022-12-20T11:48:51+00:00","first_seen_at":"2026-06-05T20:58:44.654825+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/AI21Labs/dev-envs"]},"facets":{"repo":"AI21Labs/dev-envs","language":"Shell"},"traction":{"github_stars":1,"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/AI21Labs/dev-envs","final_url":"https://github.com/AI21Labs/dev-envs","title":"AI21Labs/dev-envs repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:20:00.946084+00:00","bytes":12539,"raw_path":"bb50e2dcbd76078c57e958c23e64d5468dbd73912f0d4a591e913e89d51e62f4.json","content_hash":"fe7090fee9a0680a05d800188993715eb625a140934dafb9bf95601793d6ca92","excerpt_chars":1200,"truncated":true,"excerpt":"AI21Labs/dev-envs Language: Shell Stars: 1 Forks: 1 Open issues: 0 Created: 2022-12-20T11:48:51Z Pushed: 2022-12-20T11:49:15Z Default branch: master Fork: no Archived: yes README: Development Environment and Experience A collection of [helper scripts](#helpers) to bootstrap your Mac box for development. Let's start... --- **If you find any issue or you feel something is missing, we encourage you to contribute to the project.** For more information, see [contributing](#contributing). --- Disclaimer 1. **We do not modify user settings automatically** — to complete the setup, please complete the installation as noted at the first line of each language below 2. **Always start by bootstrapping your machine.** For more information, see [Getting Started](#getting-started) Getting Started 1. Clone the repository, **or** ```shell git clone git@bitbucket.org:ai21labs/dev-envs.git ``` 2. [Download it as a zip ball](https://bitbucket.org/ai21labs/dev-envs/src/master/), unzip to a directory and change into it (if you are a new on the crew, you probably want this) ```shell unzip -q -o ai21-dev-envs-*.zip cd ai21-dev-envs-*/ ``` Bootstrap Your Mac 1...."},"evidence_pages":[{"url":"https://github.com/AI21Labs/dev-envs","final_url":"https://github.com/AI21Labs/dev-envs","title":"AI21Labs/dev-envs repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:20:00.946084+00:00","bytes":12539,"raw_path":"bb50e2dcbd76078c57e958c23e64d5468dbd73912f0d4a591e913e89d51e62f4.json","content_hash":"fe7090fee9a0680a05d800188993715eb625a140934dafb9bf95601793d6ca92","excerpt_chars":1200,"truncated":true,"excerpt":"AI21Labs/dev-envs Language: Shell Stars: 1 Forks: 1 Open issues: 0 Created: 2022-12-20T11:48:51Z Pushed: 2022-12-20T11:49:15Z Default branch: master Fork: no Archived: yes README: Development Environment and Experience A collection of [helper scripts](#helpers) to bootstrap your Mac box for development. Let's start... --- **If you find any issue or you feel something is missing, we encourage you to contribute to the project.** For more information, see [contributing](#contributing). --- Disclaimer 1. **We do not modify user settings automatically** — to complete the setup, please complete the installation as noted at the first line of each language below 2. **Always start by bootstrapping your machine.** For more information, see [Getting Started](#getting-started) Getting Started 1. Clone the repository, **or** ```shell git clone git@bitbucket.org:ai21labs/dev-envs.git ``` 2. [Download it as a zip ball](https://bitbucket.org/ai21labs/dev-envs/src/master/), unzip to a directory and change into it (if you are a new on the crew, you probably want this) ```shell unzip -q -o ai21-dev-envs-*.zip cd ai21-dev-envs-*/ ``` Bootstrap Your Mac 1...."}],"related_signals":[{"id":"a8d5a050-6c2c-48fc-8704-64a597e69658","url":"https://onlylabs.fyi/signals/a8d5a050-6c2c-48fc-8704-64a597e69658","source_url":"https://github.com/AI21Labs/pre-commit-hadolint","title":"AI21Labs/pre-commit-hadolint","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ai21","name":"AI21 Labs","category":"neolab"},"occurred_at":"2026-05-12T08:34:02+00:00","first_seen_at":"2026-06-05T20:58:44.654825+00:00","date_source":"source"},{"id":"7beb24f5-17a5-4573-92ef-792037a0120f","url":"https://onlylabs.fyi/signals/7beb24f5-17a5-4573-92ef-792037a0120f","source_url":"https://github.com/AI21Labs/multi-window-chunk-size","title":"AI21Labs/multi-window-chunk-size","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ai21","name":"AI21 Labs","category":"neolab"},"occurred_at":"2026-01-26T12:02:59+00:00","first_seen_at":"2026-06-05T20:58:44.654825+00:00","date_source":"source"},{"id":"ac9e3f80-ea99-4dba-8929-da82435a3a34","url":"https://onlylabs.fyi/signals/ac9e3f80-ea99-4dba-8929-da82435a3a34","source_url":"https://github.com/AI21Labs/ai21-typescript","title":"AI21Labs/ai21-typescript","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ai21","name":"AI21 Labs","category":"neolab"},"occurred_at":"2024-11-05T09:44:25+00:00","first_seen_at":"2026-06-05T20:58:44.654825+00:00","date_source":"source"},{"id":"653c8c77-1a4f-4e50-8504-f5f596fb5be3","url":"https://onlylabs.fyi/signals/653c8c77-1a4f-4e50-8504-f5f596fb5be3","source_url":"https://github.com/AI21Labs/salt","title":"AI21Labs/salt","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ai21","name":"AI21 Labs","category":"neolab"},"occurred_at":"2024-07-21T09:13:44+00:00","first_seen_at":"2026-06-05T20:58:44.654825+00:00","date_source":"source"},{"id":"d4083267-defa-4b38-8f7f-90ee756c2801","url":"https://onlylabs.fyi/signals/d4083267-defa-4b38-8f7f-90ee756c2801","source_url":"https://github.com/AI21Labs/AI21-Industry-Samples","title":"AI21Labs/AI21-Industry-Samples","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ai21","name":"AI21 Labs","category":"neolab"},"occurred_at":"2024-02-02T14:30:39+00:00","first_seen_at":"2026-06-05T20:58:44.654825+00:00","date_source":"source"},{"id":"3ceb6253-41fc-44c7-a33e-62f570e3922b","url":"https://onlylabs.fyi/signals/3ceb6253-41fc-44c7-a33e-62f570e3922b","source_url":"https://github.com/AI21Labs/ai21-python","title":"AI21Labs/ai21-python","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"ai21","name":"AI21 Labs","category":"neolab"},"occurred_at":"2023-12-10T09:20:15+00:00","first_seen_at":"2026-06-05T20:58:44.654825+00:00","date_source":"source"}]}