{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Repo: sarvamai/sarvam-campaign-calendar","description":"Sarvam AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/2befc6ff-6c66-439b-8ec0-793c2e363bdf","json_url":"https://onlylabs.fyi/signals/2befc6ff-6c66-439b-8ec0-793c2e363bdf/signal.json","generated_at":"2026-09-09T18:46:06.928Z","evidence_latest_fetched_at":"2026-08-20T07:02:25.945496+00:00","signal_first_seen_at":"2026-08-20T07:00:55.98709+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/2befc6ff-6c66-439b-8ec0-793c2e363bdf","signal_json":"https://onlylabs.fyi/signals/2befc6ff-6c66-439b-8ec0-793c2e363bdf/signal.json","source":"https://github.com/sarvamai/sarvam-campaign-calendar","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/sarvam-campaign-calendar (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/sarvam-campaign-calendar · 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/sarvam-campaign-calendar","source_host":"github.com","occurred_at":"2026-08-08T06:45:32+00:00","first_seen_at":"2026-08-20T07:00:55.98709+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/sarvam-campaign-calendar","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Watch term","value":"Infrastructure","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/sarvam-campaign-calendar"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-20T07:02:25.945496+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/2befc6ff-6c66-439b-8ec0-793c2e363bdf/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/2befc6ff-6c66-439b-8ec0-793c2e363bdf/signal.json","required":true},{"label":"source","url":"https://github.com/sarvamai/sarvam-campaign-calendar","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/sarvam-campaign-calendar\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"published repo","object":"sarvamai/sarvam-campaign-calendar","text":"Sarvam AI published repo sarvamai/sarvam-campaign-calendar."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"is classified as","object":"repo signal","text":"sarvamai/sarvam-campaign-calendar is classified as repo signal."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"belongs to","object":"repos desk","text":"sarvamai/sarvam-campaign-calendar belongs to repos desk."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has context","object":"Python","text":"sarvamai/sarvam-campaign-calendar has context Python."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-campaign-calendar has evidence coverage 1 captured evidence page."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has captured page count","object":"1","text":"sarvamai/sarvam-campaign-calendar has captured page count 1."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has readable page count","object":"1","text":"sarvamai/sarvam-campaign-calendar has readable page count 1."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has related signal count","object":"6","text":"sarvamai/sarvam-campaign-calendar has related signal count 6."},{"subject":"sarvamai/sarvam-campaign-calendar","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/sarvam-campaign-calendar 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/sarvam-campaign-calendar","predicate":"has source host","object":"github.com","text":"sarvamai/sarvam-campaign-calendar has source host github.com."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has lab","object":"Sarvam AI","text":"sarvamai/sarvam-campaign-calendar has lab Sarvam AI."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has signal desk","object":"repos","text":"sarvamai/sarvam-campaign-calendar has signal desk repos."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has source host","object":"github.com","text":"sarvamai/sarvam-campaign-calendar has source host github.com."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has repository","object":"sarvamai/sarvam-campaign-calendar","text":"sarvamai/sarvam-campaign-calendar has repository sarvamai/sarvam-campaign-calendar."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has language","object":"Python","text":"sarvamai/sarvam-campaign-calendar has language Python."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has watch term","object":"Infrastructure","text":"sarvamai/sarvam-campaign-calendar has watch term Infrastructure."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has watch term","object":"Agents and tool use","text":"sarvamai/sarvam-campaign-calendar has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Sarvam AI published sarvamai/sarvam-campaign-calendar (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/sarvam-campaign-calendar · 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/sarvam-campaign-calendar","text":"Sarvam AI published repo sarvamai/sarvam-campaign-calendar."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"is classified as","object":"repo signal","text":"sarvamai/sarvam-campaign-calendar is classified as repo signal."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"belongs to","object":"repos desk","text":"sarvamai/sarvam-campaign-calendar belongs to repos desk."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has context","object":"Python","text":"sarvamai/sarvam-campaign-calendar has context Python."},{"subject":"sarvamai/sarvam-campaign-calendar","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-campaign-calendar has evidence coverage 1 captured evidence page."}]},"signal":{"id":"2befc6ff-6c66-439b-8ec0-793c2e363bdf","url":"https://onlylabs.fyi/signals/2befc6ff-6c66-439b-8ec0-793c2e363bdf","json_url":"https://onlylabs.fyi/signals/2befc6ff-6c66-439b-8ec0-793c2e363bdf/signal.json","source_url":"https://github.com/sarvamai/sarvam-campaign-calendar","title":"sarvamai/sarvam-campaign-calendar","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":"2026-08-08T06:45:32+00:00","first_seen_at":"2026-08-20T07:00:55.98709+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/sarvam-campaign-calendar"]},"facets":{"repo":"sarvamai/sarvam-campaign-calendar","language":"Python"},"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/sarvamai/sarvam-campaign-calendar","final_url":"https://github.com/sarvamai/sarvam-campaign-calendar","title":"sarvamai/sarvam-campaign-calendar repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-20T07:02:25.945496+00:00","bytes":20981,"raw_path":"84a6d69baa55078cb90ecc9c3b4e7eda72c3699e539efe440746fc35700d8350.json","content_hash":"ba759935379d5326bf5a2216e8c1bdf8c029f732557b7ffb6ba912ae016646f9","excerpt_chars":1200,"truncated":true,"excerpt":"sarvamai/sarvam-campaign-calendar Language: Python Stars: 0 Forks: 1 Open issues: 0 Created: 2026-08-08T06:45:32Z Pushed: 2026-08-19T13:43:17Z Default branch: main Fork: no Archived: no README: Campaign Calendar A calendar-based monitoring tool for Sarvam Samvaad voice campaigns. Polls the Samvaad scheduling API, caches campaigns in SQLite, and serves a month-calendar view with overlap detection, capacity planning, forecasting, campaign assignment, health analytics, and calendar subscription. Built for multi-client use — currently serving Cholamandalam, RBL Bank, and Sarvagram. What it does - **Month calendar** — each day shows campaign chips color-coded by status (active, paused, scheduled, ended, cancelled). Days with 2+ overlapping campaigns get a red dot. - **Capacity view** — per-day peak CPS chart with plan ceiling overlay, concurrency estimates, call volume (with retry inflation), and cohort exhaustion days. \"Show math\" toggle reveals the full formula breakdown per campaign for transparency. - **Forecast view** — forward-looking 7/14/30-day prediction of peak CPS, concurrency (with confidence ranges), estimated call volume, and staffing alerts. Includes pattern detection..."},"evidence_pages":[],"related_signals":[{"id":"0c1f56f4-57a5-4622-af10-3b82e4c8d138","url":"https://onlylabs.fyi/signals/0c1f56f4-57a5-4622-af10-3b82e4c8d138","source_url":"https://github.com/sarvamai/open-mulyankan","title":"sarvamai/open-mulyankan","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"},{"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":"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"}]}