go-nbd
NBD client.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/digitalocean/go-nbd/releases/tag/v0.1.0","source_host":"github.com","occurred_at":"2024-09-09T23:18:14+00:00","first_seen_at":"2026-06-05T22:32:20.223218+00:00","date_source":"source","context":"digitalocean/go-nbd"},"context_markers":[{"label":"Lab","value":"DigitalOcean (GradientAI)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"digitalocean/go-nbd","source":"source"},{"label":"Release","value":"v0.1.0","source":"source"},{"label":"Notability","value":"Routine open source release, not AI-related","source":"signal"},{"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/digitalocean/go-nbd/releases/tag/v0.1.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:03:07.763667+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4ec27b47-21b7-4028-974e-086107373a88/signal.json","dossier_json":"https://onlylabs.fyi/labs/digitalocean/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/digitalocean/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/digitalocean/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/4ec27b47-21b7-4028-974e-086107373a88/signal.json","required":true},{"label":"source","url":"https://github.com/digitalocean/go-nbd/releases/tag/v0.1.0","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/digitalocean/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/digitalocean/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neocloud","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 DigitalOcean (GradientAI)'s release signal \"digitalocean/go-nbd v0.1.0\" for neocloud strategy."},"semantic_triples":[{"subject":"DigitalOcean (GradientAI)","predicate":"released","object":"digitalocean/go-nbd v0.1.0","text":"DigitalOcean (GradientAI) released digitalocean/go-nbd v0.1.0."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"is classified as","object":"release signal","text":"digitalocean/go-nbd v0.1.0 is classified as release signal."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"belongs to","object":"releases desk","text":"digitalocean/go-nbd v0.1.0 belongs to releases desk."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has context","object":"digitalocean/go-nbd","text":"digitalocean/go-nbd v0.1.0 has context digitalocean/go-nbd."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"digitalocean/go-nbd v0.1.0 has evidence coverage 1 captured evidence page."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has captured page count","object":"1","text":"digitalocean/go-nbd v0.1.0 has captured page count 1."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has readable page count","object":"1","text":"digitalocean/go-nbd v0.1.0 has readable page count 1."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has related signal count","object":"6","text":"digitalocean/go-nbd v0.1.0 has related signal count 6."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"digitalocean/go-nbd v0.1.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has source host","object":"github.com","text":"digitalocean/go-nbd v0.1.0 has source host github.com."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has lab","object":"DigitalOcean (GradientAI)","text":"digitalocean/go-nbd v0.1.0 has lab DigitalOcean (GradientAI)."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has signal desk","object":"releases","text":"digitalocean/go-nbd v0.1.0 has signal desk releases."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has source host","object":"github.com","text":"digitalocean/go-nbd v0.1.0 has source host github.com."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has repository","object":"digitalocean/go-nbd","text":"digitalocean/go-nbd v0.1.0 has repository digitalocean/go-nbd."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has release","object":"v0.1.0","text":"digitalocean/go-nbd v0.1.0 has release v0.1.0."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has notability","object":"Routine open source release, not AI-related","text":"digitalocean/go-nbd v0.1.0 has notability Routine open source release, not AI-related."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has watch term","object":"Infrastructure","text":"digitalocean/go-nbd v0.1.0 has watch term Infrastructure."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has watch term","object":"Safety and alignment","text":"digitalocean/go-nbd v0.1.0 has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"releases","answer":"DigitalOcean (GradientAI) published digitalocean/go-nbd v0.1.0 (digitalocean/go-nbd). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine open source release, not AI-related · v0.1.0 Repository: digitalocean/go-nbd Tag: v0.1.0 Published: 2024-09-09T23:18:14Z Prerelease: no Release notes:
go-nbd
NBD client.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"DigitalOcean (GradientAI)","predicate":"released","object":"digitalocean/go-nbd v0.1.0","text":"DigitalOcean (GradientAI) released digitalocean/go-nbd v0.1.0."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"is classified as","object":"release signal","text":"digitalocean/go-nbd v0.1.0 is classified as release signal."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"belongs to","object":"releases desk","text":"digitalocean/go-nbd v0.1.0 belongs to releases desk."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has context","object":"digitalocean/go-nbd","text":"digitalocean/go-nbd v0.1.0 has context digitalocean/go-nbd."},{"subject":"digitalocean/go-nbd v0.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"digitalocean/go-nbd v0.1.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4ec27b47-21b7-4028-974e-086107373a88","url":"https://onlylabs.fyi/signals/4ec27b47-21b7-4028-974e-086107373a88","json_url":"https://onlylabs.fyi/signals/4ec27b47-21b7-4028-974e-086107373a88/signal.json","source_url":"https://github.com/digitalocean/go-nbd/releases/tag/v0.1.0","title":"digitalocean/go-nbd v0.1.0","summary":"DigitalOcean (GradientAI) published release notes. onlylabs watches releases for what actually shipped.","context":"digitalocean/go-nbd","kind":{"key":"release","label":"Release"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2024-09-09T23:18:14+00:00","first_seen_at":"2026-06-05T22:32:20.223218+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/digitalocean/go-nbd/releases/tag/v0.1.0"]},"facets":{"repo":"digitalocean/go-nbd"},"traction":{"github_stars":null,"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/digitalocean/go-nbd/releases/tag/v0.1.0","final_url":"https://github.com/digitalocean/go-nbd/releases/tag/v0.1.0","title":"digitalocean/go-nbd v0.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:03:07.763667+00:00","bytes":8367,"raw_path":"48bfe8d2b2296c6cec83c3c2762ab16e28258f6bd57ec6074e8166aac38fbf06.json","content_hash":"ad511c6f8949936ce5d7466f1b37bf1729696c0451482a1f04a802a3b36f2781","excerpt_chars":1200,"truncated":true,"excerpt":"v0.1.0 Repository: digitalocean/go-nbd Tag: v0.1.0 Published: 2024-09-09T23:18:14Z Prerelease: no Release notes:
go-nbd
NBD client implementation in Go, free of any CGO or system-specific dependencies.
Goals * Implement enough of the client-side of the Network Block Device protocol to be generally useful. * No dependencies on CGO, header files, or other platform-specific things. Unimplemented If you have a use-case for any of these things, please file an issue. * Old-style option negotation is specifically not supported. * `NBD_OPT_PEEK_EXPORT` - The protocol spec describes this as withdrawn and not in use. * `NBD_OPT_STARTTLS` - This module's Dialer has rudimentary though untested support for dialing over TLS. * `NBD_CMD_RESIZE` - The protocol spec describes this as defined by an experimental `RESIZE` extension. * `EXTENDED_HEADER` extension - the initial release of this module is targeting only the base Network Block Device protocol. * `RESIZE` extension - the initial release of this module is targeting only the base Network Block Device protocol. Security Please see [SECURITY.md](https://github.com/digitalocean/go-nbd/security/policy)..."},"evidence_pages":[{"url":"https://github.com/digitalocean/go-nbd/releases/tag/v0.1.0","final_url":"https://github.com/digitalocean/go-nbd/releases/tag/v0.1.0","title":"digitalocean/go-nbd v0.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:03:07.763667+00:00","bytes":8367,"raw_path":"48bfe8d2b2296c6cec83c3c2762ab16e28258f6bd57ec6074e8166aac38fbf06.json","content_hash":"ad511c6f8949936ce5d7466f1b37bf1729696c0451482a1f04a802a3b36f2781","excerpt_chars":1200,"truncated":true,"excerpt":"v0.1.0 Repository: digitalocean/go-nbd Tag: v0.1.0 Published: 2024-09-09T23:18:14Z Prerelease: no Release notes:go-nbd
NBD client implementation in Go, free of any CGO or system-specific dependencies.
Goals * Implement enough of the client-side of the Network Block Device protocol to be generally useful. * No dependencies on CGO, header files, or other platform-specific things. Unimplemented If you have a use-case for any of these things, please file an issue. * Old-style option negotation is specifically not supported. * `NBD_OPT_PEEK_EXPORT` - The protocol spec describes this as withdrawn and not in use. * `NBD_OPT_STARTTLS` - This module's Dialer has rudimentary though untested support for dialing over TLS. * `NBD_CMD_RESIZE` - The protocol spec describes this as defined by an experimental `RESIZE` extension. * `EXTENDED_HEADER` extension - the initial release of this module is targeting only the base Network Block Device protocol. * `RESIZE` extension - the initial release of this module is targeting only the base Network Block Device protocol. Security Please see [SECURITY.md](https://github.com/digitalocean/go-nbd/security/policy)..."}],"related_signals":[{"id":"46867883-fdd2-4c30-a51f-cc84b3a7a2f2","url":"https://onlylabs.fyi/signals/46867883-fdd2-4c30-a51f-cc84b3a7a2f2","source_url":"https://github.com/digitalocean/doctl/releases/tag/v1.161.0-beta.1","title":"digitalocean/doctl v1.161.0-beta.1","context":"digitalocean/doctl","kind":{"key":"release","label":"Release"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-06-11T05:59:32+00:00","first_seen_at":"2026-06-11T07:01:38.370034+00:00","date_source":"source"},{"id":"6f5d1141-196e-4beb-9f7d-64cba85032f1","url":"https://onlylabs.fyi/signals/6f5d1141-196e-4beb-9f7d-64cba85032f1","source_url":"https://github.com/digitalocean/godo/releases/tag/v1.195.0-beta.1","title":"digitalocean/godo v1.195.0-beta.1","context":"digitalocean/godo","kind":{"key":"release","label":"Release"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-06-11T05:04:44+00:00","first_seen_at":"2026-06-11T07:01:38.370034+00:00","date_source":"source"},{"id":"df1a44d5-c704-404b-a090-19410b9d1575","url":"https://onlylabs.fyi/signals/df1a44d5-c704-404b-a090-19410b9d1575","source_url":"https://github.com/digitalocean/droplet-agent/releases/tag/1.3.4","title":"digitalocean/droplet-agent 1.3.4","context":"digitalocean/droplet-agent","kind":{"key":"release","label":"Release"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-06-09T16:49:40+00:00","first_seen_at":"2026-06-10T07:01:43.80684+00:00","date_source":"source"},{"id":"e5d4aab5-2528-4cf3-a5f4-431ef7a7fcf1","url":"https://onlylabs.fyi/signals/e5d4aab5-2528-4cf3-a5f4-431ef7a7fcf1","source_url":"https://github.com/digitalocean/terraform-provider-digitalocean/releases/tag/v2.89.0","title":"digitalocean/terraform-provider-digitalocean v2.89.0","context":"digitalocean/terraform-provider-digitalocean","kind":{"key":"release","label":"Release"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-06-09T13:10:57+00:00","first_seen_at":"2026-06-10T07:01:43.80684+00:00","date_source":"source"},{"id":"68619dfd-fed1-4dfa-8245-31993ddd449d","url":"https://onlylabs.fyi/signals/68619dfd-fed1-4dfa-8245-31993ddd449d","source_url":"https://github.com/digitalocean/pydo/releases/tag/v0.36.0","title":"digitalocean/pydo v0.36.0","context":"digitalocean/pydo","kind":{"key":"release","label":"Release"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-06-09T11:49:17+00:00","first_seen_at":"2026-06-10T07:01:43.80684+00:00","date_source":"source"},{"id":"88f0707f-c4f4-415f-b23d-38149702bd09","url":"https://onlylabs.fyi/signals/88f0707f-c4f4-415f-b23d-38149702bd09","source_url":"https://github.com/digitalocean/terraform-provider-digitalocean/releases/tag/v2.88.0","title":"digitalocean/terraform-provider-digitalocean v2.88.0","context":"digitalocean/terraform-provider-digitalocean","kind":{"key":"release","label":"Release"},"org":{"slug":"digitalocean","name":"DigitalOcean (GradientAI)","category":"neocloud"},"occurred_at":"2026-06-09T11:44:04+00:00","first_seen_at":"2026-06-10T07:01:43.80684+00:00","date_source":"source"}]}