{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Repo: sarvamai/open-mulyankan","description":"Sarvam AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/0c1f56f4-57a5-4622-af10-3b82e4c8d138","json_url":"https://onlylabs.fyi/signals/0c1f56f4-57a5-4622-af10-3b82e4c8d138/signal.json","generated_at":"2026-09-09T18:55:49.509Z","evidence_latest_fetched_at":"2026-09-09T07:02:47.588263+00:00","signal_first_seen_at":"2026-09-09T07:00:53.626088+00:00","org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/sarvam","dossier_json_url":"https://onlylabs.fyi/labs/sarvam/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/0c1f56f4-57a5-4622-af10-3b82e4c8d138","signal_json":"https://onlylabs.fyi/signals/0c1f56f4-57a5-4622-af10-3b82e4c8d138/signal.json","source":"https://github.com/sarvamai/open-mulyankan","lab_dossier":"https://onlylabs.fyi/labs/sarvam","lab_dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis":"https://onlylabs.fyi/analysis/sarvam","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/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":"Sarvam AI published sarvamai/open-mulyankan (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo sarvamai/open-mulyankan · 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/sarvamai/open-mulyankan","source_host":"github.com","occurred_at":"2026-09-07T09:39:50+00:00","first_seen_at":"2026-09-09T07:00:53.626088+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Sarvam AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"sarvamai/open-mulyankan","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"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/sarvamai/open-mulyankan"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-09T07:02:47.588263+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0c1f56f4-57a5-4622-af10-3b82e4c8d138/signal.json","dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/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/0c1f56f4-57a5-4622-af10-3b82e4c8d138/signal.json","required":true},{"label":"source","url":"https://github.com/sarvamai/open-mulyankan","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/sarvam/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/sarvam/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 Sarvam AI's repo signal \"sarvamai/open-mulyankan\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"published repo","object":"sarvamai/open-mulyankan","text":"Sarvam AI published repo sarvamai/open-mulyankan."},{"subject":"sarvamai/open-mulyankan","predicate":"is classified as","object":"repo signal","text":"sarvamai/open-mulyankan is classified as repo signal."},{"subject":"sarvamai/open-mulyankan","predicate":"belongs to","object":"repos desk","text":"sarvamai/open-mulyankan belongs to repos desk."},{"subject":"sarvamai/open-mulyankan","predicate":"has context","object":"Python","text":"sarvamai/open-mulyankan has context Python."},{"subject":"sarvamai/open-mulyankan","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/open-mulyankan has evidence coverage 1 captured evidence page."},{"subject":"sarvamai/open-mulyankan","predicate":"has captured page count","object":"1","text":"sarvamai/open-mulyankan has captured page count 1."},{"subject":"sarvamai/open-mulyankan","predicate":"has readable page count","object":"1","text":"sarvamai/open-mulyankan has readable page count 1."},{"subject":"sarvamai/open-mulyankan","predicate":"has related signal count","object":"6","text":"sarvamai/open-mulyankan has related signal count 6."},{"subject":"sarvamai/open-mulyankan","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":"sarvamai/open-mulyankan 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":"sarvamai/open-mulyankan","predicate":"has source host","object":"github.com","text":"sarvamai/open-mulyankan has source host github.com."},{"subject":"sarvamai/open-mulyankan","predicate":"has lab","object":"Sarvam AI","text":"sarvamai/open-mulyankan has lab Sarvam AI."},{"subject":"sarvamai/open-mulyankan","predicate":"has signal desk","object":"repos","text":"sarvamai/open-mulyankan has signal desk repos."},{"subject":"sarvamai/open-mulyankan","predicate":"has source host","object":"github.com","text":"sarvamai/open-mulyankan has source host github.com."},{"subject":"sarvamai/open-mulyankan","predicate":"has repository","object":"sarvamai/open-mulyankan","text":"sarvamai/open-mulyankan has repository sarvamai/open-mulyankan."},{"subject":"sarvamai/open-mulyankan","predicate":"has language","object":"Python","text":"sarvamai/open-mulyankan has language Python."},{"subject":"sarvamai/open-mulyankan","predicate":"has stars","object":"1","text":"sarvamai/open-mulyankan has stars 1."},{"subject":"sarvamai/open-mulyankan","predicate":"has watch term","object":"Safety and alignment","text":"sarvamai/open-mulyankan has watch term Safety and alignment."},{"subject":"sarvamai/open-mulyankan","predicate":"has watch term","object":"Agents and tool use","text":"sarvamai/open-mulyankan has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Sarvam AI published sarvamai/open-mulyankan (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo sarvamai/open-mulyankan · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"published repo","object":"sarvamai/open-mulyankan","text":"Sarvam AI published repo sarvamai/open-mulyankan."},{"subject":"sarvamai/open-mulyankan","predicate":"is classified as","object":"repo signal","text":"sarvamai/open-mulyankan is classified as repo signal."},{"subject":"sarvamai/open-mulyankan","predicate":"belongs to","object":"repos desk","text":"sarvamai/open-mulyankan belongs to repos desk."},{"subject":"sarvamai/open-mulyankan","predicate":"has context","object":"Python","text":"sarvamai/open-mulyankan has context Python."},{"subject":"sarvamai/open-mulyankan","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/open-mulyankan has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0c1f56f4-57a5-4622-af10-3b82e4c8d138","url":"https://onlylabs.fyi/signals/0c1f56f4-57a5-4622-af10-3b82e4c8d138","json_url":"https://onlylabs.fyi/signals/0c1f56f4-57a5-4622-af10-3b82e4c8d138/signal.json","source_url":"https://github.com/sarvamai/open-mulyankan","title":"sarvamai/open-mulyankan","summary":"Sarvam AI 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":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-09-07T09:39:50+00:00","first_seen_at":"2026-09-09T07:00:53.626088+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/sarvamai/open-mulyankan"]},"facets":{"repo":"sarvamai/open-mulyankan","language":"Python"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/sarvamai/open-mulyankan","final_url":"https://github.com/sarvamai/open-mulyankan","title":"sarvamai/open-mulyankan repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-09-09T07:02:47.588263+00:00","bytes":12393,"raw_path":"8a99ad4f7ff678eef7b626145889a0c82d9d8626bb6e2148a6273a28870d0dab.json","content_hash":"33b5f33ffd1ea460f683ff1f9831563cc98e42db5f788aa9d69184a9028f81a9","excerpt_chars":1200,"truncated":true,"excerpt":"sarvamai/open-mulyankan Description: Opensourced Codebase for Mulyankan Language: Python License: Apache-2.0 Stars: 1 Forks: 1 Open issues: 1 Created: 2026-09-07T09:39:50Z Pushed: 2026-09-09T06:49:19Z Default branch: main Fork: no Archived: no README: open-mulyankan An open-source question paper authoring system built for confidentiality and control. --- **Open Mulyankan** turns a blank page into a sealed, exam-ready question — through four human jobs, under rules the examining authority owns. Subject experts author. Independent reviewers check. Accessibility specialists verify that every candidate can read and answer the question. Translators produce language variants that are exactly as hard as the original. When every job is done, **the system seals the question into an encrypted repository that no human — not even an administrator — can reopen**, and reports it ready for paper assembly. Why it is different - **Confidentiality by construction.** Sealed questions are unreadable to any human role. The audit trail is append-only and hash-chained — tampering is detectable — and carries no question content. Logs, traces, and error messages never see plaintext. - **Humans decide;..."},"evidence_pages":[],"related_signals":[{"id":"6d9232fb-1eb6-4098-a702-225503b2f7fb","url":"https://onlylabs.fyi/signals/6d9232fb-1eb6-4098-a702-225503b2f7fb","source_url":"https://github.com/sarvamai/Indiamart_Webhook_Wrapper","title":"sarvamai/Indiamart_Webhook_Wrapper","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-08-19T11:00:45+00:00","first_seen_at":"2026-08-21T07:03:37.992946+00:00","date_source":"source"},{"id":"2befc6ff-6c66-439b-8ec0-793c2e363bdf","url":"https://onlylabs.fyi/signals/2befc6ff-6c66-439b-8ec0-793c2e363bdf","source_url":"https://github.com/sarvamai/sarvam-campaign-calendar","title":"sarvamai/sarvam-campaign-calendar","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-08-08T06:45:32+00:00","first_seen_at":"2026-08-20T07:00:55.98709+00:00","date_source":"source"},{"id":"e5dce97f-6ea9-412a-99ee-a34f53f93abd","url":"https://onlylabs.fyi/signals/e5dce97f-6ea9-412a-99ee-a34f53f93abd","source_url":"https://github.com/sarvamai/amazon-sagemaker-examples","title":"sarvamai/amazon-sagemaker-examples","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-07-22T07:14:14+00:00","first_seen_at":"2026-07-23T07:00:53.135384+00:00","date_source":"source"},{"id":"3fe36150-c035-4288-8712-0eb98e7b97c7","url":"https://onlylabs.fyi/signals/3fe36150-c035-4288-8712-0eb98e7b97c7","source_url":"https://github.com/sarvamai/sarvam-pulse","title":"sarvamai/sarvam-pulse","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-04-28T17:07:47+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"},{"id":"91a9d011-aa48-4da6-a34e-8335ad697261","url":"https://onlylabs.fyi/signals/91a9d011-aa48-4da6-a34e-8335ad697261","source_url":"https://github.com/sarvamai/sarvam-mcp","title":"sarvamai/sarvam-mcp","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-04-27T13:44:58+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"},{"id":"aea1f29c-7523-4e59-b0c8-62dae7f538f5","url":"https://onlylabs.fyi/signals/aea1f29c-7523-4e59-b0c8-62dae7f538f5","source_url":"https://github.com/sarvamai/n8n-sarvam-node","title":"sarvamai/n8n-sarvam-node","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-02-27T12:52:34+00:00","first_seen_at":"2026-06-05T20:58:50.739664+00:00","date_source":"source"}]}