{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Repo: NousResearch/forge-api-demo","description":"Nous Research repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7af2c1d6-235e-453f-bede-a6fadaa66045","json_url":"https://onlylabs.fyi/signals/7af2c1d6-235e-453f-bede-a6fadaa66045/signal.json","generated_at":"2026-06-11T03:17:51.165408+00:00","org":{"slug":"nous","name":"Nous Research","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/nous","dossier_json_url":"https://onlylabs.fyi/labs/nous/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/7af2c1d6-235e-453f-bede-a6fadaa66045","signal_json":"https://onlylabs.fyi/signals/7af2c1d6-235e-453f-bede-a6fadaa66045/signal.json","source":"https://github.com/NousResearch/forge-api-demo","lab_dossier":"https://onlylabs.fyi/labs/nous","lab_dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis":"https://onlylabs.fyi/analysis/nous","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/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":"Nous Research published NousResearch/forge-api-demo (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NousResearch/forge-api-demo · language Python · Low traction routine demo 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/NousResearch/forge-api-demo","source_host":"github.com","occurred_at":"2024-11-12T05:05:05+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Nous Research","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NousResearch/forge-api-demo","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"18","source":"traction"},{"label":"Notability","value":"Low traction routine demo repo","source":"signal"},{"label":"Watch term","value":"RL environments","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/NousResearch/forge-api-demo"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:51.165408+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7af2c1d6-235e-453f-bede-a6fadaa66045/signal.json","dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/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/7af2c1d6-235e-453f-bede-a6fadaa66045/signal.json","required":true},{"label":"source","url":"https://github.com/NousResearch/forge-api-demo","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nous/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nous/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 Nous Research's repo signal \"NousResearch/forge-api-demo\" for neolab strategy."},"semantic_triples":[{"subject":"Nous Research","predicate":"published repo","object":"NousResearch/forge-api-demo","text":"Nous Research published repo NousResearch/forge-api-demo."},{"subject":"NousResearch/forge-api-demo","predicate":"is classified as","object":"repo signal","text":"NousResearch/forge-api-demo is classified as repo signal."},{"subject":"NousResearch/forge-api-demo","predicate":"belongs to","object":"repos desk","text":"NousResearch/forge-api-demo belongs to repos desk."},{"subject":"NousResearch/forge-api-demo","predicate":"has context","object":"Python","text":"NousResearch/forge-api-demo has context Python."},{"subject":"NousResearch/forge-api-demo","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/forge-api-demo has evidence coverage 1 captured evidence page."},{"subject":"NousResearch/forge-api-demo","predicate":"has captured page count","object":"1","text":"NousResearch/forge-api-demo has captured page count 1."},{"subject":"NousResearch/forge-api-demo","predicate":"has readable page count","object":"1","text":"NousResearch/forge-api-demo has readable page count 1."},{"subject":"NousResearch/forge-api-demo","predicate":"has related signal count","object":"6","text":"NousResearch/forge-api-demo has related signal count 6."},{"subject":"NousResearch/forge-api-demo","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":"NousResearch/forge-api-demo 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":"NousResearch/forge-api-demo","predicate":"has source host","object":"github.com","text":"NousResearch/forge-api-demo has source host github.com."},{"subject":"NousResearch/forge-api-demo","predicate":"has lab","object":"Nous Research","text":"NousResearch/forge-api-demo has lab Nous Research."},{"subject":"NousResearch/forge-api-demo","predicate":"has signal desk","object":"repos","text":"NousResearch/forge-api-demo has signal desk repos."},{"subject":"NousResearch/forge-api-demo","predicate":"has source host","object":"github.com","text":"NousResearch/forge-api-demo has source host github.com."},{"subject":"NousResearch/forge-api-demo","predicate":"has repository","object":"NousResearch/forge-api-demo","text":"NousResearch/forge-api-demo has repository NousResearch/forge-api-demo."},{"subject":"NousResearch/forge-api-demo","predicate":"has language","object":"Python","text":"NousResearch/forge-api-demo has language Python."},{"subject":"NousResearch/forge-api-demo","predicate":"has stars","object":"18","text":"NousResearch/forge-api-demo has stars 18."},{"subject":"NousResearch/forge-api-demo","predicate":"has notability","object":"Low traction routine demo repo","text":"NousResearch/forge-api-demo has notability Low traction routine demo repo."},{"subject":"NousResearch/forge-api-demo","predicate":"has watch term","object":"RL environments","text":"NousResearch/forge-api-demo has watch term RL environments."}]},"intelligence":{"signal_desk":"repos","answer":"Nous Research published NousResearch/forge-api-demo (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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It demonstrates how to use the asynchronous API to trigger a reasoning completion and wait for the result. If you want to jump straigt to the code, see: [src/forge-api-demo/cli.py](https://github.com/NousResearch/forge-api-demo/blob/main/src/forge-api-demo/cli.py). See also: * [About Forge API](https://gist.github.com/DamascusGit/c1523fb166109aa6af81af986f856f2d) * [API reference](https://forge-api.nousresearch.com/docs) Setup Install Poetry if you don’t have it: ```bash curl -sSL https://install.python-poetry.org | python3 - ``` Install dependencies: ```bash poetry install ``` Run Here's how to run the command and see its help output: ```bash > poetry run python src/forge-api-demo/cli.py -h ``` Which shows: ``` usage: forge-api-demo [-h] -p PROMPT [-r {fast,medium,slow}] [-t] Simple demo of the Forge API by Nous Research. Run with env..."},"evidence_pages":[{"url":"https://github.com/NousResearch/forge-api-demo","final_url":"https://github.com/NousResearch/forge-api-demo","title":"NousResearch/forge-api-demo repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:51.165408+00:00","bytes":86677,"raw_path":"8e853a4bb2e1b726449171910a7d20bbd9f71791b140ee6209600254b45ded15.json","content_hash":"0c548f9acc27ab8fc880cbfb1655345863d43009d88312c44110072705b1b2d2","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/forge-api-demo Description: Simple demo showing how to use the Forge API by Nous Research Language: Python License: MIT Stars: 18 Forks: 9 Open issues: 4 Created: 2024-11-12T05:05:05Z Pushed: 2024-11-12T05:40:07Z Default branch: main Fork: no Archived: no README: forge-api-demo This is a simple demo of the Forge API by Nous Research. It demonstrates how to use the asynchronous API to trigger a reasoning completion and wait for the result. If you want to jump straigt to the code, see: [src/forge-api-demo/cli.py](https://github.com/NousResearch/forge-api-demo/blob/main/src/forge-api-demo/cli.py). See also: * [About Forge API](https://gist.github.com/DamascusGit/c1523fb166109aa6af81af986f856f2d) * [API reference](https://forge-api.nousresearch.com/docs) Setup Install Poetry if you don’t have it: ```bash curl -sSL https://install.python-poetry.org | python3 - ``` Install dependencies: ```bash poetry install ``` Run Here's how to run the command and see its help output: ```bash > poetry run python src/forge-api-demo/cli.py -h ``` Which shows: ``` usage: forge-api-demo [-h] -p PROMPT [-r {fast,medium,slow}] [-t] Simple demo of the Forge API by Nous Research. 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