{"schema_version":"onlylabs.public_signal.v1","title":"Public AI Repo: forpublicai/aquaculture","description":"Public AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7520d805-d078-4b41-b5eb-a6d3dcf0a6c1","json_url":"https://onlylabs.fyi/signals/7520d805-d078-4b41-b5eb-a6d3dcf0a6c1/signal.json","generated_at":"2026-09-09T18:47:03.897Z","evidence_latest_fetched_at":"2026-08-12T07:02:13.994036+00:00","signal_first_seen_at":"2026-08-12T07:00:52.839908+00:00","org":{"slug":"public-ai","name":"Public AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/public-ai","dossier_json_url":"https://onlylabs.fyi/labs/public-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/7520d805-d078-4b41-b5eb-a6d3dcf0a6c1","signal_json":"https://onlylabs.fyi/signals/7520d805-d078-4b41-b5eb-a6d3dcf0a6c1/signal.json","source":"https://github.com/forpublicai/aquaculture","lab_dossier":"https://onlylabs.fyi/labs/public-ai","lab_dossier_json":"https://onlylabs.fyi/labs/public-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/public-ai","analysis_json":"https://onlylabs.fyi/analysis/public-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/public-ai/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":"Public AI published forpublicai/aquaculture (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo forpublicai/aquaculture · language TypeScript · New niche dataset repo by public-ai. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/forpublicai/aquaculture","source_host":"github.com","occurred_at":"2026-08-12T00:36:52+00:00","first_seen_at":"2026-08-12T07:00:52.839908+00:00","date_source":"source","context":"TypeScript"},"context_markers":[{"label":"Lab","value":"Public AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"forpublicai/aquaculture","source":"source"},{"label":"Language","value":"TypeScript","source":"source"},{"label":"Notability","value":"New niche dataset repo by public-ai","source":"signal"},{"label":"Watch term","value":"Data pipeline","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/forpublicai/aquaculture"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-12T07:02:13.994036+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7520d805-d078-4b41-b5eb-a6d3dcf0a6c1/signal.json","dossier_json":"https://onlylabs.fyi/labs/public-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/public-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/public-ai/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/7520d805-d078-4b41-b5eb-a6d3dcf0a6c1/signal.json","required":true},{"label":"source","url":"https://github.com/forpublicai/aquaculture","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/public-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/public-ai/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 Public AI's repo signal \"forpublicai/aquaculture\" for neocloud strategy."},"semantic_triples":[{"subject":"Public AI","predicate":"published repo","object":"forpublicai/aquaculture","text":"Public AI published repo forpublicai/aquaculture."},{"subject":"forpublicai/aquaculture","predicate":"is classified as","object":"repo signal","text":"forpublicai/aquaculture is classified as repo signal."},{"subject":"forpublicai/aquaculture","predicate":"belongs to","object":"repos desk","text":"forpublicai/aquaculture belongs to repos desk."},{"subject":"forpublicai/aquaculture","predicate":"has context","object":"TypeScript","text":"forpublicai/aquaculture has context TypeScript."},{"subject":"forpublicai/aquaculture","predicate":"has evidence coverage","object":"1 captured evidence page","text":"forpublicai/aquaculture has evidence coverage 1 captured evidence page."},{"subject":"forpublicai/aquaculture","predicate":"has captured page count","object":"1","text":"forpublicai/aquaculture has captured page count 1."},{"subject":"forpublicai/aquaculture","predicate":"has readable page count","object":"1","text":"forpublicai/aquaculture has readable page count 1."},{"subject":"forpublicai/aquaculture","predicate":"has related signal count","object":"6","text":"forpublicai/aquaculture has related signal count 6."},{"subject":"forpublicai/aquaculture","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":"forpublicai/aquaculture 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":"forpublicai/aquaculture","predicate":"has source host","object":"github.com","text":"forpublicai/aquaculture has source host github.com."},{"subject":"forpublicai/aquaculture","predicate":"has lab","object":"Public AI","text":"forpublicai/aquaculture has lab Public AI."},{"subject":"forpublicai/aquaculture","predicate":"has signal desk","object":"repos","text":"forpublicai/aquaculture has signal desk repos."},{"subject":"forpublicai/aquaculture","predicate":"has source host","object":"github.com","text":"forpublicai/aquaculture has source host github.com."},{"subject":"forpublicai/aquaculture","predicate":"has repository","object":"forpublicai/aquaculture","text":"forpublicai/aquaculture has repository forpublicai/aquaculture."},{"subject":"forpublicai/aquaculture","predicate":"has language","object":"TypeScript","text":"forpublicai/aquaculture has language TypeScript."},{"subject":"forpublicai/aquaculture","predicate":"has notability","object":"New niche dataset repo by public-ai","text":"forpublicai/aquaculture has notability New niche dataset repo by public-ai."},{"subject":"forpublicai/aquaculture","predicate":"has watch term","object":"Data pipeline","text":"forpublicai/aquaculture has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Public AI published forpublicai/aquaculture (TypeScript). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo forpublicai/aquaculture · language TypeScript · New niche dataset repo by public-ai. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Public AI","predicate":"published repo","object":"forpublicai/aquaculture","text":"Public AI published repo forpublicai/aquaculture."},{"subject":"forpublicai/aquaculture","predicate":"is classified as","object":"repo signal","text":"forpublicai/aquaculture is classified as repo signal."},{"subject":"forpublicai/aquaculture","predicate":"belongs to","object":"repos desk","text":"forpublicai/aquaculture belongs to repos desk."},{"subject":"forpublicai/aquaculture","predicate":"has context","object":"TypeScript","text":"forpublicai/aquaculture has context TypeScript."},{"subject":"forpublicai/aquaculture","predicate":"has evidence coverage","object":"1 captured evidence page","text":"forpublicai/aquaculture has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7520d805-d078-4b41-b5eb-a6d3dcf0a6c1","url":"https://onlylabs.fyi/signals/7520d805-d078-4b41-b5eb-a6d3dcf0a6c1","json_url":"https://onlylabs.fyi/signals/7520d805-d078-4b41-b5eb-a6d3dcf0a6c1/signal.json","source_url":"https://github.com/forpublicai/aquaculture","title":"forpublicai/aquaculture","summary":"Public AI published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2026-08-12T00:36:52+00:00","first_seen_at":"2026-08-12T07:00:52.839908+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/forpublicai/aquaculture"]},"facets":{"repo":"forpublicai/aquaculture","language":"TypeScript"},"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/forpublicai/aquaculture","final_url":"https://github.com/forpublicai/aquaculture","title":"forpublicai/aquaculture repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-12T07:02:13.994036+00:00","bytes":13361,"raw_path":"7fb62739011583d4cb66d6ef2613893db15d2b42d8e0bf8bd531f4fa45c9f96c.json","content_hash":"4b3c950f40dc4dcce00dfa9678b939237ecd9a637f44ca32d42d4f677fc4def1","excerpt_chars":1200,"truncated":true,"excerpt":"forpublicai/aquaculture Description: The Public AI Aquaculture Project Language: JavaScript Stars: 0 Forks: 0 Open issues: 0 Created: 2026-08-12T00:36:52Z Pushed: 2026-08-12T02:28:40Z Default branch: main Fork: no Archived: no README: Maine Aquaculture License Assistant A conversational AI tool that helps prospective and current Maine aquaculture proprietors identify the correct license/permit application, walks them through a natural-language intake interview, and answers regulatory questions via retrieval-augmented generation (RAG) over DMR documentation. Scope is intentionally narrow: conversational triage, intake, and document Q&A. It does **not** handle external bottlenecks like riparian landowner lookups, tax map generation, or scoping-session logistics. Status This is the Next.js/Vercel rebuild of the original Streamlit proof of concept (preserved at [`streamlit-poc/`](streamlit-poc/), still runnable). The rebuild was driven by two things: the app needs a real database for saved/resumable applications regardless of host, and the UI needs the [Public AI Design System](https://github.com/forpublicai/design-system) — real React components with no npm package, which Streamlit..."},"evidence_pages":[],"related_signals":[{"id":"87a457fd-8935-4844-b1ca-68f47b33fb45","url":"https://onlylabs.fyi/signals/87a457fd-8935-4844-b1ca-68f47b33fb45","source_url":"https://github.com/forpublicai/design-system","title":"forpublicai/design-system","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2026-07-25T12:45:04+00:00","first_seen_at":"2026-07-26T07:00:47.44354+00:00","date_source":"source"},{"id":"7aa1aec0-9e28-4a11-85bc-1bc38b580789","url":"https://onlylabs.fyi/signals/7aa1aec0-9e28-4a11-85bc-1bc38b580789","source_url":"https://github.com/forpublicai/librarieskiosk","title":"forpublicai/librarieskiosk","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2026-04-16T17:20:01+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source"},{"id":"cec5414e-2c7d-4121-8c98-4243fc6771fa","url":"https://onlylabs.fyi/signals/cec5414e-2c7d-4121-8c98-4243fc6771fa","source_url":"https://github.com/forpublicai/publicai.uk","title":"forpublicai/publicai.uk","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2026-03-19T01:39:39+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source"},{"id":"4d29db95-b4cc-4173-81cd-97bd827e8e6a","url":"https://onlylabs.fyi/signals/4d29db95-b4cc-4173-81cd-97bd827e8e6a","source_url":"https://github.com/forpublicai/commune","title":"forpublicai/commune","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2026-02-27T10:20:10+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source"},{"id":"b362680b-611e-4a79-b928-48402ee6126c","url":"https://onlylabs.fyi/signals/b362680b-611e-4a79-b928-48402ee6126c","source_url":"https://github.com/forpublicai/publicai_survey","title":"forpublicai/publicai_survey","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2026-02-15T14:15:33+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source"},{"id":"e0abfab3-3a11-4055-88db-7d8d7374f4cb","url":"https://onlylabs.fyi/signals/e0abfab3-3a11-4055-88db-7d8d7374f4cb","source_url":"https://github.com/forpublicai/safemolt","title":"forpublicai/safemolt","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"public-ai","name":"Public AI","category":"neocloud"},"occurred_at":"2026-01-31T23:34:15+00:00","first_seen_at":"2026-06-05T22:32:17.813345+00:00","date_source":"source"}]}