{"schema_version":"onlylabs.public_signal.v1","title":"Mistral AI Fork: mistralai/llm-d-kv-cache-manager-public","description":"Mistral AI fork signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/6a5f0fd2-cf75-4c2e-a948-e76855a682a4","json_url":"https://onlylabs.fyi/signals/6a5f0fd2-cf75-4c2e-a948-e76855a682a4/signal.json","generated_at":"2026-06-11T02:53:52.007348+00:00","org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/mistral","dossier_json_url":"https://onlylabs.fyi/labs/mistral/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/6a5f0fd2-cf75-4c2e-a948-e76855a682a4","signal_json":"https://onlylabs.fyi/signals/6a5f0fd2-cf75-4c2e-a948-e76855a682a4/signal.json","source":"https://github.com/mistralai/llm-d-kv-cache-manager-public","lab_dossier":"https://onlylabs.fyi/labs/mistral","lab_dossier_json":"https://onlylabs.fyi/labs/mistral/dossier.json","analysis":"https://onlylabs.fyi/analysis/mistral","analysis_json":"https://onlylabs.fyi/analysis/mistral/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/mistral/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":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","data_business":null},"answer_pack":{"answer":"Mistral AI forked mistralai/llm-d-kv-cache-manager-public (forked from llm-d/llm-d-kv-cache). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo mistralai/llm-d-kv-cache-manager-public · parent llm-d/llm-d-kv-cache · Fork with minimal traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/mistralai/llm-d-kv-cache-manager-public","source_host":"github.com","occurred_at":"2025-10-09T09:59:37+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source","context":"forked from llm-d/llm-d-kv-cache"},"context_markers":[{"label":"Lab","value":"Mistral AI","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"mistralai/llm-d-kv-cache-manager-public","source":"source"},{"label":"Parent","value":"llm-d/llm-d-kv-cache","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Fork with minimal traction","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/mistralai/llm-d-kv-cache-manager-public"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:53:52.007348+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6a5f0fd2-cf75-4c2e-a948-e76855a682a4/signal.json","dossier_json":"https://onlylabs.fyi/labs/mistral/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/mistral/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/mistral/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"Forks expose what frontier-lab engineers are building on before polished announcements, making them useful for partnership and product wedge discovery.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/6a5f0fd2-cf75-4c2e-a948-e76855a682a4/signal.json","required":true},{"label":"source","url":"https://github.com/mistralai/llm-d-kv-cache-manager-public","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/mistral/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/mistral/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json","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 Mistral AI's fork signal \"mistralai/llm-d-kv-cache-manager-public\" for frontier lab strategy."},"semantic_triples":[{"subject":"Mistral AI","predicate":"forked","object":"mistralai/llm-d-kv-cache-manager-public","text":"Mistral AI forked mistralai/llm-d-kv-cache-manager-public."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"is classified as","object":"fork signal","text":"mistralai/llm-d-kv-cache-manager-public is classified as fork signal."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"belongs to","object":"forks desk","text":"mistralai/llm-d-kv-cache-manager-public belongs to forks desk."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has context","object":"forked from llm-d/llm-d-kv-cache","text":"mistralai/llm-d-kv-cache-manager-public has context forked from llm-d/llm-d-kv-cache."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has evidence coverage","object":"1 captured evidence page","text":"mistralai/llm-d-kv-cache-manager-public has evidence coverage 1 captured evidence page."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has captured page count","object":"1","text":"mistralai/llm-d-kv-cache-manager-public has captured page count 1."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has readable page count","object":"1","text":"mistralai/llm-d-kv-cache-manager-public has readable page count 1."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has related signal count","object":"6","text":"mistralai/llm-d-kv-cache-manager-public has related signal count 6."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"mistralai/llm-d-kv-cache-manager-public has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has source host","object":"github.com","text":"mistralai/llm-d-kv-cache-manager-public has source host github.com."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has lab","object":"Mistral AI","text":"mistralai/llm-d-kv-cache-manager-public has lab Mistral AI."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has signal desk","object":"forks","text":"mistralai/llm-d-kv-cache-manager-public has signal desk forks."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has source host","object":"github.com","text":"mistralai/llm-d-kv-cache-manager-public has source host github.com."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has repository","object":"mistralai/llm-d-kv-cache-manager-public","text":"mistralai/llm-d-kv-cache-manager-public has repository mistralai/llm-d-kv-cache-manager-public."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has parent","object":"llm-d/llm-d-kv-cache","text":"mistralai/llm-d-kv-cache-manager-public has parent llm-d/llm-d-kv-cache."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has stars","object":"1","text":"mistralai/llm-d-kv-cache-manager-public has stars 1."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has notability","object":"Fork with minimal traction","text":"mistralai/llm-d-kv-cache-manager-public has notability Fork with minimal traction."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has watch term","object":"Infrastructure","text":"mistralai/llm-d-kv-cache-manager-public has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Mistral AI forked mistralai/llm-d-kv-cache-manager-public (forked from llm-d/llm-d-kv-cache). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo mistralai/llm-d-kv-cache-manager-public · parent llm-d/llm-d-kv-cache · Fork with minimal traction. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Mistral AI","predicate":"forked","object":"mistralai/llm-d-kv-cache-manager-public","text":"Mistral AI forked mistralai/llm-d-kv-cache-manager-public."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"is classified as","object":"fork signal","text":"mistralai/llm-d-kv-cache-manager-public is classified as fork signal."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"belongs to","object":"forks desk","text":"mistralai/llm-d-kv-cache-manager-public belongs to forks desk."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has context","object":"forked from llm-d/llm-d-kv-cache","text":"mistralai/llm-d-kv-cache-manager-public has context forked from llm-d/llm-d-kv-cache."},{"subject":"mistralai/llm-d-kv-cache-manager-public","predicate":"has evidence coverage","object":"1 captured evidence page","text":"mistralai/llm-d-kv-cache-manager-public has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6a5f0fd2-cf75-4c2e-a948-e76855a682a4","url":"https://onlylabs.fyi/signals/6a5f0fd2-cf75-4c2e-a948-e76855a682a4","json_url":"https://onlylabs.fyi/signals/6a5f0fd2-cf75-4c2e-a948-e76855a682a4/signal.json","source_url":"https://github.com/mistralai/llm-d-kv-cache-manager-public","title":"mistralai/llm-d-kv-cache-manager-public","summary":"Mistral AI forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from llm-d/llm-d-kv-cache","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-10-09T09:59:37+00:00","first_seen_at":"2026-06-05T05:42:59.656489+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/mistralai/llm-d-kv-cache-manager-public"]},"facets":{"repo":"mistralai/llm-d-kv-cache-manager-public","parent":"llm-d/llm-d-kv-cache"},"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":{"url":"https://github.com/mistralai/llm-d-kv-cache-manager-public","final_url":"https://github.com/mistralai/llm-d-kv-cache-manager-public","title":"mistralai/llm-d-kv-cache-manager-public repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:52.007348+00:00","bytes":24936,"raw_path":"ea3f4ffb4d4e4ea92c4002f799cf51ab8292fd4f53e21b35f04a10cc2d8e2bc2.json","content_hash":"8de2c4eb9ea96c63da125b17915ef08ac95edfbdd3dc0b32592a6a6f3ff22316","excerpt_chars":1200,"truncated":true,"excerpt":"mistralai/llm-d-kv-cache-manager-public Description: Distributed KV cache coordinator License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 0 Created: 2025-10-09T09:59:37Z Pushed: 2025-10-07T11:48:25Z Default branch: main Fork: yes Parent repository: llm-d/llm-d-kv-cache Archived: no README: [![Go Report Card](https://goreportcard.com/badge/github.com/llm-d/llm-d-kv-cache-manager)](https://goreportcard.com/report/github.com/llm-d/llm-d-kv-cache-manager) [![Go Reference](https://pkg.go.dev/badge/github.com/llm-d/llm-d-kv-cache-manager.svg)](https://pkg.go.dev/github.com/llm-d/llm-d-kv-cache-manager) [![License](https://img.shields.io/github/license/llm-d/llm-d-kv-cache-manager)](LICENSE) [![Join Slack](https://img.shields.io/badge/Join_Slack-blue?logo=slack)](https://llm-d.slack.com/archives/C08TB7ZDV7S) KV-Cache Manager Introduction Efficiently caching Key & Value (KV) tensors is crucial for optimizing LLM inference. Reusing the KV-Cache, rather than recomputing it, significantly improves both Time To First Token (TTFT) and overall throughput, while also maximizing system resource-utilization. As a distributed LLM inference platform, `llm-d` provides a comprehensive suite of KV-Cache..."},"evidence_pages":[{"url":"https://github.com/mistralai/llm-d-kv-cache-manager-public","final_url":"https://github.com/mistralai/llm-d-kv-cache-manager-public","title":"mistralai/llm-d-kv-cache-manager-public repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:53:52.007348+00:00","bytes":24936,"raw_path":"ea3f4ffb4d4e4ea92c4002f799cf51ab8292fd4f53e21b35f04a10cc2d8e2bc2.json","content_hash":"8de2c4eb9ea96c63da125b17915ef08ac95edfbdd3dc0b32592a6a6f3ff22316","excerpt_chars":1200,"truncated":true,"excerpt":"mistralai/llm-d-kv-cache-manager-public Description: Distributed KV cache coordinator License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 0 Created: 2025-10-09T09:59:37Z Pushed: 2025-10-07T11:48:25Z Default branch: main Fork: yes Parent repository: llm-d/llm-d-kv-cache Archived: no README: [![Go Report Card](https://goreportcard.com/badge/github.com/llm-d/llm-d-kv-cache-manager)](https://goreportcard.com/report/github.com/llm-d/llm-d-kv-cache-manager) [![Go Reference](https://pkg.go.dev/badge/github.com/llm-d/llm-d-kv-cache-manager.svg)](https://pkg.go.dev/github.com/llm-d/llm-d-kv-cache-manager) [![License](https://img.shields.io/github/license/llm-d/llm-d-kv-cache-manager)](LICENSE) [![Join Slack](https://img.shields.io/badge/Join_Slack-blue?logo=slack)](https://llm-d.slack.com/archives/C08TB7ZDV7S) KV-Cache Manager Introduction Efficiently caching Key & Value (KV) tensors is crucial for optimizing LLM inference. Reusing the KV-Cache, rather than recomputing it, significantly improves both Time To First Token (TTFT) and overall throughput, while also maximizing system resource-utilization. As a distributed LLM inference platform, `llm-d` provides a comprehensive suite of KV-Cache..."}],"related_signals":[{"id":"1635f483-32ad-4db7-973f-4bd291a88a9a","url":"https://onlylabs.fyi/signals/1635f483-32ad-4db7-973f-4bd291a88a9a","source_url":"https://github.com/mistralai/zed-extensions","title":"mistralai/zed-extensions","context":"forked from zed-industries/extensions","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-12-12T16:03:58+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"4887726b-31fc-4a4f-a800-5fae8e811d05","url":"https://onlylabs.fyi/signals/4887726b-31fc-4a4f-a800-5fae8e811d05","source_url":"https://github.com/mistralai/prom_client_python","title":"mistralai/prom_client_python","context":"forked from prometheus/client_python","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-11-20T13:05:33+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"0ed014cd-a743-42ea-8853-ea2e5008094f","url":"https://onlylabs.fyi/signals/0ed014cd-a743-42ea-8853-ea2e5008094f","source_url":"https://github.com/mistralai/agent-client-protocol","title":"mistralai/agent-client-protocol","context":"forked from agentclientprotocol/agent-client-protocol","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-11-13T12:21:53+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"ebc817c1-3a86-44db-918c-49c9f70f0385","url":"https://onlylabs.fyi/signals/ebc817c1-3a86-44db-918c-49c9f70f0385","source_url":"https://github.com/mistralai/llm-d-inference-scheduler-public","title":"mistralai/llm-d-inference-scheduler-public","context":"forked from llm-d/llm-d-router","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-10-09T09:59:49+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"b6b9215c-a338-43df-9167-f033482f2c16","url":"https://onlylabs.fyi/signals/b6b9215c-a338-43df-9167-f033482f2c16","source_url":"https://github.com/mistralai/gateway-api-inference-extension-public","title":"mistralai/gateway-api-inference-extension-public","context":"forked from kubernetes-sigs/gateway-api-inference-extension","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2025-10-09T09:58:50+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"},{"id":"fe12a0f6-1ca8-402c-8a3b-15d5f29ad5c5","url":"https://onlylabs.fyi/signals/fe12a0f6-1ca8-402c-8a3b-15d5f29ad5c5","source_url":"https://github.com/mistralai/TensorRT-LLM","title":"mistralai/TensorRT-LLM","context":"forked from NVIDIA/TensorRT-LLM","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"mistral","name":"Mistral AI","category":"frontier-lab"},"occurred_at":"2024-02-09T14:10:24+00:00","first_seen_at":"2026-06-05T05:42:59.656489+00:00","date_source":"source"}]}