{"schema_version":"onlylabs.public_signal.v1","title":"Moonshot AI (Kimi) Repo: MoonshotAI/MoonEP","description":"Moonshot AI (Kimi) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c5ccf75e-5619-4fa7-997a-c856e9d087d0","json_url":"https://onlylabs.fyi/signals/c5ccf75e-5619-4fa7-997a-c856e9d087d0/signal.json","generated_at":"2026-07-28T19:07:27.217Z","evidence_latest_fetched_at":"2026-07-28T07:01:59.482928+00:00","signal_first_seen_at":"2026-07-28T07:00:38.301447+00:00","org":{"slug":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/moonshot","dossier_json_url":"https://onlylabs.fyi/labs/moonshot/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/c5ccf75e-5619-4fa7-997a-c856e9d087d0","signal_json":"https://onlylabs.fyi/signals/c5ccf75e-5619-4fa7-997a-c856e9d087d0/signal.json","source":"https://github.com/MoonshotAI/MoonEP","lab_dossier":"https://onlylabs.fyi/labs/moonshot","lab_dossier_json":"https://onlylabs.fyi/labs/moonshot/dossier.json","analysis":"https://onlylabs.fyi/analysis/moonshot","analysis_json":"https://onlylabs.fyi/analysis/moonshot/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/moonshot/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Moonshot AI (Kimi) published MoonshotAI/MoonEP (Python). 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repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c5ccf75e-5619-4fa7-997a-c856e9d087d0/signal.json","required":true},{"label":"source","url":"https://github.com/MoonshotAI/MoonEP","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/moonshot/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/moonshot/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 Moonshot 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1."},{"subject":"MoonshotAI/MoonEP","predicate":"has readable page count","object":"1","text":"MoonshotAI/MoonEP has readable page count 1."},{"subject":"MoonshotAI/MoonEP","predicate":"has related signal count","object":"6","text":"MoonshotAI/MoonEP has related signal count 6."},{"subject":"MoonshotAI/MoonEP","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":"MoonshotAI/MoonEP 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":"MoonshotAI/MoonEP","predicate":"has source host","object":"github.com","text":"MoonshotAI/MoonEP has source host github.com."},{"subject":"MoonshotAI/MoonEP","predicate":"has lab","object":"Moonshot AI (Kimi)","text":"MoonshotAI/MoonEP has lab Moonshot AI (Kimi)."},{"subject":"MoonshotAI/MoonEP","predicate":"has signal desk","object":"repos","text":"MoonshotAI/MoonEP has signal desk repos."},{"subject":"MoonshotAI/MoonEP","predicate":"has source host","object":"github.com","text":"MoonshotAI/MoonEP has source host github.com."},{"subject":"MoonshotAI/MoonEP","predicate":"has repository","object":"MoonshotAI/MoonEP","text":"MoonshotAI/MoonEP has repository MoonshotAI/MoonEP."},{"subject":"MoonshotAI/MoonEP","predicate":"has language","object":"Python","text":"MoonshotAI/MoonEP has language Python."},{"subject":"MoonshotAI/MoonEP","predicate":"has stars","object":"626","text":"MoonshotAI/MoonEP has stars 626."},{"subject":"MoonshotAI/MoonEP","predicate":"has watch term","object":"Eval methodology","text":"MoonshotAI/MoonEP has watch term Eval methodology."},{"subject":"MoonshotAI/MoonEP","predicate":"has watch term","object":"Infrastructure","text":"MoonshotAI/MoonEP has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Moonshot AI (Kimi) published MoonshotAI/MoonEP (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo MoonshotAI/MoonEP · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Moonshot AI (Kimi)","predicate":"published repo","object":"MoonshotAI/MoonEP","text":"Moonshot AI (Kimi) published repo MoonshotAI/MoonEP."},{"subject":"MoonshotAI/MoonEP","predicate":"is classified as","object":"repo signal","text":"MoonshotAI/MoonEP is classified as repo signal."},{"subject":"MoonshotAI/MoonEP","predicate":"belongs to","object":"repos desk","text":"MoonshotAI/MoonEP belongs to repos desk."},{"subject":"MoonshotAI/MoonEP","predicate":"has context","object":"Python","text":"MoonshotAI/MoonEP has context Python."},{"subject":"MoonshotAI/MoonEP","predicate":"has evidence coverage","object":"1 captured evidence page","text":"MoonshotAI/MoonEP has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c5ccf75e-5619-4fa7-997a-c856e9d087d0","url":"https://onlylabs.fyi/signals/c5ccf75e-5619-4fa7-997a-c856e9d087d0","json_url":"https://onlylabs.fyi/signals/c5ccf75e-5619-4fa7-997a-c856e9d087d0/signal.json","source_url":"https://github.com/MoonshotAI/MoonEP","title":"MoonshotAI/MoonEP","summary":"Moonshot AI (Kimi) 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":"moonshot","name":"Moonshot AI (Kimi)","category":"frontier-lab"},"occurred_at":"2026-07-24T09:07:21+00:00","first_seen_at":"2026-07-28T07:00:38.301447+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/MoonshotAI/MoonEP"]},"facets":{"repo":"MoonshotAI/MoonEP","language":"Python"},"traction":{"github_stars":626,"hn_points":1,"hn_comments":0,"hn_story_id":"49071019","hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/MoonshotAI/MoonEP","final_url":"https://github.com/MoonshotAI/MoonEP","title":"MoonshotAI/MoonEP repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-28T07:01:59.482928+00:00","bytes":18689,"raw_path":"b82e9e715828748926894f3d512d07154a92e8b79340877ebd04fddee94e9a6e.json","content_hash":"566394c7d727442da556c26ae28ccfee872d1d9db78ea20f237e72401ca36c15","excerpt_chars":1200,"truncated":true,"excerpt":"MoonshotAI/MoonEP Description: MoonEP: A Perfectly Balanced Expert Parallelism Library via Dynamic Redundant Experts Language: Python License: MIT Stars: 626 Forks: 62 Open issues: 5 Created: 2026-07-24T09:07:21Z Pushed: 2026-07-28T01:37:11Z Default branch: master Fork: no Archived: no README: MoonEP MoonEP is an Expert Parallelism communication library that keeps token loads perfectly balanced across ranks via dynamic redundant experts. **Notation**: `S` = input tokens per rank, `K` = routed top-k per token. 1. **Perfect balance**: every rank receives exactly `S × K` tokens, no matter how skewed the routing is. A small number of redundant experts is planned online from the current router outputs and prefetched before expert computation; their gradients are reduced back to their home ranks in the backward pass. 2. **Online planning**: a near-optimal GPU planning kernel with negligible overhead 3. **Zero copy and static shapes**: fused permute/unpermute — tokens are sent directly to their expert-grouped positions on remote ranks and buffer views are returned to the computation. 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