{"schema_version":"onlylabs.public_signal.v1","title":"Together AI Repo: togethercomputer/oss-digest","description":"Together AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/279e7297-87a8-4410-94b9-b31f6b6a94c7","json_url":"https://onlylabs.fyi/signals/279e7297-87a8-4410-94b9-b31f6b6a94c7/signal.json","generated_at":"2026-08-28T17:00:22.077Z","evidence_latest_fetched_at":"2026-08-08T07:02:08.798692+00:00","signal_first_seen_at":"2026-08-08T07:00:52.227105+00:00","org":{"slug":"together-ai","name":"Together AI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/together-ai","dossier_json_url":"https://onlylabs.fyi/labs/together-ai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/279e7297-87a8-4410-94b9-b31f6b6a94c7","signal_json":"https://onlylabs.fyi/signals/279e7297-87a8-4410-94b9-b31f6b6a94c7/signal.json","source":"https://github.com/togethercomputer/oss-digest","lab_dossier":"https://onlylabs.fyi/labs/together-ai","lab_dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis":"https://onlylabs.fyi/analysis/together-ai","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-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":"Together AI published togethercomputer/oss-digest (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo togethercomputer/oss-digest · language Python · Routine new repo, no traction data.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/togethercomputer/oss-digest","source_host":"github.com","occurred_at":"2026-08-07T23:14:51+00:00","first_seen_at":"2026-08-08T07:00:52.227105+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Together AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"togethercomputer/oss-digest","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Notability","value":"Routine new repo, no traction data.","source":"signal"},{"label":"Watch term","value":"Infrastructure","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/togethercomputer/oss-digest"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-08T07:02:08.798692+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/279e7297-87a8-4410-94b9-b31f6b6a94c7/signal.json","dossier_json":"https://onlylabs.fyi/labs/together-ai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/together-ai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/together-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/279e7297-87a8-4410-94b9-b31f6b6a94c7/signal.json","required":true},{"label":"source","url":"https://github.com/togethercomputer/oss-digest","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/together-ai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/together-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 Together AI's repo signal \"togethercomputer/oss-digest\" for neocloud strategy."},"semantic_triples":[{"subject":"Together AI","predicate":"published repo","object":"togethercomputer/oss-digest","text":"Together AI published repo togethercomputer/oss-digest."},{"subject":"togethercomputer/oss-digest","predicate":"is classified as","object":"repo signal","text":"togethercomputer/oss-digest is classified as repo signal."},{"subject":"togethercomputer/oss-digest","predicate":"belongs to","object":"repos desk","text":"togethercomputer/oss-digest belongs to repos desk."},{"subject":"togethercomputer/oss-digest","predicate":"has context","object":"Python","text":"togethercomputer/oss-digest has context Python."},{"subject":"togethercomputer/oss-digest","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/oss-digest has evidence coverage 1 captured evidence page."},{"subject":"togethercomputer/oss-digest","predicate":"has captured page count","object":"1","text":"togethercomputer/oss-digest has captured page count 1."},{"subject":"togethercomputer/oss-digest","predicate":"has readable page count","object":"1","text":"togethercomputer/oss-digest has readable page count 1."},{"subject":"togethercomputer/oss-digest","predicate":"has related signal count","object":"6","text":"togethercomputer/oss-digest has related signal count 6."},{"subject":"togethercomputer/oss-digest","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":"togethercomputer/oss-digest 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":"togethercomputer/oss-digest","predicate":"has source host","object":"github.com","text":"togethercomputer/oss-digest has source host github.com."},{"subject":"togethercomputer/oss-digest","predicate":"has lab","object":"Together AI","text":"togethercomputer/oss-digest has lab Together AI."},{"subject":"togethercomputer/oss-digest","predicate":"has signal desk","object":"repos","text":"togethercomputer/oss-digest has signal desk repos."},{"subject":"togethercomputer/oss-digest","predicate":"has source host","object":"github.com","text":"togethercomputer/oss-digest has source host github.com."},{"subject":"togethercomputer/oss-digest","predicate":"has repository","object":"togethercomputer/oss-digest","text":"togethercomputer/oss-digest has repository togethercomputer/oss-digest."},{"subject":"togethercomputer/oss-digest","predicate":"has language","object":"Python","text":"togethercomputer/oss-digest has language Python."},{"subject":"togethercomputer/oss-digest","predicate":"has notability","object":"Routine new repo, no traction data.","text":"togethercomputer/oss-digest has notability Routine new repo, no traction data.."},{"subject":"togethercomputer/oss-digest","predicate":"has watch term","object":"Infrastructure","text":"togethercomputer/oss-digest has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Together AI published togethercomputer/oss-digest (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo togethercomputer/oss-digest · language Python · Routine new repo, no traction data.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Together AI","predicate":"published repo","object":"togethercomputer/oss-digest","text":"Together AI published repo togethercomputer/oss-digest."},{"subject":"togethercomputer/oss-digest","predicate":"is classified as","object":"repo signal","text":"togethercomputer/oss-digest is classified as repo signal."},{"subject":"togethercomputer/oss-digest","predicate":"belongs to","object":"repos desk","text":"togethercomputer/oss-digest belongs to repos desk."},{"subject":"togethercomputer/oss-digest","predicate":"has context","object":"Python","text":"togethercomputer/oss-digest has context Python."},{"subject":"togethercomputer/oss-digest","predicate":"has evidence coverage","object":"1 captured evidence page","text":"togethercomputer/oss-digest has evidence coverage 1 captured evidence page."}]},"signal":{"id":"279e7297-87a8-4410-94b9-b31f6b6a94c7","url":"https://onlylabs.fyi/signals/279e7297-87a8-4410-94b9-b31f6b6a94c7","json_url":"https://onlylabs.fyi/signals/279e7297-87a8-4410-94b9-b31f6b6a94c7/signal.json","source_url":"https://github.com/togethercomputer/oss-digest","title":"togethercomputer/oss-digest","summary":"Together 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":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-08-07T23:14:51+00:00","first_seen_at":"2026-08-08T07:00:52.227105+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/togethercomputer/oss-digest"]},"facets":{"repo":"togethercomputer/oss-digest","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/togethercomputer/oss-digest","final_url":"https://github.com/togethercomputer/oss-digest","title":"togethercomputer/oss-digest repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-08T07:02:08.798692+00:00","bytes":10419,"raw_path":"34f45c1e0cdeed3211ad334d929f4f43e051b2d4a04017dd25ccb4d02d9fc65d.json","content_hash":"c925b4aea403f03b5c4ab0c3ec5c8caa9463641a38e620eec9b2b2c70b165b92","excerpt_chars":1200,"truncated":true,"excerpt":"togethercomputer/oss-digest Description: Daily PR digest for inference-infra OSS repos (flashinfer, sglang, vllm, FlashMLA) Language: Python Stars: 0 Forks: 0 Open issues: 1 Created: 2026-08-07T23:14:51Z Pushed: 2026-08-07T23:20:26Z Default branch: main Fork: no Archived: no README: oss-digest Daily pull-request radar for inference-infra repos (FlashInfer, SGLang, vLLM, FlashMLA, …). A worker polls GitHub for newly opened and merged PRs, drops noise (docs/CI/typos) with a rule pass, tags the rest into categories — with a Together LLM when `TOGETHER_API_KEY` is set, rule heuristics otherwise — and a React UI shows a per-day digest. Same architectural shape as eval-api / eval.together-turbo.com so it can be productionized the same way: Caddy serves the static Vite bundle and proxies `/v1/*`, `/admin/*`, `/health` same-origin to FastAPI; a worker runs alongside; storage is a thin DAO (`api/app/store.py`) over SQLite that swaps to Mongo/DocumentDB by reimplementing one module. Layout - `api/app/config.py` — watched repos, categories, env settings - `api/app/github.py` — pulls API client (newest-first, stops at cutoff) - `api/app/rules.py` — high-precision noise drop + category hints -..."},"evidence_pages":[],"related_signals":[{"id":"8c10a6e8-4316-4a42-b499-437be1d649d5","url":"https://onlylabs.fyi/signals/8c10a6e8-4316-4a42-b499-437be1d649d5","source_url":"https://github.com/togethercomputer/together-higgsfield-wan-service","title":"togethercomputer/together-higgsfield-wan-service","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-28T22:49:32+00:00","first_seen_at":"2026-07-29T07:01:47.896225+00:00","date_source":"source"},{"id":"3bb765b8-e1c4-420e-b0a7-9c59b6daeb5c","url":"https://onlylabs.fyi/signals/3bb765b8-e1c4-420e-b0a7-9c59b6daeb5c","source_url":"https://github.com/togethercomputer/hello-world","title":"togethercomputer/hello-world","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-22T22:16:09+00:00","first_seen_at":"2026-07-23T07:00:57.627793+00:00","date_source":"source"},{"id":"ac01c0fd-35b6-4d55-a97c-963f3e0943c7","url":"https://onlylabs.fyi/signals/ac01c0fd-35b6-4d55-a97c-963f3e0943c7","source_url":"https://github.com/togethercomputer/abacus-game","title":"togethercomputer/abacus-game","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-15T09:30:53+00:00","first_seen_at":"2026-07-16T07:01:47.199769+00:00","date_source":"source"},{"id":"8e63215d-abf5-4e12-a388-a1d913148a00","url":"https://onlylabs.fyi/signals/8e63215d-abf5-4e12-a388-a1d913148a00","source_url":"https://github.com/togethercomputer/claude-duet-join","title":"togethercomputer/claude-duet-join","context":"Dockerfile","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-07-14T16:32:42+00:00","first_seen_at":"2026-07-15T07:00:58.192258+00:00","date_source":"source"},{"id":"ba9fbb5a-2c26-4334-8833-7c0ba04dd0ce","url":"https://onlylabs.fyi/signals/ba9fbb5a-2c26-4334-8833-7c0ba04dd0ce","source_url":"https://github.com/togethercomputer/together-storage-claude-skills","title":"togethercomputer/together-storage-claude-skills","context":"Go","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-06-26T13:20:39+00:00","first_seen_at":"2026-06-26T23:50:19.863379+00:00","date_source":"source"},{"id":"cf1092de-9c62-4e2e-b64b-75af225e6df1","url":"https://onlylabs.fyi/signals/cf1092de-9c62-4e2e-b64b-75af225e6df1","source_url":"https://github.com/togethercomputer/ParallelKernelBench","title":"togethercomputer/ParallelKernelBench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"together-ai","name":"Together AI","category":"neocloud"},"occurred_at":"2026-06-03T19:58:41+00:00","first_seen_at":"2026-06-23T07:00:59.888547+00:00","date_source":"source"}]}