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TechWire
telegram · external_id tg:techwire · handle @techwire · active yes · last ingested 44d
Showing 326-350 of 1023 posts (page 14 of 41)
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# Times Post Status Features Events / clusters
326
ingested
2026-06-05T15:31:47.611523+03:00
published
2026-06-05T01:33:48+03:00
created
2026-06-05T15:31:47.611525+03:00
External: 244382
Post ID: cdbcb91b-3b0f-43dd-93d4-f65cb6e31b87
Open original
Raw text
Cisco CEO: AI network traffic will 'triple' over the next 3 years
Normalized text
Cisco CEO: AI network traffic will 'triple' over the next 3 years
Full post payload
Raw text full
Cisco CEO: AI network traffic will 'triple' over the next 3 years
Normalized text full
Cisco CEO: AI network traffic will 'triple' over the next 3 years
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Cisco CEO: AI network traffic will 'triple' over the next 3 years
31b854e5-4ffc-459a-8a6f-dc5f3a8898cf
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-05T15:32:07.159775+03:00
327
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published
2026-06-04T22:48:19+03:00
created
2026-06-05T15:31:47.611522+03:00
External: 244381
Post ID: 4d75005d-28e5-4fd1-9626-ab6885cb2bc6
Open original
Raw text
Nvidia RTX Spark Is a Revelation for Windows Creators video Nvidia just announced the RTX Spark, a brand-new ARM-based Windows chip that could finally be the "Apple Silicon moment" PC users have been waiting for. In this video, we break down everything you...
Normalized text
Nvidia RTX Spark Is a Revelation for Windows Creators video Nvidia just announced the RTX Spark, a brand-new ARM-based Windows chip that could finally be the "Apple Silicon moment" PC users have been waiting for. In this video, we break down everything you...
Full post payload
Raw text full
Nvidia RTX Spark Is a Revelation for Windows Creators video
Nvidia just announced the RTX Spark, a brand-new ARM-based Windows chip that could finally be the "Apple Silicon moment" PC users have been waiting for. In this video, we break down everything you need to know about this powerhouse processor. We explore what this means for AI power users, creators and gamers.
Normalized text full
Nvidia RTX Spark Is a Revelation for Windows Creators video
Nvidia just announced the RTX Spark, a brand-new ARM-based Windows chip that could finally be the "Apple Silicon moment" PC users have been waiting for. In this video, we break down everything you need to know about this powerhouse processor. We explore what this means for AI power users, creators and gamers.
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Nvidia RTX Spark Is a Revelation for Windows Creators video
70d99e71-080c-4144-9e28-97f2c39e973a
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-05T15:32:07.147730+03:00
328
ingested
2026-06-05T15:31:47.611514+03:00
published
2026-06-04T22:47:19+03:00
created
2026-06-05T15:31:47.611517+03:00
External: 244380
Post ID: 678424ae-a02e-4281-94ad-6c097161c7eb
Open original
Raw text
Belkin's Pricey New Battery Grip Makes My Switch 2 Feel Like a Steam Deck The $100 accessory includes a snap-on battery and large grips, but it makes the Switch 2 a bulky boy.
Normalized text
Belkin's Pricey New Battery Grip Makes My Switch 2 Feel Like a Steam Deck The $100 accessory includes a snap-on battery and large grips, but it makes the Switch 2 a bulky boy.
Full post payload
Raw text full
Belkin's Pricey New Battery Grip Makes My Switch 2 Feel Like a Steam Deck
The $100 accessory includes a snap-on battery and large grips, but it makes the Switch 2 a bulky boy.
Normalized text full
Belkin's Pricey New Battery Grip Makes My Switch 2 Feel Like a Steam Deck
The $100 accessory includes a snap-on battery and large grips, but it makes the Switch 2 a bulky boy.
Ingestion metadata
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matched
topic_id
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extracted_entities
{
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numbers_and_dates
{
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quality_confidence
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Belkin's Pricey New Battery Grip Makes My Switch 2 Feel Like a Steam Deck
b4fd5d97-89e1-424f-a5f5-abd6173a1696
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-05T15:32:07.146135+03:00
329
ingested
2026-06-05T15:31:47.611490+03:00
published
2026-06-04T22:46:19+03:00
created
2026-06-05T15:31:47.611511+03:00
External: 244379
Post ID: 4e71b160-6efe-4c75-ad05-349b503a9abd
Open original
Raw text
Siri's Google Brain: What to Expect at WWDC 2026 video Apple's Worldwide Developers Conference is days away. Here's what the iPhone Ultra rumors, Apple's track record and Siri's new Google powers tell us about what to expect.
Normalized text
Siri's Google Brain: What to Expect at WWDC 2026 video Apple's Worldwide Developers Conference is days away. Here's what the iPhone Ultra rumors, Apple's track record and Siri's new Google powers tell us about what to expect.
Full post payload
Raw text full
Siri's Google Brain: What to Expect at WWDC 2026 video
Apple's Worldwide Developers Conference is days away. Here's what the iPhone Ultra rumors, Apple's track record and Siri's new Google powers tell us about what to expect.
Normalized text full
Siri's Google Brain: What to Expect at WWDC 2026 video
Apple's Worldwide Developers Conference is days away. Here's what the iPhone Ultra rumors, Apple's track record and Siri's new Google powers tell us about what to expect.
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extracted_entities
{
  "actors": [
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    "Worldwide Developers Conference"
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  "entities": [
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  "primary_actors": [
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  "reacting_actor": []
}
numbers_and_dates
{
  "currencies": [],
  "dates": [],
  "numbers": [
    "2026"
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  "percentages": [],
  "times": []
}
classifier_flags
{
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  "updated_at": "2026-06-05T12:31:54.931408+00:00"
}
quality_confidence
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Siri's Google Brain: What to Expect at WWDC 2026 video
a4d477a0-a3f1-4e0e-a73d-cbac76ab26bb
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-05T15:32:07.144181+03:00
330
ingested
2026-06-04T18:56:50.917254+03:00
published
2026-06-04T18:49:08+03:00
created
2026-06-04T18:56:50.917258+03:00
External: 244378
Post ID: f8c61436-3d4b-4845-9c3a-12b54dcd5e0a
Open original
Raw text
I Took 200 Photos With the Motorola Razr Ultra and Here's What I Learned The 2026 Razr Ultra has the same cameras as the 2025 version. But there's a new LOFIC image sensor on the main camera, which I tested around San Francisco.
Normalized text
I Took 200 Photos With the Motorola Razr Ultra and Here's What I Learned The 2026 Razr Ultra has the same cameras as the 2025 version. But there's a new LOFIC image sensor on the main camera, which I tested around San Francisco.
Full post payload
Raw text full
I Took 200 Photos With the Motorola Razr Ultra and Here's What I Learned
The 2026 Razr Ultra has the same cameras as the 2025 version. But there's a new LOFIC image sensor on the main camera, which I tested around San Francisco.
Normalized text full
I Took 200 Photos With the Motorola Razr Ultra and Here's What I Learned
The 2026 Razr Ultra has the same cameras as the 2025 version. But there's a new LOFIC image sensor on the main camera, which I tested around San Francisco.
Ingestion metadata
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matched
topic_id
-
Embedding ref: emb:eb8166069c29f181615e3cd2df75c39b081d87666faeeaf57893625dd50a2b33
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: San Francisco
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numbers_and_dates
{
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classifier_flags
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quality_confidence
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Тест камеры Motorola Razr Ultra 2026
90ebce5c-8da0-46d0-89d7-4322da3496ba
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T18:56:57.325038+03:00
331
ingested
2026-06-04T18:56:50.917244+03:00
published
2026-06-04T18:48:08+03:00
created
2026-06-04T18:56:50.917251+03:00
External: 244377
Post ID: 9867a4ee-862a-4178-aee5-263843ce18cc
Open original
Raw text
The New Razr Ultra Is the Best Flip Phone I've Tested, but You Shouldn't Buy It Motorola's new Ultra is a lot like last year's model but its $1,500 price is $200 more. It's not the slam dunk that it should be, even though I like it.
Normalized text
The New Razr Ultra Is the Best Flip Phone I've Tested, but You Shouldn't Buy It Motorola's new Ultra is a lot like last year's model but its $1,500 price is $200 more. It's not the slam dunk that it should be, even though I like it.
Full post payload
Raw text full
The New Razr Ultra Is the Best Flip Phone I've Tested, but You Shouldn't Buy It
Motorola's new Ultra is a lot like last year's model but its $1,500 price is $200 more. It's not the slam dunk that it should be, even though I like it.
Normalized text full
The New Razr Ultra Is the Best Flip Phone I've Tested, but You Shouldn't Buy It
Motorola's new Ultra is a lot like last year's model but its $1,500 price is $200 more. It's not the slam dunk that it should be, even though I like it.
Ingestion metadata
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matched
topic_id
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extracted_entities
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numbers_and_dates
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classifier_flags
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quality_confidence
-
Новый Razr Ultra — лучший складной телефон, но лучше подождать цену
9c962db5-5314-4a91-b8da-c0fc3f5d4e60
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T18:56:57.322293+03:00
332
ingested
2026-06-04T18:56:50.917213+03:00
published
2026-06-04T18:47:08+03:00
created
2026-06-04T18:56:50.917240+03:00
External: 244376
Post ID: 4f148396-8e0d-440c-825c-aeb6ddd8aedb
Open original
Raw text
48 Hours With the Oura Ring 5: The New Gold Standard I knew the minute I put it on my finger that the sleek new ring was going to be a game changer. And that's before any of the health tracking.
Normalized text
48 Hours With the Oura Ring 5: The New Gold Standard I knew the minute I put it on my finger that the sleek new ring was going to be a game changer. And that's before any of the health tracking.
Full post payload
Raw text full
48 Hours With the Oura Ring 5: The New Gold Standard
I knew the minute I put it on my finger that the sleek new ring was going to be a game changer. And that's before any of the health tracking.
Normalized text full
48 Hours With the Oura Ring 5: The New Gold Standard
I knew the minute I put it on my finger that the sleek new ring was going to be a game changer. And that's before any of the health tracking.
Ingestion metadata
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matched
topic_id
-
Embedding ref: emb:65411fc4182b08f9147efc7cc2392874bc1f003a4a174f44981ad671614487db
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
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extracted_entities
{
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}
numbers_and_dates
{
  "currencies": [],
  "dates": [
    "48 Hours"
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  "numbers": [
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classifier_flags
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  "post_semantic_subtype": "other",
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quality_confidence
-
48 часов с кольцом Oura 5: новый стандарт
97163a7f-d893-4c5d-8247-ea609de2c8a7
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T18:56:57.318377+03:00
333
ingested
2026-06-04T18:46:48.387040+03:00
published
2026-06-04T18:46:08+03:00
created
2026-06-04T18:46:48.387045+03:00
External: 244375
Post ID: 5fa54d73-3c0d-4a7e-aaf7-944f13d924a8
Open original
Raw text
Motorola's $1,500 Razr Ultra Looks Swanky in Alcantara The 2026 Razr Ultra is available in a Pantone orient blue color and with an Alcantara back. And it is gorgeous.
Normalized text
Motorola's $1,500 Razr Ultra Looks Swanky in Alcantara The 2026 Razr Ultra is available in a Pantone orient blue color and with an Alcantara back. And it is gorgeous.
Full post payload
Raw text full
Motorola's $1,500 Razr Ultra Looks Swanky in Alcantara
The 2026 Razr Ultra is available in a Pantone orient blue color and with an Alcantara back. And it is gorgeous.
Normalized text full
Motorola's $1,500 Razr Ultra Looks Swanky in Alcantara
The 2026 Razr Ultra is available in a Pantone orient blue color and with an Alcantara back. And it is gorgeous.
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quality_confidence
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Motorola выпустила Razr Ultra 2026 с минимальными обновлениями
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External: 244374
Post ID: ab1aface-5182-4a0f-9158-ab808f90595f
Open original
Raw text
I Tested the Razr Ultra 2026 and Think Motorola Has Lost Its Mind video Motorola released a new Razr Ultra, and it's a lot like last year's model, which earned a CNET Editors' Choice award. But do minimal upgrades, and a $200 price hike make the 2026 Razr U...
Normalized text
I Tested the Razr Ultra 2026 and Think Motorola Has Lost Its Mind video Motorola released a new Razr Ultra, and it's a lot like last year's model, which earned a CNET Editors' Choice award. But do minimal upgrades, and a $200 price hike make the 2026 Razr U...
Full post payload
Raw text full
I Tested the Razr Ultra 2026 and Think Motorola Has Lost Its Mind video
Motorola released a new Razr Ultra, and it's a lot like last year's model, which earned a CNET Editors' Choice award. But do minimal upgrades, and a $200 price hike make the 2026 Razr Ultra a worthy buy? We tested it to find out.
Normalized text full
I Tested the Razr Ultra 2026 and Think Motorola Has Lost Its Mind video
Motorola released a new Razr Ultra, and it's a lot like last year's model, which earned a CNET Editors' Choice award. But do minimal upgrades, and a $200 price hike make the 2026 Razr Ultra a worthy buy? We tested it to find out.
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extracted_entities
{
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    "Razr Ultra",
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  "entities": [
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  "primary_actors": [
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}
numbers_and_dates
{
  "currencies": [
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  "dates": [],
  "numbers": [
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  "percentages": [],
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classifier_flags
{
  "action_missing_reason": "no_trigger_or_generic_action_match",
  "boilerplate_detected": "false",
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  "generic_event_identity_confidence": "0.00",
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  "is_multi_reaction": "false",
  "location_missing_reason": "no_registry_or_generic_location_match",
  "parent_event_signature": "",
  "post_semantic_subtype": "analysis",
  "post_semantic_subtype_confidence": "0.82",
  "post_semantic_subtype_reasons": "analysis_marker:summary",
  "post_type": "summary",
  "promotional_suffix_removed": "false",
  "semantic_registry_loaded": "true",
  "subtype_after": "analysis",
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  "subtype_fallback_reason": "",
  "updated_at": "2026-06-04T15:46:55.703217+00:00"
}
quality_confidence
-
Motorola выпустила Razr Ultra 2026 с минимальными обновлениями
de18cb3b-a8aa-40be-88ad-82c08868e212
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T18:46:57.127271+03:00
335
ingested
2026-06-04T18:46:48.387030+03:00
published
2026-06-04T18:44:08+03:00
created
2026-06-04T18:46:48.387033+03:00
External: 244373
Post ID: 7589d384-0d60-49af-9c46-45cc01f6d890
Open original
Raw text
WWDC Will Be Tim Cook's Swan Song. I Expect Something Siri-ous Commentary: Before he bows out after an undeniably successful tenure at Apple's helm, there's one final thing Cook will want to tick off his to-do list.
Normalized text
WWDC Will Be Tim Cook's Swan Song. I Expect Something Siri-ous Commentary: Before he bows out after an undeniably successful tenure at Apple's helm, there's one final thing Cook will want to tick off his to-do list.
Full post payload
Raw text full
WWDC Will Be Tim Cook's Swan Song. I Expect Something Siri-ous
Commentary: Before he bows out after an undeniably successful tenure at Apple's helm, there's one final thing Cook will want to tick off his to-do list.
Normalized text full
WWDC Will Be Tim Cook's Swan Song. I Expect Something Siri-ous
Commentary: Before he bows out after an undeniably successful tenure at Apple's helm, there's one final thing Cook will want to tick off his to-do list.
Ingestion metadata
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matched
topic_id
-
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Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
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extracted_entities
{
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  "entities": [
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}
numbers_and_dates
{
  "currencies": [],
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}
classifier_flags
{
  "action_missing_reason": "no_trigger_or_generic_action_match",
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  "location_missing_reason": "no_registry_or_generic_location_match",
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  "post_semantic_subtype": "other",
  "post_semantic_subtype_confidence": "0.50",
  "post_semantic_subtype_reasons": "fallback",
  "post_type": "other",
  "promotional_suffix_removed": "false",
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  "subtype_fallback_reason": "fallback",
  "updated_at": "2026-06-04T15:46:55.446799+00:00"
}
quality_confidence
-
Кортек уходит с поста после WWDC
8ef1e3e6-1345-450c-9e62-391416f981fb
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T18:46:57.123759+03:00
336
ingested
2026-06-04T18:46:48.387023+03:00
published
2026-06-04T18:43:08+03:00
created
2026-06-04T18:46:48.387028+03:00
External: 244372
Post ID: 4968493b-7a17-45db-af69-8972bc764f69
Open original
Raw text
I Spoke With an AI Deepfake Hunter, and Here's What You Should Know Loti AI CEO Luke Arrigoni breaks down the world of deepfakes -- of celebrities and beyond -- and some of it sounds a little dystopian.
Normalized text
I Spoke With an AI Deepfake Hunter, and Here's What You Should Know Loti AI CEO Luke Arrigoni breaks down the world of deepfakes -- of celebrities and beyond -- and some of it sounds a little dystopian.
Full post payload
Raw text full
I Spoke With an AI Deepfake Hunter, and Here's What You Should Know
Loti AI CEO Luke Arrigoni breaks down the world of deepfakes -- of celebrities and beyond -- and some of it sounds a little dystopian.
Normalized text full
I Spoke With an AI Deepfake Hunter, and Here's What You Should Know
Loti AI CEO Luke Arrigoni breaks down the world of deepfakes -- of celebrities and beyond -- and some of it sounds a little dystopian.
Ingestion metadata
{
  "connector": "telegram",
  "connector_metadata": {
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    "forwards": 0,
    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
    "telegram_message_id": 244372,
    "views": 1
  }
}
matched
topic_id
-
Embedding ref: emb:47ed440700b1979fdd6de5789c133266eb267ea5018439b8086c0c1705121cf5
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
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extracted_entities
{
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  "primary_actors": [
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  "reacting_actor": []
}
numbers_and_dates
{
  "currencies": [],
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  "numbers": [],
  "percentages": [],
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}
classifier_flags
{
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  "post_semantic_subtype": "other",
  "post_semantic_subtype_confidence": "0.50",
  "post_semantic_subtype_reasons": "fallback",
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  "promotional_suffix_removed": "false",
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  "updated_at": "2026-06-04T15:46:55.261069+00:00"
}
quality_confidence
-
CEO discusses AI deepfake detection
66d2d756-c015-4cee-a4ce-d3e4f38b9521
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T18:46:57.120071+03:00
337
ingested
2026-06-04T18:46:48.386994+03:00
published
2026-06-04T18:42:07+03:00
created
2026-06-04T18:46:48.387020+03:00
External: 244371
Post ID: bc3dd183-be33-4d5f-9a98-1e2bb1ea1d34
Open original
Raw text
Best Smart Sprinklers for 2026: Irrigation the Easy Way We've tested smart sprinklers: Here's why you should have one, and which models proved the best.
Normalized text
Best Smart Sprinklers for 2026: Irrigation the Easy Way We've tested smart sprinklers: Here's why you should have one, and which models proved the best.
Full post payload
Raw text full
Best Smart Sprinklers for 2026: Irrigation the Easy Way
We've tested smart sprinklers: Here's why you should have one, and which models proved the best.
Normalized text full
Best Smart Sprinklers for 2026: Irrigation the Easy Way
We've tested smart sprinklers: Here's why you should have one, and which models proved the best.
Ingestion metadata
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    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
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matched
topic_id
-
Embedding ref: emb:3e7986443670f76c56ae03eff43e451a5dbec588662c04c0e7f2d761218e4975
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
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numbers_and_dates
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quality_confidence
-
Лучшие умные поливатели 2026 года
451358c7-437b-4084-a16c-e6caf3dc72c3
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T18:46:57.110214+03:00
338
ingested
2026-06-04T12:43:44.852602+03:00
published
2026-06-04T12:36:02+03:00
created
2026-06-04T12:43:44.852603+03:00
External: 244370
Post ID: 98844df7-d1d9-47aa-84d8-3e02513df527
Open original
Raw text
Today's NYT Connections: Sports Edition Hints and Answers for June 4, Here are hints and the answers for the NYT Connections: Sports Edition puzzle No. 619 for Thursday, June 4.
Normalized text
Today's NYT Connections: Sports Edition Hints and Answers for June 4, Here are hints and the answers for the NYT Connections: Sports Edition puzzle No. 619 for Thursday, June 4.
Full post payload
Raw text full
Today's NYT Connections: Sports Edition Hints and Answers for June 4,
Here are hints and the answers for the NYT Connections: Sports Edition puzzle No. 619 for Thursday, June 4.
Normalized text full
Today's NYT Connections: Sports Edition Hints and Answers for June 4,
Here are hints and the answers for the NYT Connections: Sports Edition puzzle No. 619 for Thursday, June 4.
Ingestion metadata
{
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    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
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    "views": 1
  }
}
matched
topic_id
-
Embedding ref: emb:5c7ef3044ce739f2cc3f195e7fa4deac10e771314f92668c65a615c398c67db9
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
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quality_confidence
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Подсказки и ответы для NYT Connections от 4 июня
1342aa00-dbc4-46aa-aa6a-961777026262
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.714519+03:00
339
ingested
2026-06-04T12:43:44.852599+03:00
published
2026-06-04T12:35:02+03:00
created
2026-06-04T12:43:44.852601+03:00
External: 244369
Post ID: fbb20758-7f21-4726-ae85-f12dabdfc6a3
Open original
Raw text
Today's Wordle Hints, Answer and Help for June 4, Here are hints and the answer for today's Wordle for June 4, No. 1,811.
Normalized text
Today's Wordle Hints, Answer and Help for June 4, Here are hints and the answer for today's Wordle for June 4, No. 1,811.
Full post payload
Raw text full
Today's Wordle Hints, Answer and Help for June 4,
Here are hints and the answer for today's Wordle for June 4, No. 1,811.
Normalized text full
Today's Wordle Hints, Answer and Help for June 4,
Here are hints and the answer for today's Wordle for June 4, No. 1,811.
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extracted_entities
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    "June",
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numbers_and_dates
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    "1,811"
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quality_confidence
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Wordle June 4 hints and answer
8b44f5bf-401e-4c11-9c58-6fe57b721343
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.783442+03:00
340
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2026-06-04T12:43:44.852596+03:00
published
2026-06-04T08:05:05+03:00
created
2026-06-04T12:43:44.852598+03:00
External: 244368
Post ID: e78614e7-3fb9-4d0c-b823-efaa27180e11
Open original
Raw text
Charlie Is an AI Assistant Built to Serve You, Not Our AI Overlords First, he invented the web. Now Tim Berners-Lee is reinventing the AI agent to work for us.
Normalized text
Charlie Is an AI Assistant Built to Serve You, Not Our AI Overlords First, he invented the web. Now Tim Berners-Lee is reinventing the AI agent to work for us.
Full post payload
Raw text full
Charlie Is an AI Assistant Built to Serve You, Not Our AI Overlords
First, he invented the web. Now Tim Berners-Lee is reinventing the AI agent to work for us.
Normalized text full
Charlie Is an AI Assistant Built to Serve You, Not Our AI Overlords
First, he invented the web. Now Tim Berners-Lee is reinventing the AI agent to work for us.
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matched
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Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
embedding_vector full
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extracted_entities
{
  "actors": [
    "Charlie Is",
    "AI Assistant Built",
    "Serve You",
    "Not Our AI Overlords First",
    "Now Tim Berners"
  ],
  "entities": [
    "Charlie Is",
    "AI Assistant Built",
    "Serve You",
    "Not Our AI Overlords\nFirst",
    "Now Tim Berners",
    "Lee",
    "AI"
  ],
  "event_core_signatures": [],
  "event_keyphrases": [],
  "event_object_signatures": [],
  "event_trigger_hits": [],
  "event_type_candidates": [],
  "generic_location_candidates": [],
  "locations": [],
  "mentioned_actors": [
    "Serve You",
    "Not Our AI Overlords First",
    "Now Tim Berners"
  ],
  "normalized_actors": [],
  "normalized_locations": [],
  "primary_actors": [
    "Charlie Is",
    "AI Assistant Built"
  ],
  "reacting_actor": []
}
numbers_and_dates
{
  "currencies": [],
  "dates": [],
  "numbers": [],
  "percentages": [],
  "times": []
}
classifier_flags
{
  "action_missing_reason": "no_trigger_or_generic_action_match",
  "boilerplate_detected": "false",
  "candidate_event_action_signature": "",
  "candidate_event_subtype": "unknown",
  "candidate_event_type": "",
  "event_action_signature": "",
  "event_core_signature": "",
  "event_subtype": "unknown",
  "event_trigger_hits_count": "0",
  "event_type": "",
  "event_type_missing_reason": "no_event_type_candidate",
  "feature_version": 1,
  "generic_event_action_candidate": "",
  "generic_event_identity_confidence": "0.00",
  "generic_event_identity_reasons": "",
  "generic_event_type_candidate": "",
  "is_multi_reaction": "false",
  "location_missing_reason": "no_registry_or_generic_location_match",
  "parent_event_signature": "",
  "post_semantic_subtype": "other",
  "post_semantic_subtype_confidence": "0.50",
  "post_semantic_subtype_reasons": "fallback",
  "post_type": "other",
  "promotional_suffix_removed": "false",
  "semantic_registry_loaded": "true",
  "subtype_after": "other",
  "subtype_before": "unknown",
  "subtype_fallback_reason": "fallback",
  "updated_at": "2026-06-04T09:44:04.725945+00:00"
}
quality_confidence
-
Тим Бернерс-Ли переосмыслил AI-ассистента
3ae345e2-7856-4392-aed0-f846e088cf70
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.730350+03:00
341
ingested
2026-06-04T12:43:44.852593+03:00
published
2026-06-04T08:04:06+03:00
created
2026-06-04T12:43:44.852595+03:00
External: 244367
Post ID: 0700c8db-5698-4daf-a683-a0fe39ba88c8
Open original
Raw text
Amazon to Show AI-Generated Product Images When You Shop for Real-Life Products The images won't show real products you can buy, but they will illustrate general terms such as "cowl neck" or "rattan."
Normalized text
Amazon to Show AI-Generated Product Images When You Shop for Real-Life Products The images won't show real products you can buy, but they will illustrate general terms such as "cowl neck" or "rattan."
Full post payload
Raw text full
Amazon to Show AI-Generated Product Images When You Shop for Real-Life Products
The images won't show real products you can buy, but they will illustrate general terms such as "cowl neck" or "rattan."
Normalized text full
Amazon to Show AI-Generated Product Images When You Shop for Real-Life Products
The images won't show real products you can buy, but they will illustrate general terms such as "cowl neck" or "rattan."
Ingestion metadata
{
  "connector": "telegram",
  "connector_metadata": {
    "connector": "telegram",
    "forwards": 0,
    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
    "telegram_message_id": 244367,
    "views": 2
  }
}
matched
topic_id
-
Embedding ref: emb:55bcbe0def438e6df59b0992a9bb0d5ba4c59f58a7b612bf150274a642d343ed
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
embedding_vector full
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extracted_entities
{
  "actors": [
    "Show AI",
    "Generated Product Images When You Shop",
    "Life Products The"
  ],
  "entities": [
    "Amazon",
    "Show AI",
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  "event_core_signatures": [],
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  "locations": [],
  "mentioned_actors": [
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  "normalized_actors": [],
  "normalized_locations": [],
  "primary_actors": [
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    "Generated Product Images When You Shop"
  ],
  "reacting_actor": []
}
numbers_and_dates
{
  "currencies": [],
  "dates": [],
  "numbers": [],
  "percentages": [],
  "times": []
}
classifier_flags
{
  "action_missing_reason": "",
  "boilerplate_detected": "false",
  "candidate_event_action_signature": "sports",
  "candidate_event_subtype": "sports",
  "candidate_event_type": "sports",
  "event_action_signature": "sports",
  "event_core_signature": "",
  "event_subtype": "sports",
  "event_trigger_hits_count": "0",
  "event_type": "sports",
  "event_type_missing_reason": "",
  "feature_version": 1,
  "generic_event_action_candidate": "sports",
  "generic_event_identity_confidence": "0.72",
  "generic_event_identity_reasons": "generic_action:sports_result",
  "generic_event_type_candidate": "sports",
  "is_multi_reaction": "false",
  "location_missing_reason": "no_registry_or_generic_location_match",
  "parent_event_signature": "",
  "post_semantic_subtype": "sports",
  "post_semantic_subtype_confidence": "0.86",
  "post_semantic_subtype_reasons": "sports_marker",
  "post_type": "other",
  "promotional_suffix_removed": "false",
  "semantic_registry_loaded": "true",
  "subtype_after": "sports",
  "subtype_before": "sports",
  "subtype_fallback_reason": "",
  "updated_at": "2026-06-04T09:44:04.655400+00:00"
}
quality_confidence
-
Amazon внедрит AI-генерированные изображения товаров
583662af-435c-453b-a576-627b2b5762c5
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.728241+03:00
342
ingested
2026-06-04T12:43:44.852590+03:00
published
2026-06-04T08:03:05+03:00
created
2026-06-04T12:43:44.852592+03:00
External: 244366
Post ID: 1f90b7ef-77f1-4ec9-a8e8-18999b7f57c2
Open original
Raw text
Amazon Ring Sued for Facial Recognition Technology: Here's Why It May Violate Privacy Laws Ring's face-detecting AI is problematic, but it's far from the only security brand to use it.
Normalized text
Amazon Ring Sued for Facial Recognition Technology: Here's Why It May Violate Privacy Laws Ring's face-detecting AI is problematic, but it's far from the only security brand to use it.
Full post payload
Raw text full
Amazon Ring Sued for Facial Recognition Technology: Here's Why It May Violate Privacy Laws
Ring's face-detecting AI is problematic, but it's far from the only security brand to use it.
Normalized text full
Amazon Ring Sued for Facial Recognition Technology: Here's Why It May Violate Privacy Laws
Ring's face-detecting AI is problematic, but it's far from the only security brand to use it.
Ingestion metadata
{
  "connector": "telegram",
  "connector_metadata": {
    "connector": "telegram",
    "forwards": 0,
    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
    "telegram_message_id": 244366,
    "views": 2
  }
}
matched
topic_id
-
Embedding ref: emb:949d9f79d9fbc7c35909727bca7f2b3c368f622f4adcade96e4e567371a7e3e8
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
embedding_vector full
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extracted_entities
{
  "actors": [
    "Amazon Ring Sued",
    "Facial Recognition Technology",
    "Why It May Violate Privacy Laws Ring"
  ],
  "entities": [
    "Amazon Ring Sued",
    "Facial Recognition Technology",
    "Here",
    "Why It May Violate Privacy Laws\nRing",
    "AI"
  ],
  "event_core_signatures": [],
  "event_keyphrases": [],
  "event_object_signatures": [],
  "event_trigger_hits": [],
  "event_type_candidates": [],
  "generic_location_candidates": [],
  "locations": [],
  "mentioned_actors": [
    "Why It May Violate Privacy Laws Ring"
  ],
  "normalized_actors": [],
  "normalized_locations": [],
  "primary_actors": [
    "Amazon Ring Sued",
    "Facial Recognition Technology"
  ],
  "reacting_actor": []
}
numbers_and_dates
{
  "currencies": [],
  "dates": [],
  "numbers": [],
  "percentages": [],
  "times": []
}
classifier_flags
{
  "action_missing_reason": "no_trigger_or_generic_action_match",
  "boilerplate_detected": "false",
  "candidate_event_action_signature": "",
  "candidate_event_subtype": "unknown",
  "candidate_event_type": "",
  "event_action_signature": "",
  "event_core_signature": "",
  "event_subtype": "unknown",
  "event_trigger_hits_count": "0",
  "event_type": "",
  "event_type_missing_reason": "no_event_type_candidate",
  "feature_version": 1,
  "generic_event_action_candidate": "",
  "generic_event_identity_confidence": "0.00",
  "generic_event_identity_reasons": "",
  "generic_event_type_candidate": "",
  "is_multi_reaction": "false",
  "location_missing_reason": "no_registry_or_generic_location_match",
  "parent_event_signature": "",
  "post_semantic_subtype": "other",
  "post_semantic_subtype_confidence": "0.50",
  "post_semantic_subtype_reasons": "fallback",
  "post_type": "other",
  "promotional_suffix_removed": "false",
  "semantic_registry_loaded": "true",
  "subtype_after": "other",
  "subtype_before": "unknown",
  "subtype_fallback_reason": "fallback",
  "updated_at": "2026-06-04T09:44:04.582087+00:00"
}
quality_confidence
-
Amazon Ring sued over facial recognition tech
119fbf0b-17d7-4cc8-afe6-bc963df0239d
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.726539+03:00
343
ingested
2026-06-04T12:43:44.852587+03:00
published
2026-06-04T03:23:06+03:00
created
2026-06-04T12:43:44.852589+03:00
External: 244365
Post ID: 499c7fdc-0f2b-4975-a04f-074699c0244b
Open original
Raw text
gpg: qubes-secpack/keys/security-team/retired: read error: Is a directory gpg: no valid OpenPGP data found. gpg: key 4AC18DE1112E1490: public key "Simon Gaiser (Qubes Security Pack signing key)" imported gpg: Total number processed: 17 gpg: imported: 16 gpg...
Normalized text
gpg: qubes-secpack/keys/security-team/retired: read error: Is a directory gpg: no valid OpenPGP data found. gpg: key 4AC18DE1112E1490: public key "Simon Gaiser (Qubes Security Pack signing key)" imported gpg: Total number processed: 17 gpg: imported: 16 gpg...
Full post payload
Raw text full
gpg: qubes-secpack/keys/security-team/retired: read error: Is a directory
gpg: no valid OpenPGP data found.
gpg: key 4AC18DE1112E1490: public key "Simon Gaiser (Qubes Security Pack signing key)" imported
gpg: Total number processed: 17
gpg: imported: 16
gpg: unchanged: 1
gpg: marginals needed: 3 completes needed: 1 trust model: pgp
gpg: depth: 0 valid: 1 signed: 6 trust: 0-, 0q, 0n, 0m, 0f, 1u
gpg: depth: 1 valid: 6 signed: 0 trust: 6-, 0q, 0n, 0m, 0f, 0u
Verify signed Git tags.
$ cd qubes-secpack/
$ git tag -v `git describe`
object 266e14a6fae57c9a91362c9ac784d3a891f4d351
type commit
tag marmarek_sec_266e14a6
tagger Marek Marczykowski-Górecki 1677757924 +0100
Tag for commit 266e14a6fae57c9a91362c9ac784d3a891f4d351
gpg: Signature made Thu 02 Mar 2023 03:52:04 AM PST
gpg: using RSA key 2D1771FE4D767EDC76B089FAD655A4F21830E06A
gpg: Good signature from "Marek Marczykowski-Górecki (Qubes security pack)" [full]
The exact output will differ, but the final line should always start with gpg: Good signature from... followed by an appropriate key. The [full] indicates full trust, which this key inherits in virtue of being validly signed by the QMSK.
Verify PGP signatures, e.g.:
$ cd QSBs/
$ gpg --verify qsb-087-2022.txt.sig.marmarek qsb-087-2022.txt
gpg: Signature made Wed 23 Nov 2022 04:05:51 AM PST
gpg: using RSA key 2D1771FE4D767EDC76B089FAD655A4F21830E06A
gpg: Good signature from "Marek Marczykowski-Górecki (Qubes security pack)" [full]
$ gpg --verify qsb-087-2022.txt.sig.simon qsb-087-2022.txt
gpg: Signature made Wed 23 Nov 2022 03:50:42 AM PST
gpg: using RSA key EA18E7F040C41DDAEFE9AA0F4AC18DE1112E1490
gpg: Good signature from "Simon Gaiser (Qubes Security Pack signing key)" [full]
$ cd ../canaries/
$ gpg --verify canary-034-2023.txt.sig.marmarek canary-034-2023.txt
gpg: Signature made Thu 02 Mar 2023 03:51:48 AM PST
gpg: using RSA key 2D1771FE4D767EDC76B089FAD655A4F21830E06A
gpg: Good signature from "Marek Marczykowski-Górecki (Qubes security pack)" [full]
$ gpg --verify canary-034-2023.txt.sig.simon canary-034-2023.txt
gpg: Signature made Thu 02 Mar 2023 01:47:52 AM PST
gpg: using RSA key EA18E7F040C41DDAEFE9AA0F4AC18DE1112E1490
gpg: Good signature from "Simon Gaiser (Qubes Security Pack signing key)" [full]
Again, the exact output will differ, but the final line of output from each gpg --verify command should always start with gpg: Good signature from... followed by an appropriate key.
For this announcement (Qubes Canary 047), the commands are:
$ gpg --verify canary-047-2026.txt.sig.marmarek canary-047-2026.txt
$ gpg --verify canary-047-2026.txt.sig.simon canary-047-2026.txt
You can also verify the signatures directly from this announcement in addition to or instead of verifying the files from the qubes-secpack. Simply copy and paste the Qubes Canary 047 text into a plain text file and do the same for both signature files. Then, perform the same authentication steps as listed above, substituting the filenames above with the names of the files you just created.
Normalized text full
gpg: qubes-secpack/keys/security-team/retired: read error: Is a directory
gpg: no valid OpenPGP data found.
gpg: key 4AC18DE1112E1490: public key "Simon Gaiser (Qubes Security Pack signing key)" imported
gpg: Total number processed: 17
gpg: imported: 16
gpg: unchanged: 1
gpg: marginals needed: 3 completes needed: 1 trust model: pgp
gpg: depth: 0 valid: 1 signed: 6 trust: 0-, 0q, 0n, 0m, 0f, 1u
gpg: depth: 1 valid: 6 signed: 0 trust: 6-, 0q, 0n, 0m, 0f, 0u
Verify signed Git tags.
$ cd qubes-secpack/
$ git tag -v `git describe`
object 266e14a6fae57c9a91362c9ac784d3a891f4d351
type commit
tag marmarek_sec_266e14a6
tagger Marek Marczykowski-Górecki 1677757924 +0100
Tag for commit 266e14a6fae57c9a91362c9ac784d3a891f4d351
gpg: Signature made Thu 02 Mar 2023 03:52:04 AM PST
gpg: using RSA key 2D1771FE4D767EDC76B089FAD655A4F21830E06A
gpg: Good signature from "Marek Marczykowski-Górecki (Qubes security pack)" [full]
The exact output will differ, but the final line should always start with gpg: Good signature from... followed by an appropriate key. The [full] indicates full trust, which this key inherits in virtue of being validly signed by the QMSK.
Verify PGP signatures, e.g.:
$ cd QSBs/
$ gpg --verify qsb-087-2022.txt.sig.marmarek qsb-087-2022.txt
gpg: Signature made Wed 23 Nov 2022 04:05:51 AM PST
gpg: using RSA key 2D1771FE4D767EDC76B089FAD655A4F21830E06A
gpg: Good signature from "Marek Marczykowski-Górecki (Qubes security pack)" [full]
$ gpg --verify qsb-087-2022.txt.sig.simon qsb-087-2022.txt
gpg: Signature made Wed 23 Nov 2022 03:50:42 AM PST
gpg: using RSA key EA18E7F040C41DDAEFE9AA0F4AC18DE1112E1490
gpg: Good signature from "Simon Gaiser (Qubes Security Pack signing key)" [full]
$ cd ../canaries/
$ gpg --verify canary-034-2023.txt.sig.marmarek canary-034-2023.txt
gpg: Signature made Thu 02 Mar 2023 03:51:48 AM PST
gpg: using RSA key 2D1771FE4D767EDC76B089FAD655A4F21830E06A
gpg: Good signature from "Marek Marczykowski-Górecki (Qubes security pack)" [full]
$ gpg --verify canary-034-2023.txt.sig.simon canary-034-2023.txt
gpg: Signature made Thu 02 Mar 2023 01:47:52 AM PST
gpg: using RSA key EA18E7F040C41DDAEFE9AA0F4AC18DE1112E1490
gpg: Good signature from "Simon Gaiser (Qubes Security Pack signing key)" [full]
Again, the exact output will differ, but the final line of output from each gpg --verify command should always start with gpg: Good signature from... followed by an appropriate key.
For this announcement (Qubes Canary 047), the commands are:
$ gpg --verify canary-047-2026.txt.sig.marmarek canary-047-2026.txt
$ gpg --verify canary-047-2026.txt.sig.simon canary-047-2026.txt
You can also verify the signatures directly from this announcement in addition to or instead of verifying the files from the qubes-secpack. Simply copy and paste the Qubes Canary 047 text into a plain text file and do the same for both signature files. Then, perform the same authentication steps as listed above, substituting the filenames above with the names of the files you just created.
Ingestion metadata
{
  "connector": "telegram",
  "connector_metadata": {
    "connector": "telegram",
    "forwards": 0,
    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
    "telegram_message_id": 244365,
    "views": 1
  }
}
matched
topic_id
-
Embedding ref: emb:2820641475308147b38f9c823e9c926a120baa180588815be01935214b1fffbc
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
[-0.04834614346935869, -0.05890213356500278, -0.08424993648591271, -0.0428112151483047, -0.06179373371215108, 0.03428345936629161, -0.06305848840156111, -0.038330655745952125, 0.018877869570878492, -0.017433952631560088, -0.05465674801513475, -0.060846411010737185]
Language: en
Detected location: -
Feature JSON diagnostics
embedding_vector full
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]
extracted_entities
{
  "actors": [
    "Simon Gaiser",
    "Qubes Security Pack",
    "Marek Marczykowski",
    "AM PST",
    "Verify PGP",
    "Qubes Canary"
  ],
  "entities": [
    "Is",
    "OpenPGP",
    "Simon Gaiser",
    "Qubes Security Pack",
    "Total",
    "Verify",
    "Git",
    "Marek Marczykowski",
    "Tag",
    "Signature",
    "Thu",
    "Mar",
    "AM PST",
    "RSA",
    "Good",
    "Qubes",
    "The",
    "QMSK",
    "Verify PGP",
    "QSBs",
    "Wed",
    "Nov",
    "Again",
    "For",
    "Qubes Canary",
    "You",
    "Simply",
    "Then"
  ],
  "event_core_signatures": [],
  "event_keyphrases": [],
  "event_object_signatures": [],
  "event_trigger_hits": [],
  "event_type_candidates": [],
  "generic_location_candidates": [],
  "locations": [],
  "mentioned_actors": [
    "Qubes Security Pack",
    "Marek Marczykowski",
    "AM PST",
    "Verify PGP",
    "Qubes Canary"
  ],
  "normalized_actors": [],
  "normalized_locations": [],
  "primary_actors": [
    "Simon Gaiser"
  ],
  "reacting_actor": []
}
numbers_and_dates
{
  "currencies": [],
  "dates": [
    "17\ngpg",
    "16\ngpg",
    "1\ngpg",
    "3 completes",
    "1 trust",
    "0 valid",
    "1 signed",
    "6 trust",
    "1 valid",
    "6 signed",
    "0 trust",
    "02 Mar 2023",
    "04 AM",
    "23 Nov 2022",
    "51 AM",
    "42 AM",
    "48 AM",
    "52 AM"
  ],
  "numbers": [
    "17",
    "16",
    "1",
    "3",
    "0",
    "6",
    "1677757924",
    "0100",
    "02",
    "2023",
    "03",
    "52",
    "04",
    "087",
    "2022",
    "23",
    "05",
    "51",
    "50",
    "42",
    "034",
    "48",
    "01",
    "47",
    "047",
    "2026"
  ],
  "percentages": [],
  "times": [
    "03:52",
    "04:05",
    "03:50",
    "03:51",
    "01:47"
  ]
}
classifier_flags
{
  "action_missing_reason": "no_trigger_or_generic_action_match",
  "boilerplate_detected": "false",
  "candidate_event_action_signature": "",
  "candidate_event_subtype": "unknown",
  "candidate_event_type": "",
  "event_action_signature": "",
  "event_core_signature": "",
  "event_subtype": "unknown",
  "event_trigger_hits_count": "0",
  "event_type": "",
  "event_type_missing_reason": "no_event_type_candidate",
  "feature_version": 1,
  "generic_event_action_candidate": "",
  "generic_event_identity_confidence": "0.00",
  "generic_event_identity_reasons": "",
  "generic_event_type_candidate": "",
  "is_multi_reaction": "false",
  "location_missing_reason": "no_registry_or_generic_location_match",
  "parent_event_signature": "",
  "post_semantic_subtype": "analysis",
  "post_semantic_subtype_confidence": "0.82",
  "post_semantic_subtype_reasons": "analysis_marker:summary",
  "post_type": "summary",
  "promotional_suffix_removed": "false",
  "semantic_registry_loaded": "true",
  "subtype_after": "analysis",
  "subtype_before": "unknown",
  "subtype_fallback_reason": "",
  "updated_at": "2026-06-04T09:44:04.343838+00:00"
}
quality_confidence
-
Проверка подписи выпусков Qubes Security Pack
83195a2b-982c-4784-9a1c-55dc930f4a26
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.724638+03:00
344
ingested
2026-06-04T12:43:44.852584+03:00
published
2026-06-04T03:23:02+03:00
created
2026-06-04T12:43:44.852585+03:00
External: 244364
Post ID: 5c9a06b7-3517-49e3-9a1f-e2ba80c08dfb
Open original
Raw text
Tip: After you have authenticated the QMSK out-of-band to your satisfaction, record the QMSK fingerprint in a safe place (or several) so that you don’t have to repeat this step in the future. Once you are satisfied that you have the genuine QMSK, set its tr...
Normalized text
Tip: After you have authenticated the QMSK out-of-band to your satisfaction, record the QMSK fingerprint in a safe place (or several) so that you don’t have to repeat this step in the future. Once you are satisfied that you have the genuine QMSK, set its tr...
Full post payload
Raw text full
Tip: After you have authenticated the QMSK out-of-band to your satisfaction, record the QMSK fingerprint in a safe place (or several) so that you don’t have to repeat this step in the future.
Once you are satisfied that you have the genuine QMSK, set its trust level to 5 (“ultimate”), then quit GnuPG with q.
gpg> trust
pub rsa4096/DDFA1A3E36879494
created: 2010-04-01 expires: never usage: SC
trust: unknown validity: unknown
[ unknown] (1). Qubes Master Signing Key
Please decide how far you trust this user to correctly verify other users' keys
(by looking at passports, checking fingerprints from different sources, etc.)
1 = I don't know or won't say
2 = I do NOT trust
3 = I trust marginally
4 = I trust fully
5 = I trust ultimately
m = back to the main menu
Your decision? 5
Do you really want to set this key to ultimate trust? (y/N) y
pub rsa4096/DDFA1A3E36879494
created: 2010-04-01 expires: never usage: SC
trust: ultimate validity: unknown
[ unknown] (1). Qubes Master Signing Key
Please note that the shown key validity is not necessarily correct
unless you restart the program.
gpg> q
Use Git to clone the qubes-secpack repo.
$ git clone
Cloning into 'qubes-secpack'...
remote: Enumerating objects: 4065, done.
remote: Counting objects: 100% (1474/1474), done.
remote: Compressing objects: 100% (742/742), done.
remote: Total 4065 (delta 743), reused 1413 (delta 731), pack-reused 2591
Receiving objects: 100% (4065/4065), 1.64 MiB | 2.53 MiB/s, done.
Resolving deltas: 100% (1910/1910), done.
Import the included PGP keys. (See our PGP key policies ( for important information about these keys.)
$ gpg --import qubes-secpack/keys/*/*
gpg: key 063938BA42CFA724: public key "Marek Marczykowski-Górecki (Qubes OS signing key)" imported
gpg: qubes-secpack/keys/core-devs/retired: read error: Is a directory
gpg: no valid OpenPGP data found.
gpg: key 8C05216CE09C093C: 1 signature not checked due to a missing key
gpg: key 8C05216CE09C093C: public key "HW42 (Qubes Signing Key)" imported
gpg: key DA0434BC706E1FCF: public key "Simon Gaiser (Qubes OS signing key)" imported
gpg: key 8CE137352A019A17: 2 signatures not checked due to missing keys
gpg: key 8CE137352A019A17: public key "Andrew David Wong (Qubes Documentation Signing Key)" imported
gpg: key AAA743B42FBC07A9: public key "Brennan Novak (Qubes Website & Documentation Signing)" imported
gpg: key B6A0BB95CA74A5C3: public key "Joanna Rutkowska (Qubes Documentation Signing Key)" imported
gpg: key F32894BE9684938A: public key "Marek Marczykowski-Górecki (Qubes Documentation Signing Key)" imported
gpg: key 6E7A27B909DAFB92: public key "Hakisho Nukama (Qubes Documentation Signing Key)" imported
gpg: key 485C7504F27D0A72: 1 signature not checked due to a missing key
gpg: key 485C7504F27D0A72: public key "Sven Semmler (Qubes Documentation Signing Key)" imported
gpg: key BB52274595B71262: public key "unman (Qubes Documentation Signing Key)" imported
gpg: key DC2F3678D272F2A8: 1 signature not checked due to a missing key
gpg: key DC2F3678D272F2A8: public key "Wojtek Porczyk (Qubes OS documentation signing key)" imported
gpg: key FD64F4F9E9720C4D: 1 signature not checked due to a missing key
gpg: key FD64F4F9E9720C4D: public key "Zrubi (Qubes Documentation Signing Key)" imported
gpg: key DDFA1A3E36879494: "Qubes Master Signing Key" not changed
gpg: key 1848792F9E2795E9: public key "Qubes OS Release 4 Signing Key" imported
gpg: qubes-secpack/keys/release-keys/retired: read error: Is a directory
gpg: no valid OpenPGP data found.
gpg: key D655A4F21830E06A: public key "Marek Marczykowski-Górecki (Qubes security pack)" imported
gpg: key ACC2602F3F48CB21: public key "Qubes OS Security Team" imported
Normalized text full
Tip: After you have authenticated the QMSK out-of-band to your satisfaction, record the QMSK fingerprint in a safe place (or several) so that you don’t have to repeat this step in the future.
Once you are satisfied that you have the genuine QMSK, set its trust level to 5 (“ultimate”), then quit GnuPG with q.
gpg> trust
pub rsa4096/DDFA1A3E36879494
created: 2010-04-01 expires: never usage: SC
trust: unknown validity: unknown
[ unknown] (1). Qubes Master Signing Key
Please decide how far you trust this user to correctly verify other users' keys
(by looking at passports, checking fingerprints from different sources, etc.)
1 = I don't know or won't say
2 = I do NOT trust
3 = I trust marginally
4 = I trust fully
5 = I trust ultimately
m = back to the main menu
Your decision? 5
Do you really want to set this key to ultimate trust? (y/N) y
pub rsa4096/DDFA1A3E36879494
created: 2010-04-01 expires: never usage: SC
trust: ultimate validity: unknown
[ unknown] (1). Qubes Master Signing Key
Please note that the shown key validity is not necessarily correct
unless you restart the program.
gpg> q
Use Git to clone the qubes-secpack repo.
$ git clone
Cloning into 'qubes-secpack'...
remote: Enumerating objects: 4065, done.
remote: Counting objects: 100% (1474/1474), done.
remote: Compressing objects: 100% (742/742), done.
remote: Total 4065 (delta 743), reused 1413 (delta 731), pack-reused 2591
Receiving objects: 100% (4065/4065), 1.64 MiB | 2.53 MiB/s, done.
Resolving deltas: 100% (1910/1910), done.
Import the included PGP keys. (See our PGP key policies ( for important information about these keys.)
$ gpg --import qubes-secpack/keys/*/*
gpg: key 063938BA42CFA724: public key "Marek Marczykowski-Górecki (Qubes OS signing key)" imported
gpg: qubes-secpack/keys/core-devs/retired: read error: Is a directory
gpg: no valid OpenPGP data found.
gpg: key 8C05216CE09C093C: 1 signature not checked due to a missing key
gpg: key 8C05216CE09C093C: public key "HW42 (Qubes Signing Key)" imported
gpg: key DA0434BC706E1FCF: public key "Simon Gaiser (Qubes OS signing key)" imported
gpg: key 8CE137352A019A17: 2 signatures not checked due to missing keys
gpg: key 8CE137352A019A17: public key "Andrew David Wong (Qubes Documentation Signing Key)" imported
gpg: key AAA743B42FBC07A9: public key "Brennan Novak (Qubes Website & Documentation Signing)" imported
gpg: key B6A0BB95CA74A5C3: public key "Joanna Rutkowska (Qubes Documentation Signing Key)" imported
gpg: key F32894BE9684938A: public key "Marek Marczykowski-Górecki (Qubes Documentation Signing Key)" imported
gpg: key 6E7A27B909DAFB92: public key "Hakisho Nukama (Qubes Documentation Signing Key)" imported
gpg: key 485C7504F27D0A72: 1 signature not checked due to a missing key
gpg: key 485C7504F27D0A72: public key "Sven Semmler (Qubes Documentation Signing Key)" imported
gpg: key BB52274595B71262: public key "unman (Qubes Documentation Signing Key)" imported
gpg: key DC2F3678D272F2A8: 1 signature not checked due to a missing key
gpg: key DC2F3678D272F2A8: public key "Wojtek Porczyk (Qubes OS documentation signing key)" imported
gpg: key FD64F4F9E9720C4D: 1 signature not checked due to a missing key
gpg: key FD64F4F9E9720C4D: public key "Zrubi (Qubes Documentation Signing Key)" imported
gpg: key DDFA1A3E36879494: "Qubes Master Signing Key" not changed
gpg: key 1848792F9E2795E9: public key "Qubes OS Release 4 Signing Key" imported
gpg: qubes-secpack/keys/release-keys/retired: read error: Is a directory
gpg: no valid OpenPGP data found.
gpg: key D655A4F21830E06A: public key "Marek Marczykowski-Górecki (Qubes security pack)" imported
gpg: key ACC2602F3F48CB21: public key "Qubes OS Security Team" imported
Ingestion metadata
{
  "connector": "telegram",
  "connector_metadata": {
    "connector": "telegram",
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    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
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}
matched
topic_id
-
Embedding ref: emb:09d88c8674f34f649b18eec44a261edc35ea57f7f3fd2a7cdac44972d5229fb7
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
embedding_vector full
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extracted_entities
{
  "actors": [
    "Qubes Master Signing Key Please",
    "Use Git",
    "Marek Marczykowski",
    "Qubes OS",
    "Qubes Signing Key",
    "Simon Gaiser",
    "Andrew David Wong",
    "Qubes Documentation Signing Key",
    "Brennan Novak",
    "Qubes Website",
    "Documentation Signing",
    "Joanna Rutkowska",
    "Hakisho Nukama",
    "Sven Semmler",
    "Wojtek Porczyk",
    "Qubes Master Signing Key",
    "Qubes OS Release",
    "Signing Key",
    "Qubes OS Security Team"
  ],
  "entities": [
    "Tip",
    "After",
    "QMSK",
    "Once",
    "GnuPG",
    "SC",
    "Qubes Master Signing Key\nPlease",
    "I",
    "NOT",
    "Your",
    "Do",
    "N",
    "Use Git",
    "Cloning",
    "Enumerating",
    "Counting",
    "Compressing",
    "Total",
    "Receiving",
    "MiB",
    "Resolving",
    "Import",
    "PGP",
    "See",
    "Marek Marczykowski",
    "Qubes OS",
    "Is",
    "OpenPGP",
    "Qubes Signing Key",
    "Simon Gaiser",
    "Andrew David Wong",
    "Qubes Documentation Signing Key",
    "Brennan Novak",
    "Qubes Website",
    "Documentation Signing",
    "Joanna Rutkowska",
    "Hakisho Nukama",
    "Sven Semmler",
    "Wojtek Porczyk",
    "Zrubi",
    "Qubes Master Signing Key",
    "Qubes OS Release",
    "Signing Key",
    "Qubes",
    "Qubes OS Security Team"
  ],
  "event_core_signatures": [],
  "event_keyphrases": [],
  "event_object_signatures": [],
  "event_trigger_hits": [],
  "event_type_candidates": [],
  "generic_location_candidates": [],
  "locations": [],
  "mentioned_actors": [
    "Use Git",
    "Marek Marczykowski",
    "Qubes OS",
    "Qubes Signing Key",
    "Simon Gaiser",
    "Andrew David Wong",
    "Qubes Documentation Signing Key",
    "Brennan Novak",
    "Qubes Website",
    "Documentation Signing",
    "Joanna Rutkowska",
    "Hakisho Nukama",
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  ],
  "normalized_actors": [],
  "normalized_locations": [],
  "primary_actors": [
    "Qubes Master Signing Key Please"
  ],
  "reacting_actor": []
}
numbers_and_dates
{
  "currencies": [],
  "dates": [
    "2010-04-01",
    "5\nDo",
    "64 MiB",
    "53 MiB",
    "1 signature",
    "2 signatures",
    "4 Signing"
  ],
  "numbers": [
    "5",
    "2010",
    "04",
    "01",
    "1",
    "2",
    "3",
    "4",
    "4065",
    "100",
    "1474",
    "742",
    "743",
    "1413",
    "731",
    "2591",
    "1.64",
    "2.53",
    "1910"
  ],
  "percentages": [
    "100%"
  ],
  "times": []
}
classifier_flags
{
  "action_missing_reason": "",
  "boilerplate_detected": "false",
  "candidate_event_action_signature": "policy_decision",
  "candidate_event_subtype": "policy_decision",
  "candidate_event_type": "policy_decision",
  "event_action_signature": "policy_decision",
  "event_core_signature": "",
  "event_subtype": "policy_decision",
  "event_trigger_hits_count": "0",
  "event_type": "policy_decision",
  "event_type_missing_reason": "",
  "feature_version": 1,
  "generic_event_action_candidate": "sports",
  "generic_event_identity_confidence": "0.76",
  "generic_event_identity_reasons": "generic_action:sports_result,language_profile_action:court_decision",
  "generic_event_type_candidate": "sports",
  "is_multi_reaction": "false",
  "location_missing_reason": "no_registry_or_generic_location_match",
  "parent_event_signature": "",
  "post_semantic_subtype": "policy_legislation",
  "post_semantic_subtype_confidence": "0.86",
  "post_semantic_subtype_reasons": "policy_marker",
  "post_type": "summary",
  "promotional_suffix_removed": "false",
  "semantic_registry_loaded": "true",
  "subtype_after": "policy_legislation",
  "subtype_before": "policy_decision",
  "subtype_fallback_reason": "",
  "updated_at": "2026-06-04T09:44:04.005284+00:00"
}
quality_confidence
-
Настройка доверия к ключам Qubes OS
259e6e75-538e-4afb-97c1-31cf12e64b8c
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.719059+03:00
345
ingested
2026-06-04T12:43:44.852580+03:00
published
2026-06-04T03:23:02+03:00
created
2026-06-04T12:43:44.852582+03:00
External: 244363
Post ID: 570948c4-423b-456c-b25a-bbcc37d6bf67
Open original
Raw text
A PGP ( signature is a cryptographic digital signature ( made in accordance with the OpenPGP ( standard. PGP signatures can be cryptographically verified with programs like GNU Privacy Guard (GPG) ( The Qubes security team cryptographically signs all canari...
Normalized text
A PGP ( signature is a cryptographic digital signature ( made in accordance with the OpenPGP ( standard. PGP signatures can be cryptographically verified with programs like GNU Privacy Guard (GPG) ( The Qubes security team cryptographically signs all canari...
Full post payload
Raw text full
A PGP ( signature is a cryptographic digital signature ( made in accordance with the OpenPGP ( standard. PGP signatures can be cryptographically verified with programs like GNU Privacy Guard (GPG) ( The Qubes security team cryptographically signs all canaries so that Qubes users have a reliable way to check whether canaries are genuine. The only way to be certain that a canary is authentic is by verifying its PGP signatures.
Why should I care whether a canary is authentic?
If you fail to notice that a canary is unhealthy or has died, you may continue to trust the Qubes security team even after they have signaled via the canary (or lack thereof) that they been compromised or coerced.
Alternatively, an adversary could fabricate a canary in an attempt to deceive the public. Such a canary would not be validly signed, but users who neglect to check the signatures on the fake canary would not be aware of this, so they may mistakenly believe it to be genuine, especially if it closely mimics the language of authentic canaries. Such falsified canaries could include manipulated text designed to sow fear, uncertainty, and doubt about the security of Qubes OS or the status of the Qubes OS Project.
How do I verify the PGP signatures on a canary?
The following command-line instructions assume a Linux system with git and gpg installed. (For Windows and Mac options, see OpenPGP software (
Obtain the Qubes Master Signing Key (QMSK), e.g.:
$ gpg --fetch-keys
gpg: directory '/home/user/.gnupg' created
gpg: keybox '/home/user/.gnupg/pubring.kbx' created
gpg: requesting key from '
gpg: /home/user/.gnupg/trustdb.gpg: trustdb created
gpg: key DDFA1A3E36879494: public key "Qubes Master Signing Key" imported
gpg: Total number processed: 1
gpg: imported: 1
(For more ways to obtain the QMSK, see How to import and authenticate the Qubes Master Signing Key (
View the fingerprint of the PGP key you just imported. (Note: gpg> indicates a prompt inside of the GnuPG program. Type what appears after it when prompted.)
$ gpg --edit-key 0x427F11FD0FAA4B080123F01CDDFA1A3E36879494
gpg (GnuPG) 2.2.27; Copyright (C) 2021 Free Software Foundation, Inc.
This is free software: you are free to change and redistribute it.
There is NO WARRANTY, to the extent permitted by law.
pub rsa4096/DDFA1A3E36879494
created: 2010-04-01 expires: never usage: SC
trust: unknown validity: unknown
[ unknown] (1). Qubes Master Signing Key
gpg> fpr
pub rsa4096/DDFA1A3E36879494 2010-04-01 Qubes Master Signing Key
Primary key fingerprint: 427F 11FD 0FAA 4B08 0123 F01C DDFA 1A3E 3687 9494
Important: At this point, you still don’t know whether the key you just imported is the genuine QMSK or a forgery. In order for this entire procedure to provide meaningful security benefits, you must authenticate the QMSK out-of-band. Do not skip this step! The standard method is to obtain the QMSK fingerprint from multiple independent sources in several different ways and check to see whether they match the key you just imported. For more information, see How to import and authenticate the Qubes Master Signing Key (
Normalized text full
A PGP ( signature is a cryptographic digital signature ( made in accordance with the OpenPGP ( standard. PGP signatures can be cryptographically verified with programs like GNU Privacy Guard (GPG) ( The Qubes security team cryptographically signs all canaries so that Qubes users have a reliable way to check whether canaries are genuine. The only way to be certain that a canary is authentic is by verifying its PGP signatures.
Why should I care whether a canary is authentic?
If you fail to notice that a canary is unhealthy or has died, you may continue to trust the Qubes security team even after they have signaled via the canary (or lack thereof) that they been compromised or coerced.
Alternatively, an adversary could fabricate a canary in an attempt to deceive the public. Such a canary would not be validly signed, but users who neglect to check the signatures on the fake canary would not be aware of this, so they may mistakenly believe it to be genuine, especially if it closely mimics the language of authentic canaries. Such falsified canaries could include manipulated text designed to sow fear, uncertainty, and doubt about the security of Qubes OS or the status of the Qubes OS Project.
How do I verify the PGP signatures on a canary?
The following command-line instructions assume a Linux system with git and gpg installed. (For Windows and Mac options, see OpenPGP software (
Obtain the Qubes Master Signing Key (QMSK), e.g.:
$ gpg --fetch-keys
gpg: directory '/home/user/.gnupg' created
gpg: keybox '/home/user/.gnupg/pubring.kbx' created
gpg: requesting key from '
gpg: /home/user/.gnupg/trustdb.gpg: trustdb created
gpg: key DDFA1A3E36879494: public key "Qubes Master Signing Key" imported
gpg: Total number processed: 1
gpg: imported: 1
(For more ways to obtain the QMSK, see How to import and authenticate the Qubes Master Signing Key (
View the fingerprint of the PGP key you just imported. (Note: gpg> indicates a prompt inside of the GnuPG program. Type what appears after it when prompted.)
$ gpg --edit-key 0x427F11FD0FAA4B080123F01CDDFA1A3E36879494
gpg (GnuPG) 2.2.27; Copyright (C) 2021 Free Software Foundation, Inc.
This is free software: you are free to change and redistribute it.
There is NO WARRANTY, to the extent permitted by law.
pub rsa4096/DDFA1A3E36879494
created: 2010-04-01 expires: never usage: SC
trust: unknown validity: unknown
[ unknown] (1). Qubes Master Signing Key
gpg> fpr
pub rsa4096/DDFA1A3E36879494 2010-04-01 Qubes Master Signing Key
Primary key fingerprint: 427F 11FD 0FAA 4B08 0123 F01C DDFA 1A3E 3687 9494
Important: At this point, you still don’t know whether the key you just imported is the genuine QMSK or a forgery. In order for this entire procedure to provide meaningful security benefits, you must authenticate the QMSK out-of-band. Do not skip this step! The standard method is to obtain the QMSK fingerprint from multiple independent sources in several different ways and check to see whether they match the key you just imported. For more information, see How to import and authenticate the Qubes Master Signing Key (
Ingestion metadata
{
  "connector": "telegram",
  "connector_metadata": {
    "connector": "telegram",
    "forwards": 0,
    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
    "telegram_message_id": 244363,
    "views": 1
  }
}
matched
topic_id
-
Embedding ref: emb:296e734811e6aa01b7cc655f70f99ab50cda0e1edf4238d11106b52558e21221
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: Perm
Feature JSON diagnostics
embedding_vector full
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extracted_entities
{
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  "event_keyphrases": [],
  "event_object_signatures": [
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  "event_trigger_hits": [],
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  "locations": [
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  "mentioned_actors": [
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  "primary_actors": [
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  "reacting_actor": []
}
numbers_and_dates
{
  "currencies": [],
  "dates": [
    "1\ngpg",
    "2.2.27",
    "2010-04-01"
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  "percentages": [],
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}
classifier_flags
{
  "action_missing_reason": "",
  "boilerplate_detected": "false",
  "candidate_event_action_signature": "fatality_incident",
  "candidate_event_subtype": "fatality_incident",
  "candidate_event_type": "fatality_incident",
  "event_action_signature": "fatality_incident",
  "event_core_signature": "court_sanctions",
  "event_subtype": "fatality_incident",
  "event_trigger_hits_count": "0",
  "event_type": "fatality_incident",
  "event_type_missing_reason": "",
  "feature_version": 1,
  "generic_event_action_candidate": "fatality_incident",
  "generic_event_identity_confidence": "0.76",
  "generic_event_identity_reasons": "generic_action:fatality,language_profile_action:health_medical",
  "generic_event_type_candidate": "fatality_incident",
  "is_multi_reaction": "false",
  "location_missing_reason": "",
  "parent_event_signature": "bagatz_haredim_draft_case",
  "post_semantic_subtype": "incident",
  "post_semantic_subtype_confidence": "0.86",
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Проверка подлинности сигнатур в Qubes OS
6f8555ec-59e1-497d-83d0-3803f1f58701
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.720754+03:00
346
ingested
2026-06-04T12:43:44.852577+03:00
published
2026-06-04T03:23:02+03:00
created
2026-06-04T12:43:44.852579+03:00
External: 244362
Post ID: 6cdd896b-80b7-4d7e-a551-666f2eb89b73
Open original
Raw text
What are some signs of an unhealthy canary? Here is a non-exhaustive list of examples: Dead canary. In each canary, we state a window of time during which you should expect the next canary to be published. If no canary is published within that window of tim...
Normalized text
What are some signs of an unhealthy canary? Here is a non-exhaustive list of examples: Dead canary. In each canary, we state a window of time during which you should expect the next canary to be published. If no canary is published within that window of tim...
Full post payload
Raw text full
What are some signs of an unhealthy canary?
Here is a non-exhaustive list of examples:
Dead canary. In each canary, we state a window of time during which you should expect the next canary to be published. If no canary is published within that window of time and no good explanation is provided for missing the deadline, then the canary has died.
Missing statement(s). Canaries include a set of numbered statements at the top. These statements are generally the same across canaries, except for specific numbers and dates that have changed since the previous canary. If an important statement was present in older canaries but suddenly goes missing from new canaries with no correction or explanation, then this may be an indication that the signers can no longer truthfully make that statement.
Missing signature(s). Qubes canaries are signed by the members of the Qubes security team ( (see below). If one of them has been signing all canaries but suddenly and permanently stops signing new canaries without any explanation, then this may indicate that this person is under duress or can no longer truthfully sign the statements contained in the canary.
Does every unexpected or unusual occurrence related to a canary indicate something bad?
No, there are many canary-related possibilities that should not worry you. Here is a non-exhaustive list of examples:
Unusual reposts. The only canaries that matter are the ones that are validly signed in the Qubes security pack (qubes-secpack) ( Reposts of canaries (like the one in this announcement) do not have any authority (except insofar as they reproduce validly-signed text from the qubes-secpack). If the actual canary in the qubes-secpack is healthy, but reposts are late, absent, or modified on the website, mailing lists, forum, or social media platforms, you should not be concerned about the canary.
Last-minute signature(s). If the canary is signed at the last minute but before the deadline, that’s okay. (People get busy and procrastinate sometimes.)
Signatures at different times. If one signature is earlier or later than the other, but both are present within a reasonable period of time, that’s okay. (For example, sometimes one signer is out of town, but we try to plan the deadlines around this.)
Permitted changes. If something about a canary changes without violating any of the statements in prior canaries, that’s okay. (For example, canaries are usually scheduled for the first fourteen days of a given month, but there’s no rule that says they have to be.)
Unusual but planned changes. If something unusual happens, but it was announced in advance, and the appropriate statements are signed, that’s okay (e.g., when Joanna left the security team and Simon joined it).
In general, it would not be realistic for an organization to exist that never changed, had zero turnover, and never made mistakes. Therefore, it would be reasonable to expect such events to occur periodically, and it would be unreasonable to regard every unusual or unexpected canary-related event as a sign of compromise. For example, if something usual happens with a canary, and we say it was a mistake and correct it (with valid signatures), you will have to decide for yourself whether it’s more likely that it really was just a mistake or that something is wrong and that this is how we chose to send you a subtle signal about it. This will require you to think carefully about which among many possible scenarios is most likely given the evidence available to you. Since this is fundamentally a matter of judgment, canaries are ultimately a social scheme, not a technical one.
What are the PGP signatures that accompany canaries?
Normalized text full
What are some signs of an unhealthy canary?
Here is a non-exhaustive list of examples:
Dead canary. In each canary, we state a window of time during which you should expect the next canary to be published. If no canary is published within that window of time and no good explanation is provided for missing the deadline, then the canary has died.
Missing statement(s). Canaries include a set of numbered statements at the top. These statements are generally the same across canaries, except for specific numbers and dates that have changed since the previous canary. If an important statement was present in older canaries but suddenly goes missing from new canaries with no correction or explanation, then this may be an indication that the signers can no longer truthfully make that statement.
Missing signature(s). Qubes canaries are signed by the members of the Qubes security team ( (see below). If one of them has been signing all canaries but suddenly and permanently stops signing new canaries without any explanation, then this may indicate that this person is under duress or can no longer truthfully sign the statements contained in the canary.
Does every unexpected or unusual occurrence related to a canary indicate something bad?
No, there are many canary-related possibilities that should not worry you. Here is a non-exhaustive list of examples:
Unusual reposts. The only canaries that matter are the ones that are validly signed in the Qubes security pack (qubes-secpack) ( Reposts of canaries (like the one in this announcement) do not have any authority (except insofar as they reproduce validly-signed text from the qubes-secpack). If the actual canary in the qubes-secpack is healthy, but reposts are late, absent, or modified on the website, mailing lists, forum, or social media platforms, you should not be concerned about the canary.
Last-minute signature(s). If the canary is signed at the last minute but before the deadline, that’s okay. (People get busy and procrastinate sometimes.)
Signatures at different times. If one signature is earlier or later than the other, but both are present within a reasonable period of time, that’s okay. (For example, sometimes one signer is out of town, but we try to plan the deadlines around this.)
Permitted changes. If something about a canary changes without violating any of the statements in prior canaries, that’s okay. (For example, canaries are usually scheduled for the first fourteen days of a given month, but there’s no rule that says they have to be.)
Unusual but planned changes. If something unusual happens, but it was announced in advance, and the appropriate statements are signed, that’s okay (e.g., when Joanna left the security team and Simon joined it).
In general, it would not be realistic for an organization to exist that never changed, had zero turnover, and never made mistakes. Therefore, it would be reasonable to expect such events to occur periodically, and it would be unreasonable to regard every unusual or unexpected canary-related event as a sign of compromise. For example, if something usual happens with a canary, and we say it was a mistake and correct it (with valid signatures), you will have to decide for yourself whether it’s more likely that it really was just a mistake or that something is wrong and that this is how we chose to send you a subtle signal about it. This will require you to think carefully about which among many possible scenarios is most likely given the evidence available to you. Since this is fundamentally a matter of judgment, canaries are ultimately a social scheme, not a technical one.
What are the PGP signatures that accompany canaries?
Ingestion metadata
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matched
topic_id
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Embedding dimension: 384
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numbers_and_dates
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classifier_flags
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  "boilerplate_detected": "false",
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  "candidate_event_subtype": "political_announcement",
  "candidate_event_type": "political_announcement",
  "event_action_signature": "political_announcement",
  "event_core_signature": "",
  "event_subtype": "political_announcement",
  "event_trigger_hits_count": "0",
  "event_type": "political_announcement",
  "event_type_missing_reason": "",
  "feature_version": 1,
  "generic_event_action_candidate": "fatality_incident",
  "generic_event_identity_confidence": "0.76",
  "generic_event_identity_reasons": "generic_action:fatality,language_profile_action:health_medical",
  "generic_event_type_candidate": "fatality_incident",
  "is_multi_reaction": "false",
  "location_missing_reason": "",
  "parent_event_signature": "",
  "post_semantic_subtype": "diplomatic_statement",
  "post_semantic_subtype_confidence": "0.86",
  "post_semantic_subtype_reasons": "diplomatic_marker",
  "post_type": "summary",
  "promotional_suffix_removed": "false",
  "semantic_registry_loaded": "true",
  "subtype_after": "diplomatic_statement",
  "subtype_before": "political_announcement",
  "subtype_fallback_reason": "",
  "updated_at": "2026-06-04T09:44:03.380071+00:00"
}
quality_confidence
-
Обзор признаков ненадёжных канарей
bd0b0f87-fdd3-4aa8-b619-c4ca071ae539
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.722716+03:00
347
ingested
2026-06-04T12:43:44.852574+03:00
published
2026-06-04T03:23:01+03:00
created
2026-06-04T12:43:44.852576+03:00
External: 244361
Post ID: 25932815-844a-4ef8-9f0f-2f704f015372
Open original
Raw text
00000000000000000001c7c4fb4f5b739e74f18ca4b3b6add30011982c0735d7 Footnotes ---------- [1] This file should be signed in two ways: (1) via detached PGP signatures by each of the signers, distributed together with this canary in the qubes-secpack.git repo, an...
Normalized text
00000000000000000001c7c4fb4f5b739e74f18ca4b3b6add30011982c0735d7 Footnotes ---------- [1] This file should be signed in two ways: (1) via detached PGP signatures by each of the signers, distributed together with this canary in the qubes-secpack.git repo, an...
Full post payload
Raw text full
00000000000000000001c7c4fb4f5b739e74f18ca4b3b6add30011982c0735d7
Footnotes
----------
[1] This file should be signed in two ways: (1) via detached PGP
signatures by each of the signers, distributed together with this canary
in the qubes-secpack.git repo, and (2) via digital signatures on the
corresponding qubes-secpack.git repo tags. [2]
[2] Don't just trust the contents of this file blindly! Verify the
digital signatures! Instructions for doing so are documented here:
--
The Qubes Security Team
Source: canary-047-2026.txt (
Marek Marczykowski-Górecki ( PGP signature
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Source: canary-047-2026.txt.sig.marmarek (
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Source: canary-047-2026.txt.sig.simon (
What is the purpose of this announcement?
The purpose of this announcement is to inform the Qubes community that a new Qubes canary has been published.
What is a Qubes canary?
A Qubes canary ( is a security announcement periodically issued by the Qubes security team ( consisting of several statements to the effect that the signers of the canary have not been compromised. The idea is that, as long as signed canaries including such statements continue to be published, all is well. However, if the canaries should suddenly cease, if one or more signers begin declining to sign them, or if the included statements change significantly without plausible explanation, then this may indicate that something has gone wrong.
Normalized text full
00000000000000000001c7c4fb4f5b739e74f18ca4b3b6add30011982c0735d7
Footnotes
----------
[1] This file should be signed in two ways: (1) via detached PGP
signatures by each of the signers, distributed together with this canary
in the qubes-secpack.git repo, and (2) via digital signatures on the
corresponding qubes-secpack.git repo tags. [2]
[2] Don't just trust the contents of this file blindly! Verify the
digital signatures! Instructions for doing so are documented here:
--
The Qubes Security Team
Source: canary-047-2026.txt (
Marek Marczykowski-Górecki ( PGP signature
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Source: canary-047-2026.txt.sig.marmarek (
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Source: canary-047-2026.txt.sig.simon (
What is the purpose of this announcement?
The purpose of this announcement is to inform the Qubes community that a new Qubes canary has been published.
What is a Qubes canary?
A Qubes canary ( is a security announcement periodically issued by the Qubes security team ( consisting of several statements to the effect that the signers of the canary have not been compromised. The idea is that, as long as signed canaries including such statements continue to be published, all is well. However, if the canaries should suddenly cease, if one or more signers begin declining to sign them, or if the included statements change significantly without plausible explanation, then this may indicate that something has gone wrong.
Ingestion metadata
{
  "connector": "telegram",
  "connector_metadata": {
    "connector": "telegram",
    "forwards": 0,
    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
    "telegram_message_id": 244361,
    "views": 1
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}
matched
topic_id
-
Embedding ref: emb:becfa31e6ce5b19bb1b510aaed84056bfe7293411a6f841933c25677542b24fb
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
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Объявление о публикации нового канара от Qubes
6162e9f3-c80d-4b66-b933-4394138eb0f7
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.717146+03:00
348
ingested
2026-06-04T12:43:44.852571+03:00
published
2026-06-04T03:23:01+03:00
created
2026-06-04T12:43:44.852572+03:00
External: 244360
Post ID: a1a90092-4b59-4d55-8490-d973f37f5ba7
Open original
Raw text
Qubes Canary 047 We have published Qubes Canary 047 ( The text of this canary and its accompanying cryptographic signatures are reproduced below. For an explanation of this announcement and instructions for authenticating this canary, please see the end of...
Normalized text
Qubes Canary 047 We have published Qubes Canary 047 ( The text of this canary and its accompanying cryptographic signatures are reproduced below. For an explanation of this announcement and instructions for authenticating this canary, please see the end of...
Full post payload
Raw text full
Qubes Canary 047
We have published Qubes Canary 047 ( The text of this canary and its accompanying cryptographic signatures are reproduced below. For an explanation of this announcement and instructions for authenticating this canary, please see the end of this announcement.
Qubes Canary 047
---===[ Qubes Canary 047 ]===---
Statements
-----------
The Qubes security team members who have digitally signed this file [1]
state the following:
1. The date of issue of this canary is June 03, 2026.
2. There have been 114 Qubes security bulletins published so far.
3. The Qubes Master Signing Key fingerprint is:
427F 11FD 0FAA 4B08 0123 F01C DDFA 1A3E 3687 9494
4. No warrants have ever been served to us with regard to the Qubes OS
Project (e.g. to hand out the private signing keys or to introduce
backdoors).
5. We plan to publish the next of these canary statements in the first
fourteen days of September 2026. Special note should be taken if no new
canary is published by that time or if the list of statements changes
without plausible explanation.
Special announcements
----------------------
None.
Disclaimers and notes
----------------------
We would like to remind you that Qubes OS has been designed under the
assumption that all relevant infrastructure is permanently compromised.
This means that we assume NO trust in any of the servers or services
which host or provide any Qubes-related data, in particular, software
updates, source code repositories, and Qubes ISO downloads.
This canary scheme is not infallible. Although signing the declaration
makes it very difficult for a third party to produce arbitrary
declarations, it does not prevent them from using force or other means,
like blackmail or compromising the signers' laptops, to coerce us to
produce false declarations.
The proof of freshness provided below serves to demonstrate that this
canary could not have been created prior to the date stated. It shows
that a series of canaries was not created in advance.
This declaration is merely a best effort and is provided without any
guarantee or warranty. It is not legally binding in any way to anybody.
None of the signers should be ever held legally responsible for any of
the statements made here.
Proof of freshness
-------------------
Wed, 03 Jun 2026 02:51:46 +0000
Source: DER SPIEGEL - International (
NSDAP archive: How DER SPIEGEL processed the data from the Nazi card file
Interactive Research Tool: What Your Family Did Under Hitler – Find Out Here
Human Rights in the US: Meet the Transgender Americans Forced to Flee GOP Persecution
An Interview with Maduro's Son: "We Should Have Done More to Protect My Father"
Forced Mercenaries: How Russia Dupes Kenyans into Fighting in Ukraine
Source: NYT > World News (
Iran War Live Updates: Iran Targets Neighbors as U.S. Condemns ‘Aggressive’ Strikes
Russia Launches Deadly Strikes on Kyiv After Threatening Ukraine for a Week
U.S. Ebola Unit Plans in Kenya, Subject of Protests, Suffers New Setback From Court Ruling
The New Zealand Parakeet Pair That Are Saving Their Species
U.S. Was Asked to Blacklist Colombian Cartel Gold. It Was Also Buying It.
Source: BBC News (
Israel strikes southern Lebanon but partial truce with Hezbollah appears to hold
US and Iran launch new strikes as ceasefire negotiations stall
Putin remains uncompromising on Ukraine, but is public discourse on war changing in Russia?
'They'll fix the building, but not our souls': Sleepy Kyiv neighbourhood hit in Russian strike
British couple lose Iran jail sentence appeal, family says
Source:
Normalized text full
Qubes Canary 047
We have published Qubes Canary 047 ( The text of this canary and its accompanying cryptographic signatures are reproduced below. For an explanation of this announcement and instructions for authenticating this canary, please see the end of this announcement.
Qubes Canary 047
---===[ Qubes Canary 047 ]===---
Statements
-----------
The Qubes security team members who have digitally signed this file [1]
state the following:
1. The date of issue of this canary is June 03, 2026.
2. There have been 114 Qubes security bulletins published so far.
3. The Qubes Master Signing Key fingerprint is:
427F 11FD 0FAA 4B08 0123 F01C DDFA 1A3E 3687 9494
4. No warrants have ever been served to us with regard to the Qubes OS
Project (e.g. to hand out the private signing keys or to introduce
backdoors).
5. We plan to publish the next of these canary statements in the first
fourteen days of September 2026. Special note should be taken if no new
canary is published by that time or if the list of statements changes
without plausible explanation.
Special announcements
----------------------
None.
Disclaimers and notes
----------------------
We would like to remind you that Qubes OS has been designed under the
assumption that all relevant infrastructure is permanently compromised.
This means that we assume NO trust in any of the servers or services
which host or provide any Qubes-related data, in particular, software
updates, source code repositories, and Qubes ISO downloads.
This canary scheme is not infallible. Although signing the declaration
makes it very difficult for a third party to produce arbitrary
declarations, it does not prevent them from using force or other means,
like blackmail or compromising the signers' laptops, to coerce us to
produce false declarations.
The proof of freshness provided below serves to demonstrate that this
canary could not have been created prior to the date stated. It shows
that a series of canaries was not created in advance.
This declaration is merely a best effort and is provided without any
guarantee or warranty. It is not legally binding in any way to anybody.
None of the signers should be ever held legally responsible for any of
the statements made here.
Proof of freshness
-------------------
Wed, 03 Jun 2026 02:51:46 +0000
Source: DER SPIEGEL - International (
NSDAP archive: How DER SPIEGEL processed the data from the Nazi card file
Interactive Research Tool: What Your Family Did Under Hitler – Find Out Here
Human Rights in the US: Meet the Transgender Americans Forced to Flee GOP Persecution
An Interview with Maduro's Son: "We Should Have Done More to Protect My Father"
Forced Mercenaries: How Russia Dupes Kenyans into Fighting in Ukraine
Source: NYT > World News (
Iran War Live Updates: Iran Targets Neighbors as U.S. Condemns ‘Aggressive’ Strikes
Russia Launches Deadly Strikes on Kyiv After Threatening Ukraine for a Week
U.S. Ebola Unit Plans in Kenya, Subject of Protests, Suffers New Setback From Court Ruling
The New Zealand Parakeet Pair That Are Saving Their Species
U.S. Was Asked to Blacklist Colombian Cartel Gold. It Was Also Buying It.
Source: BBC News (
Israel strikes southern Lebanon but partial truce with Hezbollah appears to hold
US and Iran launch new strikes as ceasefire negotiations stall
Putin remains uncompromising on Ukraine, but is public discourse on war changing in Russia?
'They'll fix the building, but not our souls': Sleepy Kyiv neighbourhood hit in Russian strike
British couple lose Iran jail sentence appeal, family says
Source:
Ingestion metadata
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topic_id
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quality_confidence
-
Опубликован Qubes Canary 047 с датой выпуска 3 июня 2026 г.
9db2ff32-ab92-4921-8d4d-61957ed93516
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.786880+03:00
349
ingested
2026-06-04T12:43:44.852568+03:00
published
2026-06-04T01:44:35+03:00
created
2026-06-04T12:43:44.852569+03:00
External: 244359
Post ID: 06efa8c1-3f76-4dd3-8521-c1153f679f98
Open original
Raw text
Today's NYT Connections Hints, Answers and Help for June 4, Here are some hints and the answers for the NYT Connections puzzle for June 4, No. 1,089.
Normalized text
Today's NYT Connections Hints, Answers and Help for June 4, Here are some hints and the answers for the NYT Connections puzzle for June 4, No. 1,089.
Full post payload
Raw text full
Today's NYT Connections Hints, Answers and Help for June 4,
Here are some hints and the answers for the NYT Connections puzzle for June 4, No. 1,089.
Normalized text full
Today's NYT Connections Hints, Answers and Help for June 4,
Here are some hints and the answers for the NYT Connections puzzle for June 4, No. 1,089.
Ingestion metadata
{
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    "forwards": 0,
    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
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}
matched
topic_id
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quality_confidence
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Подсказки и ответы для NYT Connections от 4 июня
1342aa00-dbc4-46aa-aa6a-961777026262
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.714514+03:00
350
ingested
2026-06-04T12:43:44.852565+03:00
published
2026-06-04T01:43:36+03:00
created
2026-06-04T12:43:44.852567+03:00
External: 244358
Post ID: d1b2644b-59db-44e3-bcb4-0767a1ff1652
Open original
Raw text
Today's NYT Strands Hints, Answers and Help for June 4 Here are hints and answers for the NYT Strands puzzle for June 4, No. 823.
Normalized text
Today's NYT Strands Hints, Answers and Help for June 4 Here are hints and answers for the NYT Strands puzzle for June 4, No. 823.
Full post payload
Raw text full
Today's NYT Strands Hints, Answers and Help for June 4
Here are hints and answers for the NYT Strands puzzle for June 4, No. 823.
Normalized text full
Today's NYT Strands Hints, Answers and Help for June 4
Here are hints and answers for the NYT Strands puzzle for June 4, No. 823.
Ingestion metadata
{
  "connector": "telegram",
  "connector_metadata": {
    "connector": "telegram",
    "forwards": 0,
    "reply_to_msg_id": null,
    "telegram_channel_id": "100001",
    "telegram_message_id": 244358,
    "views": 1
  }
}
matched
topic_id
-
Embedding ref: emb:e76673960f62d89f445d8fe5dd5c20560028a5654b751340f5c951a485600134
Embedding storage: postgres
Embedding dimension: 384
Embedding model: paraphrase-multilingual-MiniLM-L12-v2
Vector preview
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Language: en
Detected location: -
Feature JSON diagnostics
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extracted_entities
{
  "actors": [
    "NYT Strands Hints",
    "NYT Strands"
  ],
  "entities": [
    "Today",
    "NYT Strands Hints",
    "Answers",
    "Help",
    "June",
    "Here",
    "NYT Strands",
    "No"
  ],
  "event_core_signatures": [],
  "event_keyphrases": [],
  "event_object_signatures": [],
  "event_trigger_hits": [],
  "event_type_candidates": [],
  "generic_location_candidates": [],
  "locations": [],
  "mentioned_actors": [],
  "normalized_actors": [],
  "normalized_locations": [],
  "primary_actors": [
    "NYT Strands Hints",
    "NYT Strands"
  ],
  "reacting_actor": []
}
numbers_and_dates
{
  "currencies": [],
  "dates": [
    "4\nHere"
  ],
  "numbers": [
    "4",
    "823"
  ],
  "percentages": [],
  "times": []
}
classifier_flags
{
  "action_missing_reason": "no_trigger_or_generic_action_match",
  "boilerplate_detected": "false",
  "candidate_event_action_signature": "",
  "candidate_event_subtype": "unknown",
  "candidate_event_type": "",
  "event_action_signature": "",
  "event_core_signature": "",
  "event_subtype": "unknown",
  "event_trigger_hits_count": "0",
  "event_type": "",
  "event_type_missing_reason": "no_event_type_candidate",
  "feature_version": 1,
  "generic_event_action_candidate": "",
  "generic_event_identity_confidence": "0.00",
  "generic_event_identity_reasons": "",
  "generic_event_type_candidate": "",
  "is_multi_reaction": "false",
  "location_missing_reason": "no_registry_or_generic_location_match",
  "parent_event_signature": "",
  "post_semantic_subtype": "other",
  "post_semantic_subtype_confidence": "0.50",
  "post_semantic_subtype_reasons": "fallback",
  "post_type": "other",
  "promotional_suffix_removed": "false",
  "semantic_registry_loaded": "true",
  "subtype_after": "other",
  "subtype_before": "unknown",
  "subtype_fallback_reason": "fallback",
  "updated_at": "2026-06-04T09:44:02.862836+00:00"
}
quality_confidence
-
Подсказки и ответы для NYT Connections от 4 июня
1342aa00-dbc4-46aa-aa6a-961777026262
topic_id 1cebc882-7c2f-4da8-9dba-ca5a7011d055
reason initial_cluster
similarity -
attached 2026-06-04T12:44:22.714503+03:00
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