{"schema_version":"onlylabs.public_signal.v1","title":"InclusionAI (Ant Group) Repo: inclusionAI/SingProbe","description":"InclusionAI (Ant Group) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/08a1098a-c1d1-426a-bcb4-641a15b6bf63","json_url":"https://onlylabs.fyi/signals/08a1098a-c1d1-426a-bcb4-641a15b6bf63/signal.json","generated_at":"2026-09-09T18:47:18.196Z","evidence_latest_fetched_at":"2026-09-03T07:02:45.2157+00:00","signal_first_seen_at":"2026-09-03T07:01:03.123748+00:00","org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/inclusionai","dossier_json_url":"https://onlylabs.fyi/labs/inclusionai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/08a1098a-c1d1-426a-bcb4-641a15b6bf63","signal_json":"https://onlylabs.fyi/signals/08a1098a-c1d1-426a-bcb4-641a15b6bf63/signal.json","source":"https://github.com/inclusionAI/SingProbe","lab_dossier":"https://onlylabs.fyi/labs/inclusionai","lab_dossier_json":"https://onlylabs.fyi/labs/inclusionai/dossier.json","analysis":"https://onlylabs.fyi/analysis/inclusionai","analysis_json":"https://onlylabs.fyi/analysis/inclusionai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/inclusionai/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":"InclusionAI (Ant Group) published inclusionAI/SingProbe (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo inclusionAI/SingProbe · 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/inclusionAI/SingProbe","source_host":"github.com","occurred_at":"2026-08-17T02:05:33+00:00","first_seen_at":"2026-09-03T07:01:03.123748+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"InclusionAI (Ant Group)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"inclusionAI/SingProbe","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"4","source":"traction"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/inclusionAI/SingProbe"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-09-03T07:02:45.2157+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/08a1098a-c1d1-426a-bcb4-641a15b6bf63/signal.json","dossier_json":"https://onlylabs.fyi/labs/inclusionai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/inclusionai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/inclusionai/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/08a1098a-c1d1-426a-bcb4-641a15b6bf63/signal.json","required":true},{"label":"source","url":"https://github.com/inclusionAI/SingProbe","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/inclusionai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/inclusionai/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 InclusionAI (Ant Group)'s repo signal \"inclusionAI/SingProbe\" for neolab strategy."},"semantic_triples":[{"subject":"InclusionAI (Ant Group)","predicate":"published repo","object":"inclusionAI/SingProbe","text":"InclusionAI (Ant Group) published repo inclusionAI/SingProbe."},{"subject":"inclusionAI/SingProbe","predicate":"is classified as","object":"repo signal","text":"inclusionAI/SingProbe is classified as repo signal."},{"subject":"inclusionAI/SingProbe","predicate":"belongs to","object":"repos desk","text":"inclusionAI/SingProbe belongs to repos desk."},{"subject":"inclusionAI/SingProbe","predicate":"has context","object":"Python","text":"inclusionAI/SingProbe has context Python."},{"subject":"inclusionAI/SingProbe","predicate":"has evidence coverage","object":"1 captured evidence page","text":"inclusionAI/SingProbe has evidence coverage 1 captured evidence page."},{"subject":"inclusionAI/SingProbe","predicate":"has captured page count","object":"1","text":"inclusionAI/SingProbe has captured page count 1."},{"subject":"inclusionAI/SingProbe","predicate":"has readable page count","object":"1","text":"inclusionAI/SingProbe has readable page count 1."},{"subject":"inclusionAI/SingProbe","predicate":"has related signal count","object":"6","text":"inclusionAI/SingProbe has related signal count 6."},{"subject":"inclusionAI/SingProbe","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":"inclusionAI/SingProbe 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":"inclusionAI/SingProbe","predicate":"has source host","object":"github.com","text":"inclusionAI/SingProbe has source host github.com."},{"subject":"inclusionAI/SingProbe","predicate":"has lab","object":"InclusionAI (Ant Group)","text":"inclusionAI/SingProbe has lab InclusionAI (Ant Group)."},{"subject":"inclusionAI/SingProbe","predicate":"has signal desk","object":"repos","text":"inclusionAI/SingProbe has signal desk repos."},{"subject":"inclusionAI/SingProbe","predicate":"has source host","object":"github.com","text":"inclusionAI/SingProbe has source host github.com."},{"subject":"inclusionAI/SingProbe","predicate":"has repository","object":"inclusionAI/SingProbe","text":"inclusionAI/SingProbe has repository inclusionAI/SingProbe."},{"subject":"inclusionAI/SingProbe","predicate":"has language","object":"Python","text":"inclusionAI/SingProbe has language Python."},{"subject":"inclusionAI/SingProbe","predicate":"has stars","object":"4","text":"inclusionAI/SingProbe has stars 4."},{"subject":"inclusionAI/SingProbe","predicate":"has watch term","object":"Model card","text":"inclusionAI/SingProbe has watch term Model card."},{"subject":"inclusionAI/SingProbe","predicate":"has watch term","object":"Data pipeline","text":"inclusionAI/SingProbe has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"InclusionAI (Ant Group) published inclusionAI/SingProbe (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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Language: Python Stars: 0 Forks: 0 Open issues: 0 Created: 2026-08-17T02:05:33Z Pushed: 2026-09-03T06:25:44Z Default branch: main Fork: no Archived: no README: SingProbe **English** | [中文](README_CN.md) A lightweight **token-level probe training framework** built on the multi-layer hidden states of a frozen Base Model (e.g. Ling-3.0-flash). The frozen Base Model is served by a token-probe-patched SGLang build for forward inference, dumping the per-token hidden states of the configured layers to tmpfs in real time; the training-side **SingProbe model** trains on these hidden states in a streaming fashion and finally outputs **10-dim logits per token**. > The Base Model is entirely `requires_grad=False` and only runs inference to extract hidden states; **only the probe model is trained**. Overview ``` Base Model (frozen, SGLang token-probe server) prompt tokens ──► forward with identity token probe │ dumps rmsnorm(hidden_states + residual) per tapped layer ▼ concat → [batch, seq, hidden_dim × num_layers] │ ┌──────────┴──────────┐ ▼ ▼ GuardMLP GuardAttnProbe (2-layer MLP) (causal MQA token probe) │ │..."},"evidence_pages":[],"related_signals":[{"id":"31e25dc2-f9c7-459b-96d8-64e1d82b7457","url":"https://onlylabs.fyi/signals/31e25dc2-f9c7-459b-96d8-64e1d82b7457","source_url":"https://github.com/inclusionAI/Choruz","title":"inclusionAI/Choruz","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-02T06:46:09+00:00","first_seen_at":"2026-09-04T07:01:55.668395+00:00","date_source":"source"},{"id":"10f0618f-6b9a-4254-bf66-3496eb82c2d6","url":"https://onlylabs.fyi/signals/10f0618f-6b9a-4254-bf66-3496eb82c2d6","source_url":"https://github.com/inclusionAI/LLaDA-UI","title":"inclusionAI/LLaDA-UI","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-31T07:21:54+00:00","first_seen_at":"2026-09-09T07:01:02.602476+00:00","date_source":"source"},{"id":"a19535d3-bfbe-4a7e-8c7a-d6f139ca67e5","url":"https://onlylabs.fyi/signals/a19535d3-bfbe-4a7e-8c7a-d6f139ca67e5","source_url":"https://github.com/inclusionAI/LLaDA-Image","title":"inclusionAI/LLaDA-Image","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-31T07:21:37+00:00","first_seen_at":"2026-09-04T07:01:55.668395+00:00","date_source":"source"},{"id":"d10503c8-efdc-49ce-8e0a-3e52971a7d9f","url":"https://onlylabs.fyi/signals/d10503c8-efdc-49ce-8e0a-3e52971a7d9f","source_url":"https://github.com/inclusionAI/LLaDA-Research","title":"inclusionAI/LLaDA-Research","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-20T09:29:27+00:00","first_seen_at":"2026-08-21T07:03:46.368274+00:00","date_source":"source"},{"id":"3d7d5e6f-e28e-4be3-ba5c-0cce6e9ebe1d","url":"https://onlylabs.fyi/signals/3d7d5e6f-e28e-4be3-ba5c-0cce6e9ebe1d","source_url":"https://github.com/inclusionAI/ConceptEdit","title":"inclusionAI/ConceptEdit","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-17T07:22:08+00:00","first_seen_at":"2026-08-18T07:00:59.127991+00:00","date_source":"source"},{"id":"f7327a8f-c870-4443-b5c6-84a8fa0efdfa","url":"https://onlylabs.fyi/signals/f7327a8f-c870-4443-b5c6-84a8fa0efdfa","source_url":"https://github.com/inclusionAI/ling-cookbook","title":"inclusionAI/ling-cookbook","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-13T06:42:16+00:00","first_seen_at":"2026-08-16T07:03:27.854815+00:00","date_source":"source"}]}