{"schema_version":"onlylabs.public_signal.v1","title":"Databricks (DBRX) Writing: Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","description":"Databricks (DBRX) writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/9d8d1a2e-8401-49b3-9440-83fcdd4e6686","json_url":"https://onlylabs.fyi/signals/9d8d1a2e-8401-49b3-9440-83fcdd4e6686/signal.json","generated_at":"2026-07-27T01:43:16.159Z","evidence_latest_fetched_at":"2026-07-14T16:03:13.664502+00:00","signal_first_seen_at":"2026-07-14T16:01:42.927681+00:00","org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/databricks","dossier_json_url":"https://onlylabs.fyi/labs/databricks/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/9d8d1a2e-8401-49b3-9440-83fcdd4e6686","signal_json":"https://onlylabs.fyi/signals/9d8d1a2e-8401-49b3-9440-83fcdd4e6686/signal.json","source":"https://www.databricks.com/blog/blocking-slow-burn-attacks-contextual-policies-omnigent","lab_dossier":"https://onlylabs.fyi/labs/databricks","lab_dossier_json":"https://onlylabs.fyi/labs/databricks/dossier.json","analysis":"https://onlylabs.fyi/analysis/databricks","analysis_json":"https://onlylabs.fyi/analysis/databricks/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/databricks/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":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Databricks (DBRX) published Blocking Slow-Burn Attacks: Contextual Policies in Omnigent . This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Blocking Slow-Burn Attacks: Contextual Policies in Omnigent | Databricks Blog Skip to main content Summary • The attack: An indirect prompt injection breaks data theft.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.databricks.com/blog/blocking-slow-burn-attacks-contextual-policies-omnigent","source_host":"databricks.com","occurred_at":"2026-07-14T12:47:28+00:00","first_seen_at":"2026-07-14T16:01:42.927681+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"Databricks (DBRX)","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"databricks.com","source":"source"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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://www.databricks.com/blog/blocking-slow-burn-attacks-contextual-policies-omnigent"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-14T16:03:13.664502+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/9d8d1a2e-8401-49b3-9440-83fcdd4e6686/signal.json","dossier_json":"https://onlylabs.fyi/labs/databricks/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/databricks/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/databricks/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/talking/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 public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","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/9d8d1a2e-8401-49b3-9440-83fcdd4e6686/signal.json","required":true},{"label":"source","url":"https://www.databricks.com/blog/blocking-slow-burn-attacks-contextual-policies-omnigent","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/databricks/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/databricks/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/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 Databricks (DBRX)'s writing signal \"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent \" for neocloud strategy."},"semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published","object":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","text":"Databricks (DBRX) published Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"is classified as","object":"writing signal","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  is classified as writing signal."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"belongs to","object":"talking desk","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  belongs to talking desk."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has evidence coverage 1 captured evidence page."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has captured page count","object":"1","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has captured page count 1."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has readable page count","object":"1","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has readable page count 1."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has related signal count","object":"6","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has related signal count 6."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has source host","object":"databricks.com","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has source host databricks.com."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has lab","object":"Databricks (DBRX)","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has lab Databricks (DBRX)."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has signal desk","object":"talking","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has signal desk talking."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has source host","object":"databricks.com","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has source host databricks.com."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has watch term","object":"Eval methodology","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has watch term Eval methodology."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has watch term","object":"Infrastructure","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has watch term Infrastructure."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has watch term","object":"Safety and alignment","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has watch term Safety and alignment."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has watch term","object":"Agents and tool use","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"Databricks (DBRX) published Blocking Slow-Burn Attacks: Contextual Policies in Omnigent . This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Blocking Slow-Burn Attacks: Contextual Policies in Omnigent | Databricks Blog Skip to main content Summary • The attack: An indirect prompt injection breaks data theft.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Databricks (DBRX)","predicate":"published","object":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","text":"Databricks (DBRX) published Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"is classified as","object":"writing signal","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  is classified as writing signal."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"belongs to","object":"talking desk","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  belongs to talking desk."},{"subject":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent  has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9d8d1a2e-8401-49b3-9440-83fcdd4e6686","url":"https://onlylabs.fyi/signals/9d8d1a2e-8401-49b3-9440-83fcdd4e6686","json_url":"https://onlylabs.fyi/signals/9d8d1a2e-8401-49b3-9440-83fcdd4e6686/signal.json","source_url":"https://www.databricks.com/blog/blocking-slow-burn-attacks-contextual-policies-omnigent","title":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","summary":"Databricks (DBRX) published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-07-14T12:47:28+00:00","first_seen_at":"2026-07-14T16:01:42.927681+00:00","date_source":"rss.item_date","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://www.databricks.com/blog/blocking-slow-burn-attacks-contextual-policies-omnigent"]},"facets":{},"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":{"is_primary":true,"source_match":true,"url":"https://www.databricks.com/blog/blocking-slow-burn-attacks-contextual-policies-omnigent","final_url":"https://www.databricks.com/blog/blocking-slow-burn-attacks-contextual-policies-omnigent","title":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent ","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-07-14T16:03:13.664502+00:00","bytes":720474,"raw_path":"96495cdb96ef9cf55584720006051898bbae38915b723cc35b29089d333fb551.html","content_hash":"ea64f99f636b1fe23deddbeeb76ca519c89293cc49b3cb2d493342eb43379133","excerpt_chars":1200,"truncated":true,"excerpt":"Blocking Slow-Burn Attacks: Contextual Policies in Omnigent | Databricks Blog Skip to main content Summary • The attack: An indirect prompt injection breaks data theft into ordinary steps: read a document, read another, write a summary, and send it out. No single agent or model can catch this, because each step is within its permissions and looks fine in isolation. The attack is only visible across the whole session. • The defense: A single contextual policy implemented with Omnigent tracks risk across the session and blocks the outbound step once the agent has read too much sensitive material. We show it stopping the attack live, with no other change to the agent. • Tamper resistance: The agent cannot override the guard or switch it off. It has no tool to remove or weaken a policy; adding one requires human approval, and when policies combine, any denial wins. Judging an agent one action at a time isn't enough. In this post, we show how a realistic agent doing a routine job can be quietly steered by an attacker into leaking confidential data, with every step looking legitimate on its own. Then we bring in contextual policies in Omnigent , which track everything a session has..."},"evidence_pages":[],"related_signals":[{"id":"406c2a91-b7ab-4a6d-883b-46ae1f91bbfc","url":"https://onlylabs.fyi/signals/406c2a91-b7ab-4a6d-883b-46ae1f91bbfc","source_url":"https://www.databricks.com/blog/how-fda-built-ai-platform-85-its-staff-now-use-daily","title":"How the FDA Built an AI Platform That 85% of Its Staff Now Use Daily","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-07-23T19:00:00+00:00","first_seen_at":"2026-07-23T20:00:53.11192+00:00","date_source":"rss.item_date"},{"id":"de4bd4dd-74fc-48dc-9390-be77131b850d","url":"https://onlylabs.fyi/signals/de4bd4dd-74fc-48dc-9390-be77131b850d","source_url":"https://www.databricks.com/blog/permission-isnt-purpose-intent-based-authorization-omnigent","title":"Permission isn't purpose: Intent-based authorization in Omnigent","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-07-23T18:05:06+00:00","first_seen_at":"2026-07-23T20:00:53.11192+00:00","date_source":"rss.item_date"},{"id":"8e0b3798-78fa-4233-96d5-2c9679c4822a","url":"https://onlylabs.fyi/signals/8e0b3798-78fa-4233-96d5-2c9679c4822a","source_url":"https://www.databricks.com/blog/provisioning-agentic-era-how-databricks-built-self-serve-infrastructure-vending-machine","title":"Provisioning for the Agentic Era: How Databricks Built a Self-Serve Infrastructure Vending Machine","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-07-23T18:00:00+00:00","first_seen_at":"2026-07-23T20:00:53.11192+00:00","date_source":"rss.item_date"},{"id":"9d01291d-79bf-4e9c-9c18-f261cb02fdf4","url":"https://onlylabs.fyi/signals/9d01291d-79bf-4e9c-9c18-f261cb02fdf4","source_url":"https://www.databricks.com/blog/why-frontier-data-agent-outperforms-general-coding-agents-quality-and-cost","title":"Why A Frontier Data Agent Outperforms General Coding Agents in Quality and Cost","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-07-23T15:33:58+00:00","first_seen_at":"2026-07-23T20:00:53.11192+00:00","date_source":"rss.item_date"},{"id":"d357cadd-e322-443a-95ba-0c849f3f5a3e","url":"https://onlylabs.fyi/signals/d357cadd-e322-443a-95ba-0c849f3f5a3e","source_url":"https://www.databricks.com/blog/connect-amazon-s3-data-databricks-delegated-iam-permissions","title":"Connect Amazon S3 data to Databricks with Delegated IAM Permissions","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-07-23T15:30:00+00:00","first_seen_at":"2026-07-23T16:00:52.959092+00:00","date_source":"rss.item_date"},{"id":"88bcc9b5-e049-4d2e-b39e-a0e9f26a3260","url":"https://onlylabs.fyi/signals/88bcc9b5-e049-4d2e-b39e-a0e9f26a3260","source_url":"https://www.databricks.com/blog/introducing-ai-spend-controls-unity-ai-gateway","title":"Introducing AI spend controls with Unity AI Gateway","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"databricks","name":"Databricks (DBRX)","category":"neocloud"},"occurred_at":"2026-07-23T14:04:00+00:00","first_seen_at":"2026-07-24T00:00:52.326074+00:00","date_source":"rss.item_date"}]}