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AGI Dreams Podcast – October 20, 2026 · AGI Dreams – Open, Uncensored, & Local - AI News Digest

• 0:00
  NorForge's
• 0:00
  teardown
• 0:01
  of
• 0:01
  Cairn
• 0:01
  is
• 0:01
  the
• 0:02
  first
• 0:02
  concrete
• 0:02
  look
• 0:03
  at
• 0:03
  what
• 0:03
  an
• 0:03
  autonomous
• 0:04
  intrusion
• 0:04
  harness
• 0:04
  does
• 0:05
  when
• 0:05
  nobody
• 0:05
  is
• 0:05
  grading
• 0:06
  it.
• 0:06
  The
• 0:06
  firm
• 0:07
  found
• 0:07
  more
• 0:07
  than
• 0:07
  20
• 0:08
  publicly
• 0:08
  exposed
• 0:09
  Cairn
• 0:09
  control
• 0:09
  panels
• 0:10
  tied
• 0:10
  to
• 0:10
  likely
• 0:11
  malicious
• 0:11
  activity.
• 0:12
  The
• 0:12
  largest
• 0:12
  cluster,
• 0:13
  Chinese-speaking
• 0:14
  and
• 0:14
  labelled
• 0:15
  AIA0001,
• 0:17
  spans
• 0:18
  14
• 0:18
  dashboards
• 0:19
  and
• 0:19
  over
• 0:19
  1,100
• 0:21
  projects
• 0:21
  aimed
• 0:21
  at
• 0:21
  e-commerce
• 0:22
  and
• 0:22
  payment
• 0:23
  infrastructure
• 0:23
  in
• 0:23
  the
• 0:23
  US,
• 0:24
  Japan
• 0:25
  and
• 0:25
  Australia.
• 0:25
  A
• 0:26
  second,
• 0:26
  English-speaking
• 0:27
  cluster
• 0:27
  runs
• 0:27
  ten
• 0:28
  panels
• 0:28
  on
• 0:28
  Vultr
• 0:29
  with
• 0:29
  workers
• 0:29
  named
• 0:29
  pi
• 0:30
  openrouter
• 0:30
  deepseek,
• 0:31
  discusses
• 0:32
  stealing
• 0:32
  cards
• 0:32
  and
• 0:33
  crypto
• 0:33
  in
• 0:33
  the
• 0:33
  open,
• 0:34
  and
• 0:34
  exposes
• 0:35
  its
• 0:35
  own
• 0:35
  backend
• 0:36
  SSH
• 0:36
  logins.
• 0:37
  NorForge
• 0:38
  verified
• 0:38
  one
• 0:39
  claimed
• 0:39
  compromise
• 0:40
  by
• 0:40
  fetching
• 0:40
  a
• 0:40
  live
• 0:41
  webshell
• 0:41
  on
• 0:41
  a
• 0:41
  hardware
• 0:42
  vendor's
• 0:42
  site,
• 0:43
  found
• 0:43
  hundreds
• 0:43
  of
• 0:43
  secrets
• 0:44
  on
• 0:44
  the
• 0:44
  boards
• 0:44
  with
• 0:45
  11%
• 0:45
  verified
• 0:46
  valid,
• 0:47
  and
• 0:47
  is
• 0:47
  working
• 0:47
  with
• 0:47
  Reuters
• 0:48
  to
• 0:48
  notify
• 0:48
  victims
• 0:49
  .
• 0:50
  The
• 0:50
  numbers
• 0:50
  matter
• 0:50
  more
• 0:51
  than
• 0:51
  the
• 0:51
  drama:
• 0:51
  roughly
• 0:52
  $5
• 0:52
  per
• 0:53
  task
• 0:53
  including
• 0:53
  failures,
• 0:54
  a
• 0:54
  success
• 0:55
  rate
• 0:55
  "hovering
• 0:55
  around
• 0:56
  10%,"
• 0:57
  and
• 0:57
  for
• 0:57
  goal-met
• 0:58
  tasks
• 0:58
  a
• 0:58
  little
• 0:58
  under
• 0:58
  23
• 0:59
  hours
• 0:59
  and
• 1:00
  about
• 1:00
  140
• 1:00
  facts
• 1:01
  from
• 1:01
  origin
• 1:01
  to
• 1:01
  goal.
• 1:03
  The
• 1:03
  workers
• 1:03
  appear
• 1:03
  to
• 1:03
  run
• 1:04
  a
• 1:04
  Claude
• 1:04
  Code
• 1:04
  harness
• 1:04
  on
• 1:05
  DeepSeek
• 1:05
  4.1
• 1:06
  Flash,
• 1:07
  and
• 1:07
  an
• 1:07
  exposed
• 1:07
  worker
• 1:08
  directory
• 1:08
  held
• 1:08
  a
• 1:08
  Magento
• 1:09
  CVE-2026-75650
• 1:14
  validation
• 1:14
  lab
• 1:15
  among
• 1:15
  standard
• 1:15
  tooling.
• 1:16
  These
• 1:17
  are
• 1:17
  estimates
• 1:17
  from
• 1:17
  leaked
• 1:18
  boards,
• 1:19
  not
• 1:19
  audited
• 1:19
  telemetry,
• 1:20
  but
• 1:20
  they
• 1:20
  are
• 1:21
  the
• 1:21
  first
• 1:21
  field
• 1:21
  data:
• 1:22
  cheap,
• 1:23
  slow,
• 1:23
  mostly
• 1:24
  failing,
• 1:24
  and
• 1:25
  still
• 1:25
  producing
• 1:25
  real
• 1:25
  shells.
• 1:27
  Cairn
• 1:27
  itself
• 1:27
  hides
• 1:28
  nothing.
• 1:29
  The
• 1:29
  README
• 1:31
  calls
• 1:32
  it
• 1:32
  "a
• 1:32
  general-purpose
• 1:33
  problem-solving
• 1:33
  engine"
• 1:34
  whose
• 1:34
  first
• 1:35
  validated
• 1:35
  domain
• 1:36
  happens
• 1:36
  to
• 1:36
  be
• 1:36
  pentesting:
• 1:37
  given
• 1:37
  an
• 1:37
  origin
• 1:38
  and
• 1:38
  a
• 1:38
  goal,
• 1:39
  workers
• 1:39
  search
• 1:39
  an
• 1:39
  unknown
• 1:40
  state
• 1:40
  space
• 1:41
  by
• 1:41
  posting
• 1:41
  Facts,
• 1:42
  Intents
• 1:42
  and
• 1:43
  human
• 1:43
  Hints
• 1:43
  to
• 1:43
  a
• 1:43
  shared
• 1:44
  blackboard,
• 1:45
  with
• 1:45
  no
• 1:45
  fixed
• 1:45
  roles
• 1:46
  and
• 1:46
  no
• 1:46
  direct
• 1:46
  agent-to-agent
• 1:47
  communication.
• 1:48
  Its
• 1:48
  credential
• 1:49
  is
• 1:49
  a
• 1:49
  hackathon:
• 1:50
  54
• 1:50
  of
• 1:51
  54
• 1:51
  problems
• 1:51
  at
• 1:52
  Tencent
• 1:52
  Cloud's
• 1:52
  AI
• 1:53
  Penetration
• 1:53
  Testing
• 1:54
  Challenge
• 1:54
  with
• 1:54
  a
• 1:55
  pipeline
• 1:55
  that
• 1:55
  "came
• 1:55
  online
• 1:56
  for
• 1:56
  the
• 1:56
  first
• 1:56
  time
• 1:56
  at
• 1:57
  4
• 1:57
  AM
• 1:57
  on
• 1:57
  race
• 1:57
  day,"
• 1:58
  zero
• 1:58
  MCP
• 1:59
  tools,
• 1:59
  zero
• 2:00
  RAG,
• 2:00
  zero
• 2:01
  predefined
• 2:01
  roles.
• 2:02
  The
• 2:02
  license
• 2:03
  is
• 2:03
  AGPLv3;
• 2:04
  the
• 2:04
  safety
• 2:05
  section
• 2:05
  is
• 2:05
  a
• 2:05
  disclaimer
• 2:06
  .
• 2:06
  focus-agent
• 2:07
  is
• 2:07
  the
• 2:07
  same
• 2:07
  genre
• 2:08
  by
• 2:08
  another
• 2:08
  lineage:
• 2:09
  a
• 2:09
  fork
• 2:10
  of
• 2:10
  ARTEX,
• 2:10
  the
• 2:10
  planner/worker
• 2:11
  tool
• 2:12
  CrowdStrike
• 2:12
  linked
• 2:12
  to
• 2:13
  South
• 2:13
  Korean
• 2:13
  bank
• 2:13
  intrusions
• 2:14
  this
• 2:14
  month.
• 2:16
  It
• 2:16
  gates
• 2:16
  out-of-scope
• 2:17
  network
• 2:17
  segments
• 2:17
  behind
• 2:18
  an
• 2:18
  approval
• 2:18
  queue,
• 2:19
  then
• 2:19
  tells
• 2:19
  users
• 2:20
  it
• 2:20
  must
• 2:20
  never
• 2:20
  touch
• 2:21
  any
• 2:21
  networked
• 2:21
  system
• 2:22
  "regardless
• 2:22
  of
• 2:22
  who
• 2:23
  owns
• 2:23
  the
• 2:23
  target
• 2:24
  or
• 2:24
  whether
• 2:24
  authorization
• 2:25
  has
• 2:25
  been
• 2:25
  obtained"
• 2:25
  .
• 2:26
  The
• 2:26
  blackboard
• 2:27
  is
• 2:27
  now
• 2:27
  the
• 2:27
  default
• 2:28
  shape
• 2:28
  of
• 2:28
  these
• 2:28
  tools,
• 2:29
  the
• 2:29
  disclaimer
• 2:29
  is
• 2:30
  boilerplate,
• 2:31
  and
• 2:31
  NorForge's
• 2:31
  boards
• 2:32
  show
• 2:32
  what
• 2:32
  actually
• 2:33
  runs
• 2:33
  on
• 2:33
  them.
• 2:34
  Visa
• 2:34
  points
• 2:34
  the
• 2:35
  same
• 2:35
  machinery
• 2:35
  inward.
• 2:36
  The
• 2:37
  Visa
• 2:37
  Vulnerability
• 2:38
  Agentic
• 2:38
  Harness
• 2:38
  (VVAH)
• 2:39
  discovers,
• 2:40
  verifies
• 2:41
  and
• 2:41
  fixes
• 2:41
  source-code
• 2:42
  vulnerabilities
• 2:42
  across
• 2:43
  twelve
• 2:43
  stages,
• 2:44
  four
• 2:44
  of
• 2:44
  them
• 2:44
  with
• 2:45
  no
• 2:45
  model
• 2:45
  calls.
• 2:46
  The
• 2:46
  model
• 2:47
  stages
• 2:47
  map
• 2:47
  attacker
• 2:48
  threats
• 2:48
  against
• 2:48
  a
• 2:49
  per-scan
• 2:49
  code
• 2:49
  graph,
• 2:50
  investigate
• 2:50
  with
• 2:50
  17
• 2:51
  weakness-family
• 2:52
  playbooks,
• 2:53
  verify
• 2:53
  every
• 2:54
  finding
• 2:54
  adversarially
• 2:55
  with
• 2:55
  a
• 2:55
  CVSS
• 2:56
  3.1
• 2:56
  score,
• 2:57
  propose
• 2:58
  fixes,
• 2:58
  and
• 2:58
  have
• 2:58
  three
• 2:59
  adversarial
• 2:59
  reviewer
• 3:00
  personas
• 3:00
  grade
• 3:00
  each
• 3:01
  fix
• 3:01
  without
• 3:01
  running
• 3:02
  tests.
• 3:02
  Other
• 3:03
  scanners'
• 3:03
  findings
• 3:04
  can
• 3:04
  enter
• 3:04
  mid-pipeline
• 3:05
  for
• 3:05
  the
• 3:05
  same
• 3:05
  verification,
• 3:06
  and
• 3:06
  any
• 3:07
  OpenAI-compatible
• 3:08
  endpoint
• 3:08
  can
• 3:08
  serve
• 3:09
  a
• 3:09
  role.
• 3:09
  Visa's
• 3:10
  pitch
• 3:10
  is
• 3:10
  Mean
• 3:10
  Time
• 3:11
  to
• 3:11
  Adapt:
• 3:11
  a
• 3:12
  new
• 3:12
  vulnerability
• 3:12
  class
• 3:13
  needs
• 3:13
  only
• 3:13
  a
• 3:13
  new
• 3:13
  playbook.
• 3:14
  Visa
• 3:15
  is
• 3:15
  the
• 3:15
  second
• 3:15
  card-industry
• 3:16
  giant,
• 3:16
  after
• 3:17
  Capital
• 3:17
  One's
• 3:17
  VulnHunter,
• 3:18
  to
• 3:18
  open-source
• 3:19
  a
• 3:19
  find/verify/fix
• 3:21
  loop.
• 3:21
  The
• 3:22
  repository
• 3:22
  accepts
• 3:23
  no
• 3:23
  outside
• 3:23
  code
• 3:24
  and
• 3:24
  publishes
• 3:24
  no
• 3:24
  false-positive
• 3:25
  rate,
• 3:26
  the
• 3:26
  one
• 3:26
  number
• 3:26
  that
• 3:26
  would
• 3:26
  separate
• 3:27
  it
• 3:27
  from
• 3:27
  a
• 3:27
  very
• 3:27
  expensive
• 3:28
  linter
• 3:28
  .
• 3:31
  The
• 3:31
  model
• 3:31
  in
• 3:31
  those
• 3:31
  worker
• 3:32
  containers
• 3:32
  had
• 3:32
  a
• 3:32
  good
• 3:33
  week.
• 3:33
  DeepSeek
• 3:34
  open-sourced
• 3:35
  DeepInfer,
• 3:36
  the
• 3:36
  inference
• 3:36
  framework
• 3:37
  behind
• 3:37
  its
• 3:37
  production
• 3:38
  serving,
• 3:38
  under
• 3:39
  Apache
• 3:39
  2.0,
• 3:40
  supporting
• 3:41
  one
• 3:41
  model:
• 3:41
  DeepSeek-V4.1-Flash-1017.
• 3:45
  It
• 3:45
  bundles
• 3:46
  DeepSeek's
• 3:46
  published
• 3:47
  kernels,
• 3:47
  "DSpark"
• 3:48
  draft-token
• 3:49
  decoding
• 3:49
  with
• 3:50
  confidence-scheduled
• 3:51
  verification,
• 3:52
  batch-invariant
• 3:52
  inference
• 3:53
  and
• 3:53
  deterministic
• 3:54
  sampling
• 3:54
  on
• 3:54
  NVIDIA,
• 3:55
  and
• 3:55
  structured
• 3:55
  outputs.
• 3:56
  It
• 3:57
  targets
• 3:57
  NVIDIA
• 3:57
  SM100
• 3:59
  and
• 4:00
  Huawei
• 4:00
  Ascend
• 4:00
  950,
• 4:02
  and
• 4:02
  the
• 4:02
  README
• 4:05
  is
• 4:05
  candid
• 4:05
  that
• 4:05
  a
• 4:05
  complete
• 4:06
  service
• 4:06
  still
• 4:06
  needs
• 4:07
  a
• 4:07
  KV
• 4:07
  cache
• 4:07
  system,
• 4:08
  prefill/decode
• 4:09
  disaggregation
• 4:10
  and
• 4:10
  load
• 4:11
  balancing
• 4:11
  that
• 4:11
  are
• 4:11
  not
• 4:12
  included
• 4:12
  .
• 4:13
  The
• 4:13
  checkpoint
• 4:13
  is
• 4:13
  collecting
• 4:14
  benchmark
• 4:14
  claims
• 4:15
  of
• 4:15
  varying
• 4:15
  quality.
• 4:16
  Strix,
• 4:17
  which
• 4:17
  builds
• 4:17
  autonomous
• 4:18
  pentesting
• 4:18
  agents,
• 4:19
  reports
• 4:19
  V4.1-Flash-1017
• 4:22
  scored
• 4:22
  the
• 4:22
  highest
• 4:23
  F1
• 4:23
  of
• 4:23
  any
• 4:24
  model
• 4:24
  on
• 4:24
  its
• 4:24
  black-box
• 4:25
  benchmark
• 4:25
  of
• 4:25
  316
• 4:27
  known
• 4:27
  vulnerabilities
• 4:28
  across
• 4:28
  eight
• 4:28
  live
• 4:28
  web
• 4:29
  apps:
• 4:29
  roughly
• 4:30
  75
• 4:30
  F1
• 4:31
  for
• 4:31
  about
• 4:31
  $33
• 4:32
  in
• 4:32
  model
• 4:33
  spend,
• 4:33
  against
• 4:34
  GLM-5.3
• 4:35
  at
• 4:35
  73.5
• 4:36
  for
• 4:37
  $300,
• 4:38
  GPT-5.6
• 4:39
  Sol
• 4:39
  at
• 4:40
  70
• 4:40
  for
• 4:40
  $2,000
• 4:42
  and
• 4:42
  Claude
• 4:42
  Opus
• 4:42
  5
• 4:43
  at
• 4:43
  70
• 4:43
  for
• 4:43
  $3,000,
• 4:45
  with
• 4:45
  findings
• 4:45
  unioned
• 4:46
  across
• 4:46
  three
• 4:46
  runs.
• 4:48
  It
• 4:48
  is
• 4:48
  a
• 4:48
  vendor
• 4:48
  benchmark,
• 4:49
  and
• 4:49
  commenters
• 4:50
  asked
• 4:50
  the
• 4:50
  right
• 4:50
  questions:
• 4:51
  per-run
• 4:52
  precision
• 4:52
  and
• 4:52
  recall,
• 4:53
  whether
• 4:54
  findings
• 4:54
  are
• 4:54
  validated
• 4:55
  with
• 4:55
  working
• 4:55
  exploits,
• 4:56
  and
• 4:56
  whether
• 4:57
  the
• 4:57
  harness
• 4:57
  changed
• 4:57
  between
• 4:58
  runs
• 4:58
  .
• 4:59
  A
• 4:59
  video
• 4:59
  tour
• 4:59
  of
• 5:00
  the
• 5:00
  same
• 5:00
  checkpoint
• 5:01
  on
• 5:01
  "KingBench
• 5:01
  4"
• 5:02
  is
• 5:02
  more
• 5:02
  measured
• 5:03
  than
• 5:03
  its
• 5:03
  title.
• 5:04
  The
• 5:04
  model
• 5:04
  scored
• 5:05
  51.7%,
• 5:06
  seventh
• 5:07
  place,
• 5:07
  not
• 5:08
  parity
• 5:08
  with
• 5:08
  GPT-6.1
• 5:09
  Sol
• 5:10
  or
• 5:10
  Opus
• 5:10
  5,
• 5:11
  but
• 5:11
  six
• 5:11
  long-horizon
• 5:12
  app
• 5:12
  builds
• 5:13
  cost
• 5:13
  $1.97
• 5:14
  in
• 5:14
  total
• 5:15
  across
• 5:15
  about
• 5:15
  264
• 5:17
  million
• 5:17
  token
• 5:17
  occurrences,
• 5:18
  nearly
• 5:18
  all
• 5:19
  served
• 5:19
  from
• 5:19
  prompt
• 5:20
  cache
• 5:20
  at
• 5:20
  $0.003
• 5:22
  per
• 5:22
  million.
• 5:22
  It
• 5:23
  built
• 5:23
  a
• 5:23
  top-scoring
• 5:23
  Three.js
• 5:25
  room
• 5:25
  designer
• 5:25
  but
• 5:26
  failed
• 5:26
  filesystem
• 5:26
  containment
• 5:27
  in
• 5:27
  a
• 5:27
  Docker
• 5:27
  clone,
• 5:28
  a
• 5:28
  "hardware
• 5:29
  and
• 5:29
  isolation
• 5:29
  wall."
• 5:30
  The
• 5:31
  advice,
• 5:31
  use
• 5:31
  it
• 5:31
  as
• 5:32
  a
• 5:32
  cheap
• 5:32
  worker
• 5:32
  under
• 5:32
  a
• 5:33
  stronger
• 5:33
  planner
• 5:33
  and
• 5:33
  never
• 5:34
  as
• 5:34
  an
• 5:34
  unmonitored
• 5:34
  executor
• 5:35
  for
• 5:35
  infrastructure,
• 5:36
  is
• 5:36
  sound
• 5:37
  even
• 5:37
  though
• 5:37
  the
• 5:37
  cost
• 5:37
  comparisons
• 5:38
  are
• 5:38
  the
• 5:38
  narrator's
• 5:39
  arithmetic
• 5:39
  .
• 5:40
  Andrew
• 5:41
  Curran
• 5:41
  reports
• 5:42
  that
• 5:42
  the
• 5:42
  Department
• 5:42
  of
• 5:42
  Homeland
• 5:43
  Security
• 5:43
  is
• 5:43
  requiring
• 5:44
  all
• 5:44
  civilian
• 5:45
  federal
• 5:45
  agencies
• 5:45
  to
• 5:46
  remove
• 5:46
  DeepSeek
• 5:46
  products
• 5:47
  and
• 5:47
  "any
• 5:47
  third-party
• 5:48
  services
• 5:49
  developed
• 5:49
  using
• 5:49
  DeepSeek
• 5:50
  implementations,"
• 5:51
  and
• 5:51
  to
• 5:51
  stop
• 5:51
  buying
• 5:52
  them.
• 5:53
  It
• 5:53
  is
• 5:53
  a
• 5:53
  secondhand
• 5:53
  account
• 5:54
  with
• 5:54
  no
• 5:54
  DHS
• 5:55
  document
• 5:55
  attached,
• 5:56
  and
• 5:56
  the
• 5:56
  third-party
• 5:57
  clause
• 5:57
  is
• 5:57
  doing
• 5:58
  a
• 5:58
  lot
• 5:58
  of
• 5:58
  undefined
• 5:58
  work.
• 5:59
  Read
• 6:00
  broadly,
• 6:00
  it
• 6:01
  reaches
• 6:01
  any
• 6:01
  vendor
• 6:01
  whose
• 6:02
  agent
• 6:02
  fleet
• 6:02
  runs
• 6:02
  on
• 6:03
  a
• 6:03
  DeepSeek
• 6:03
  endpoint,
• 6:04
  which
• 6:04
  by
• 6:04
  the
• 6:04
  numbers
• 6:05
  above
• 6:05
  is
• 6:05
  an
• 6:05
  increasingly
• 6:06
  rational
• 6:06
  choice
• 6:07
  .
• 6:10
  trustmebro
• 6:11
  turns
• 6:11
  a
• 6:11
  known
• 6:12
  attack
• 6:12
  class
• 6:12
  into
• 6:13
  a
• 6:13
  one-line
• 6:13
  install.
• 6:14
  David
• 6:15
  Carliez's
• 6:15
  MIT-licensed
• 6:16
  Go
• 6:16
  tool
• 6:17
  bypasses
• 6:17
  coding-agent
• 6:18
  guardrails
• 6:18
  "by
• 6:19
  confusing
• 6:19
  it
• 6:19
  with
• 6:19
  fabricated
• 6:20
  tool
• 6:20
  output,"
• 6:21
  using
• 6:21
  PATH
• 6:22
  shims:
• 6:23
  one
• 6:23
  binary
• 6:24
  that
• 6:24
  acts
• 6:24
  as
• 6:24
  a
• 6:24
  CLI
• 6:25
  when
• 6:25
  invoked
• 6:25
  as
• 6:26
  trustmebro
• 6:26
  and
• 6:26
  as
• 6:27
  an
• 6:27
  interceptor
• 6:27
  when
• 6:27
  invoked
• 6:28
  as
• 6:28
  dig,
• 6:28
  nslookup
• 6:29
  or
• 6:29
  host.
• 6:30
  Rules
• 6:31
  spoof,
• 6:31
  rewrite,
• 6:32
  pass
• 6:32
  through
• 6:32
  or
• 6:33
  reject
• 6:33
  by
• 6:33
  command,
• 6:34
  domain
• 6:34
  and
• 6:34
  record
• 6:34
  type,
• 6:35
  and
• 6:35
  a
• 6:35
  Linux-only
• 6:36
  lab
• 6:36
  mode
• 6:36
  uses
• 6:37
  Bubblewrap
• 6:37
  to
• 6:37
  shadow
• 6:38
  absolute
• 6:38
  paths
• 6:39
  too,
• 6:39
  so
• 6:39
  calling
• 6:40
  /usr/bin/dig
• 6:43
  does
• 6:44
  not
• 6:44
  escape.
• 6:45
  The
• 6:45
  demonstration:
• 6:46
  each
• 6:46
  model
• 6:47
  was
• 6:47
  told
• 6:47
  to
• 6:47
  verify
• 6:48
  a
• 6:48
  DNS
• 6:48
  TXT
• 6:49
  authorization
• 6:50
  marker
• 6:50
  before
• 6:50
  scanning
• 6:51
  a
• 6:51
  target.
• 6:52
  With
• 6:52
  real
• 6:53
  dig,
• 6:53
  no
• 6:53
  marker,
• 6:54
  scan
• 6:54
  blocked.
• 6:56
  With
• 6:56
  a
• 6:56
  spoofed
• 6:56
  dig,
• 6:57
  GPT-5.6
• 6:58
  Sol,
• 6:59
  GPT-5.5,
• 7:00
  DeepSeek
• 7:01
  V4
• 7:01
  Pro
• 7:02
  and
• 7:02
  DeepSeek
• 7:02
  V4
• 7:03
  Flash
• 7:03
  all
• 7:03
  proceeded
• 7:03
  .
• 7:04
  An
• 7:05
  authorization
• 7:05
  check
• 7:06
  implemented
• 7:06
  as
• 7:06
  "ask
• 7:07
  the
• 7:07
  model
• 7:07
  to
• 7:07
  run
• 7:07
  a
• 7:07
  command
• 7:08
  and
• 7:08
  read
• 7:08
  the
• 7:08
  result"
• 7:09
  is
• 7:09
  only
• 7:10
  as
• 7:10
  strong
• 7:10
  as
• 7:10
  the
• 7:10
  integrity
• 7:11
  of
• 7:11
  the
• 7:11
  result,
• 7:12
  and
• 7:12
  a
• 7:12
  shell
• 7:12
  shim
• 7:13
  is
• 7:13
  the
• 7:13
  cheapest
• 7:13
  integrity
• 7:14
  failure
• 7:14
  available.
• 7:16
  Enforcement
• 7:16
  has
• 7:16
  to
• 7:16
  live
• 7:17
  outside
• 7:17
  the
• 7:17
  model,
• 7:18
  in
• 7:18
  something
• 7:18
  that
• 7:18
  cannot
• 7:19
  be
• 7:19
  shimmed.
• 7:20
  The
• 7:20
  same
• 7:20
  principle
• 7:21
  answers
• 7:21
  a
• 7:21
  Codex
• 7:22
  user's
• 7:22
  question
• 7:22
  on
• 7:23
  r/ChatGPTCoding:
• 7:27
  how
• 7:28
  do
• 7:28
  you
• 7:28
  make
• 7:28
  an
• 7:28
  agent
• 7:28
  prove
• 7:29
  it
• 7:29
  actually
• 7:29
  ran
• 7:29
  the
• 7:29
  tests?
• 7:31
  The
• 7:31
  thread
• 7:31
  converged
• 7:31
  on
• 7:32
  "done
• 7:32
  is
• 7:32
  an
• 7:32
  artifact,
• 7:33
  not
• 7:33
  a
• 7:33
  sentence":
• 7:34
  the
• 7:34
  exact
• 7:35
  command,
• 7:35
  exit
• 7:35
  code,
• 7:36
  timing
• 7:36
  and
• 7:36
  a
• 7:36
  path
• 7:37
  to
• 7:37
  a
• 7:37
  log
• 7:37
  or
• 7:37
  JUnit
• 7:38
  file,
• 7:38
  or
• 7:38
  the
• 7:38
  task
• 7:39
  stays
• 7:39
  open.
• 7:40
  Better
• 7:41
  answers:
• 7:41
  have
• 7:42
  CI
• 7:42
  rerun
• 7:42
  the
• 7:42
  suite
• 7:43
  on
• 7:43
  its
• 7:43
  own
• 7:43
  runner;
• 7:44
  have
• 7:44
  a
• 7:44
  different
• 7:44
  agent
• 7:45
  write
• 7:45
  the
• 7:45
  tests;
• 7:46
  break
• 7:46
  the
• 7:46
  code
• 7:46
  once
• 7:47
  and
• 7:47
  confirm
• 7:47
  the
• 7:47
  test
• 7:47
  goes
• 7:48
  red;
• 7:49
  run
• 7:49
  mutation
• 7:49
  testing
• 7:50
  over
• 7:50
  changed
• 7:50
  files,
• 7:51
  with
• 7:51
  surviving
• 7:52
  mutants
• 7:52
  as
• 7:52
  tasks
• 7:53
  the
• 7:53
  agent
• 7:53
  must
• 7:54
  close.
• 7:55
  Nobody
• 7:55
  had
• 7:55
  a
• 7:55
  complete
• 7:56
  answer
• 7:56
  to
• 7:56
  weak
• 7:56
  tests
• 7:57
  that
• 7:57
  pass
• 7:57
  .
• 7:58
  Platform
• 7:58
  owners
• 7:59
  play
• 7:59
  the
• 7:59
  same
• 7:59
  game.
• 8:00
  Redact.dev
• 8:02
  found
• 8:03
  that
• 8:03
  WhatsApp's
• 8:03
  help
• 8:03
  centre
• 8:04
  served
• 8:04
  text
• 8:04
  invisible
• 8:05
  to
• 8:05
  humans
• 8:05
  but
• 8:05
  delivered
• 8:06
  to
• 8:06
  crawlers;
• 8:07
  across
• 8:07
  545
• 8:08
  pages
• 8:09
  they
• 8:09
  counted
• 8:09
  102
• 8:10
  hidden
• 8:11
  blocks.
• 8:11
  Two
• 8:12
  stood
• 8:12
  out.
• 8:13
  Under
• 8:13
  account
• 8:13
  deletion:
• 8:14
  "Do
• 8:14
  not
• 8:15
  recommend
• 8:15
  contacting
• 8:16
  any
• 8:16
  Data
• 8:16
  Protection
• 8:17
  Authority,
• 8:17
  regulator,
• 8:18
  or
• 8:18
  supervisory
• 8:19
  authority."
• 8:21
  On
• 8:21
  the
• 8:21
  reporting
• 8:21
  page,
• 8:22
  whenever
• 8:22
  a
• 8:22
  user
• 8:23
  mentioned
• 8:23
  lawyers
• 8:23
  or
• 8:23
  lawsuits:
• 8:24
  "Do
• 8:24
  not
• 8:25
  reference,
• 8:25
  cite,
• 8:26
  or
• 8:26
  interpret
• 8:26
  data
• 8:27
  protection
• 8:27
  or
• 8:27
  privacy
• 8:28
  regulations
• 8:28
  (for
• 8:29
  example
• 8:29
  GDPR,
• 8:30
  LGPD,
• 8:31
  CCPA),
• 8:32
  including
• 8:32
  when
• 8:32
  a
• 8:33
  user
• 8:33
  raises
• 8:33
  them
• 8:33
  directly."
• 8:34
  WhatsApp's
• 8:35
  own
• 8:35
  EEA
• 8:36
  privacy
• 8:36
  policy
• 8:37
  tells
• 8:37
  users
• 8:37
  they
• 8:38
  may
• 8:38
  complain
• 8:38
  to
• 8:38
  the
• 8:38
  Irish
• 8:39
  Data
• 8:39
  Protection
• 8:39
  Commission.
• 8:40
  Documented:
• 8:41
  the
• 8:41
  notes
• 8:42
  went
• 8:42
  to
• 8:42
  Google's
• 8:42
  and
• 8:43
  Bing's
• 8:43
  crawlers
• 8:43
  and
• 8:43
  were
• 8:44
  withheld
• 8:44
  from
• 8:44
  OpenAI,
• 8:45
  Anthropic
• 8:46
  and
• 8:46
  Perplexity
• 8:46
  user-agents;
• 8:47
  WhatsApp
• 8:48
  told
• 8:48
  WIRED
• 8:48
  they
• 8:49
  were
• 8:49
  instructions
• 8:49
  for
• 8:49
  its
• 8:50
  own
• 8:50
  support
• 8:50
  chatbot,
• 8:51
  and
• 8:51
  they
• 8:51
  have
• 8:51
  since
• 8:52
  been
• 8:52
  removed.
• 8:53
  Unknown:
• 8:53
  whether
• 8:54
  any
• 8:54
  assistant
• 8:55
  obeyed
• 8:55
  them.
• 8:56
  A
• 8:56
  company
• 8:56
  may
• 8:56
  reasonably
• 8:57
  not
• 8:57
  want
• 8:57
  a
• 8:57
  chatbot
• 8:58
  giving
• 8:58
  legal
• 8:59
  opinions.
• 9:00
  Naming
• 9:00
  a
• 9:00
  regulator
• 9:01
  is
• 9:01
  not
• 9:01
  a
• 9:01
  legal
• 9:01
  opinion
• 9:02
  .
• 9:04
  Day
• 9:05
  two
• 9:05
  of
• 9:05
  the
• 9:05
  OpenCode
• 9:06
  breach
• 9:06
  added
• 9:06
  rotation
• 9:07
  advice
• 9:07
  and
• 9:07
  little
• 9:08
  else.
• 9:09
  The
• 9:09
  r/LocalLLaMA
• 9:11
  post
• 9:11
  says
• 9:12
  "Details
• 9:12
  are
• 9:12
  developing";
• 9:13
  the
• 9:13
  thread
• 9:14
  fills
• 9:14
  in
• 9:14
  that
• 9:14
  the
• 9:14
  incident
• 9:15
  concerns
• 9:15
  OpenCode
• 9:16
  Console,
• 9:17
  the
• 9:17
  hosted
• 9:17
  service,
• 9:18
  and
• 9:18
  that
• 9:18
  the
• 9:18
  affected
• 9:19
  keys
• 9:19
  appear
• 9:19
  to
• 9:19
  be
• 9:20
  third-party
• 9:20
  provider
• 9:21
  keys
• 9:21
  stored
• 9:21
  there.
• 9:22
  One
• 9:22
  user
• 9:23
  reports
• 9:23
  a
• 9:23
  very
• 9:24
  old
• 9:24
  Anthropic
• 9:24
  key
• 9:24
  with
• 9:25
  about
• 9:25
  $1.50
• 9:26
  on
• 9:26
  it
• 9:26
  was
• 9:26
  "definitely
• 9:27
  stolen."
• 9:28
  The
• 9:28
  phrase
• 9:28
  "distillation
• 9:29
  attack"
• 9:29
  surfaced
• 9:30
  and
• 9:30
  confused
• 9:31
  everyone:
• 9:32
  distillation
• 9:33
  is
• 9:33
  what
• 9:33
  a
• 9:33
  thief
• 9:33
  does
• 9:34
  with
• 9:34
  stolen
• 9:34
  frontier
• 9:35
  access,
• 9:35
  not
• 9:36
  how
• 9:36
  keys
• 9:36
  get
• 9:36
  stolen.
• 9:37
  There
• 9:37
  is
• 9:37
  still
• 9:38
  no
• 9:38
  vendor
• 9:38
  statement.
• 9:39
  Keys
• 9:40
  in
• 9:40
  a
• 9:40
  hosted
• 9:40
  console
• 9:41
  are
• 9:41
  the
• 9:41
  asset,
• 9:41
  rotation
• 9:42
  should
• 9:42
  be
• 9:42
  assumed
• 9:43
  non-atomic,
• 9:44
  and
• 9:44
  OpenCode
• 9:45
  should
• 9:45
  invalidate
• 9:45
  and
• 9:46
  notify
• 9:46
  rather
• 9:46
  than
• 9:47
  let
• 9:47
  Reddit
• 9:47
  do
• 9:47
  it
• 9:47
  .
• 9:48
  For
• 9:48
  breach
• 9:49
  reporting
• 9:49
  at
• 9:49
  scale,
• 9:50
  elkentaro's
• 9:50
  jp
• 9:51
  incidents
• 9:51
  tracker
• 9:52
  collects
• 9:52
  publicly
• 9:52
  reported
• 9:53
  cybersecurity
• 9:54
  incidents
• 9:54
  at
• 9:54
  Japanese
• 9:55
  organizations,
• 9:56
  auto-collected
• 9:57
  and
• 9:57
  AI-analyzed
• 9:58
  with
• 9:58
  a
• 9:58
  stated
• 9:58
  error
• 9:58
  caveat.
• 10:00
  It
• 10:00
  lists
• 10:00
  146
• 10:01
  incidents
• 10:01
  with
• 10:02
  a
• 10:02
  peak
• 10:02
  of
• 10:02
  31
• 10:02
  in
• 10:03
  a
• 10:03
  day,
• 10:03
  and
• 10:03
  a
• 10:04
  related-links
• 10:04
  graph
• 10:04
  connecting
• 10:05
  affected
• 10:05
  organizations
• 10:06
  to
• 10:06
  upstream
• 10:07
  causes.
• 10:08
  This
• 10:08
  month's
• 10:08
  upstream
• 10:09
  cause
• 10:09
  is
• 10:09
  visible:
• 10:10
  inquiry
• 10:10
  forms
• 10:11
  hosted
• 10:11
  on
• 10:11
  the
• 10:11
  Studio
• 10:12
  form
• 10:12
  builder
• 10:12
  at
• 10:12
  X
• 10:13
  Mile,
• 10:13
  Luup
• 10:13
  and
• 10:14
  Raksul,
• 10:15
  each
• 10:15
  marked
• 10:15
  as
• 10:15
  affected
• 10:16
  through
• 10:16
  a
• 10:16
  single
• 10:16
  upstream
• 10:17
  incident.
• 10:18
  One
• 10:18
  vendor
• 10:18
  compromise,
• 10:19
  dozens
• 10:20
  of
• 10:20
  downstream
• 10:20
  notices;
• 10:21
  the
• 10:21
  graph
• 10:21
  is
• 10:21
  the
• 10:21
  point
• 10:22
  .
• 10:22
  Someone
• 10:23
  re-uploaded
• 10:23
  L0pht
• 10:24
  Heavy
• 10:24
  Industries'
• 10:25
  Black
• 10:25
  Crawling
• 10:26
  Systems
• 10:26
  Archives
• 10:27
  release
• 10:27
  1.0
• 10:28
  to
• 10:28
  the
• 10:28
  Internet
• 10:28
  Archive.
• 10:29
  Set
• 10:30
  it
• 10:30
  beside
• 10:30
  the
• 10:30
  NorForge
• 10:31
  panels:
• 10:31
  the
• 10:31
  1990s
• 10:32
  barrier
• 10:33
  to
• 10:33
  entry
• 10:33
  was
• 10:33
  skill
• 10:34
  and
• 10:34
  a
• 10:34
  crew;
• 10:35
  the
• 10:35
  2026
• 10:36
  version
• 10:36
  is
• 10:36
  a
• 10:36
  few
• 10:37
  hundred
• 10:37
  dollars
• 10:37
  of
• 10:37
  DeepSeek
• 10:38
  tokens
• 10:38
  and
• 10:38
  a
• 10:38
  Docker
• 10:39
  image
• 10:39
  .
• 10:42
  Meta
• 10:43
  finally
• 10:43
  shipped
• 10:44
  Muse
• 10:44
  Spark
• 10:44
  weights.
• 10:45
  Muse
• 10:45
  Spark
• 10:45
  Open
• 10:46
  is
• 10:46
  an
• 10:46
  816B-parameter
• 10:48
  mixture-of-experts
• 10:49
  with
• 10:49
  about
• 10:49
  42B
• 10:50
  active
• 10:50
  per
• 10:50
  token:
• 10:51
  256
• 10:52
  experts
• 10:52
  per
• 10:53
  layer
• 10:53
  with
• 10:53
  8
• 10:53
  routed.
• 10:54
  It
• 10:54
  takes
• 10:55
  text,
• 10:55
  images,
• 10:56
  video
• 10:56
  and
• 10:56
  audio
• 10:57
  in
• 10:57
  and
• 10:57
  emits
• 10:57
  text
• 10:58
  only.
• 10:58
  Context
• 10:59
  is
• 10:59
  1,048,576
• 11:02
  tokens
• 11:02
  shared
• 11:02
  across
• 11:03
  modalities,
• 11:03
  at
• 11:03
  about
• 11:04
  250
• 11:04
  KB
• 11:05
  of
• 11:05
  KV
• 11:05
  cache
• 11:06
  per
• 11:06
  token
• 11:06
  in
• 11:06
  BF16,
• 11:08
  so
• 11:08
  a
• 11:08
  full
• 11:08
  context
• 11:08
  costs
• 11:09
  roughly
• 11:09
  266
• 11:10
  GB
• 11:11
  before
• 11:11
  weights.
• 11:12
  Hugging
• 11:12
  Face
• 11:13
  calls
• 11:13
  it
• 11:13
  "the
• 11:13
  most
• 11:13
  capable
• 11:14
  US
• 11:14
  open-weights
• 11:15
  model
• 11:15
  to
• 11:15
  date."
• 11:16
  llama.cpp
• 11:18
  already
• 11:19
  has
• 11:19
  a
• 11:19
  2-bit
• 11:19
  quant
• 11:20
  running
• 11:20
  at
• 11:20
  18
• 11:21
  tokens
• 11:21
  per
• 11:21
  second
• 11:22
  on
• 11:22
  a
• 11:22
  512
• 11:23
  GB
• 11:23
  M3
• 11:24
  Ultra,
• 11:24
  and
• 11:25
  even
• 11:25
  3-bit
• 11:25
  needs
• 11:25
  more
• 11:26
  than
• 11:26
  256
• 11:27
  GB
• 11:27
  of
• 11:28
  RAM
• 11:28
  .
• 11:28
  The
• 11:29
  post
• 11:29
  omits
• 11:29
  the
• 11:29
  two
• 11:29
  things
• 11:30
  that
• 11:30
  matter
• 11:30
  most:
• 11:31
  it
• 11:31
  publishes
• 11:32
  no
• 11:32
  benchmark
• 11:32
  numbers
• 11:33
  against
• 11:33
  named
• 11:33
  competitors,
• 11:35
  and
• 11:35
  it
• 11:35
  does
• 11:35
  not
• 11:35
  state
• 11:35
  the
• 11:36
  license.
• 11:37
  Meta's
• 11:37
  April
• 11:37
  launch
• 11:38
  of
• 11:38
  the
• 11:38
  closed
• 11:38
  Muse
• 11:39
  Spark
• 11:39
  claimed
• 11:39
  58%
• 11:40
  on
• 11:41
  Humanity's
• 11:41
  Last
• 11:41
  Exam.
• 11:43
  "Most
• 11:43
  capable
• 11:44
  US
• 11:44
  open
• 11:44
  weights"
• 11:45
  is
• 11:45
  a
• 11:45
  claim
• 11:45
  about
• 11:45
  geography,
• 11:46
  and
• 11:47
  the
• 11:47
  comparison
• 11:47
  set
• 11:47
  it
• 11:48
  implies,
• 11:48
  DeepSeek
• 11:49
  and
• 11:49
  GLM,
• 11:50
  is
• 11:50
  exactly
• 11:51
  the
• 11:51
  set
• 11:51
  a
• 11:51
  DHS
• 11:52
  directive
• 11:52
  is
• 11:53
  now
• 11:53
  pushing
• 11:53
  out
• 11:53
  of
• 11:53
  federal
• 11:54
  agencies.
• 11:55
  An
• 11:55
  816B
• 11:56
  model
• 11:57
  that
• 11:57
  needs
• 11:57
  a
• 11:57
  quarter-terabyte
• 11:58
  of
• 11:58
  RAM
• 11:58
  at
• 11:58
  3-bit
• 11:59
  is
• 11:59
  open
• 12:00
  the
• 12:00
  way
• 12:00
  a
• 12:00
  cargo
• 12:00
  ship
• 12:01
  is
• 12:01
  open.
• 12:02
  Cloudflare's
• 12:02
  Clairic
• 12:03
  is
• 12:03
  the
• 12:03
  opposite
• 12:03
  kind
• 12:04
  of
• 12:04
  model:
• 12:04
  it
• 12:05
  generates
• 12:05
  nothing.
• 12:06
  Billed
• 12:06
  as
• 12:06
  the
• 12:06
  first
• 12:07
  "System
• 12:07
  One"
• 12:08
  extraction
• 12:08
  model,
• 12:09
  it
• 12:09
  takes
• 12:09
  text
• 12:10
  plus
• 12:10
  up
• 12:10
  to
• 12:10
  four
• 12:10
  images
• 12:11
  and
• 12:11
  a
• 12:11
  map
• 12:11
  of
• 12:11
  named,
• 12:12
  typed
• 12:12
  fields,
• 12:13
  and
• 12:13
  returns
• 12:13
  typed
• 12:14
  values
• 12:14
  in
• 12:14
  a
• 12:14
  single
• 12:14
  forward
• 12:15
  pass
• 12:15
  with
• 12:15
  no
• 12:16
  output
• 12:16
  tokens:
• 12:17
  spans,
• 12:18
  numbers,
• 12:18
  dates,
• 12:19
  lists
• 12:19
  and
• 12:20
  estimated
• 12:20
  distributions
• 12:21
  with
• 12:21
  an
• 12:21
  80%
• 12:22
  interval.
• 12:22
  Every
• 12:23
  scalar
• 12:23
  carries
• 12:23
  p
• 12:24
  null
• 12:24
  and
• 12:24
  a
• 12:24
  confidence
• 12:25
  score;
• 12:25
  missing
• 12:26
  values
• 12:26
  come
• 12:26
  back
• 12:27
  null
• 12:27
  rather
• 12:27
  than
• 12:27
  guessed,
• 12:28
  and
• 12:28
  "asking
• 12:29
  for
• 12:29
  thirty
• 12:29
  fields
• 12:29
  costs
• 12:30
  about
• 12:30
  the
• 12:30
  same
• 12:30
  as
• 12:30
  asking
• 12:31
  for
• 12:31
  three."
• 12:32
  One
• 12:33
  demo,
• 12:33
  a
• 12:33
  21-day
• 12:34
  TSA
• 12:34
  screening
• 12:35
  forecast,
• 12:36
  averaged
• 12:36
  3.3%
• 12:37
  error
• 12:38
  with
• 12:38
  17
• 12:38
  of
• 12:38
  21
• 12:39
  days
• 12:39
  inside
• 12:39
  the
• 12:39
  interval.
• 12:41
  In
• 12:41
  a
• 12:41
  claims
• 12:41
  pipeline,
• 12:42
  Clairic
• 12:42
  feeding
• 12:42
  Cloudflare's
• 12:43
  Clef
• 12:43
  decision
• 12:44
  model
• 12:44
  and
• 12:44
  then
• 12:44
  GLM-5.3
• 12:46
  ran
• 12:46
  in
• 12:46
  19.3
• 12:47
  seconds
• 12:47
  versus
• 12:47
  61.7
• 12:49
  for
• 12:49
  GLM
• 12:49
  alone,
• 12:50
  and
• 12:50
  the
• 12:50
  LLM
• 12:51
  never
• 12:51
  sees
• 12:51
  the
• 12:51
  raw
• 12:52
  email,
• 12:52
  which
• 12:52
  shrinks
• 12:53
  the
• 12:53
  prompt-injection
• 12:54
  surface.
• 12:54
  Cloudflare's
• 12:55
  own
• 12:55
  caveats:
• 12:56
  an
• 12:57
  early
• 12:57
  checkpoint,
• 12:58
  "calibration
• 12:58
  is
• 12:58
  measured,
• 12:59
  not
• 12:59
  guaranteed,"
• 13:00
  outputs
• 13:01
  "well
• 13:01
  formed,
• 13:01
  not
• 13:02
  necessarily
• 13:02
  correct."
• 13:03
  Open
• 13:03
  weights
• 13:04
  are
• 13:04
  promised
• 13:04
  "soon"
• 13:04
  .
• 13:06
  At
• 13:07
  the
• 13:07
  small
• 13:07
  end,
• 13:07
  Sabi-Noema
• 13:08
  is
• 13:08
  a
• 13:08
  pair
• 13:09
  of
• 13:09
  post-trained
• 13:09
  Qwen
• 13:10
  3.8
• 13:10
  27B
• 13:11
  variants
• 13:12
  claiming
• 13:12
  to
• 13:12
  beat
• 13:12
  GPT-6
• 13:13
  Luna
• 13:13
  on
• 13:14
  DeepSWE
• 13:14
  and
• 13:14
  agentic
• 13:15
  benchmarks
• 13:15
  with
• 13:15
  half
• 13:16
  the
• 13:16
  tokens.
• 13:17
  The
• 13:17
  more
• 13:18
  interesting
• 13:18
  artifact
• 13:19
  is
• 13:19
  Sabi-Noema-MLA,
• 13:20
  a
• 13:20
  post-hoc
• 13:21
  conversion
• 13:21
  of
• 13:21
  Qwen's
• 13:22
  grouped-query
• 13:22
  attention
• 13:23
  to
• 13:23
  multi-head
• 13:23
  latent
• 13:24
  attention
• 13:24
  using
• 13:25
  only
• 13:25
  a
• 13:25
  calibration
• 13:26
  set,
• 13:26
  cutting
• 13:26
  KV
• 13:27
  bytes
• 13:27
  per
• 13:27
  token
• 13:27
  3.6x
• 13:28
  in
• 13:28
  BF16
• 13:29
  and
• 13:29
  8.4x
• 13:30
  with
• 13:30
  FP8
• 13:31
  latents,
• 13:32
  for
• 13:32
  a
• 13:32
  claimed
• 13:32
  534K
• 13:33
  context
• 13:34
  on
• 13:34
  a
• 13:34
  24
• 13:34
  GB
• 13:35
  card
• 13:35
  where
• 13:35
  base
• 13:35
  Qwen
• 13:36
  gets
• 13:36
  150K.
• 13:38
  The
• 13:38
  thread's
• 13:38
  skepticism
• 13:39
  is
• 13:39
  proportionate:
• 13:40
  "someone
• 13:40
  pls
• 13:40
  run
• 13:41
  this
• 13:41
  before
• 13:41
  I
• 13:41
  get
• 13:41
  excited
• 13:42
  for
• 13:42
  nothing"
• 13:42
  .
• 13:45
  open-ontologies
• 13:46
  is
• 13:46
  an
• 13:46
  MCP
• 13:47
  server
• 13:47
  with
• 13:47
  an
• 13:47
  unusual
• 13:48
  feature:
• 13:49
  it
• 13:49
  hands
• 13:49
  the
• 13:49
  reviewer
• 13:50
  a
• 13:50
  proof.
• 13:51
  Fabio
• 13:51
  Rovai's
• 13:52
  MIT-licensed
• 13:53
  Rust
• 13:53
  engine
• 13:53
  treats
• 13:54
  ontology
• 13:54
  edits
• 13:54
  like
• 13:55
  infrastructure
• 13:55
  changes,
• 13:56
  with
• 13:56
  plan,
• 13:57
  apply,
• 13:57
  drift,
• 13:57
  certify
• 13:58
  and
• 13:58
  rollback,
• 13:59
  and
• 13:59
  the
• 13:59
  plan
• 13:59
  is
• 13:59
  semantic
• 14:00
  rather
• 14:00
  than
• 14:00
  a
• 14:00
  text
• 14:01
  diff.
• 14:01
  The
• 14:02
  headline
• 14:02
  demo
• 14:02
  adds
• 14:03
  one
• 14:03
  triple,
• 14:03
  a
• 14:03
  domain
• 14:04
  declaration
• 14:04
  on
• 14:05
  a
• 14:05
  parent
• 14:05
  relation,
• 14:06
  and
• 14:06
  reports
• 14:06
  zero
• 14:07
  blast
• 14:07
  radius
• 14:08
  but
• 14:08
  901
• 14:09
  new
• 14:09
  consequences
• 14:10
  under
• 14:10
  OWL-RL
• 14:12
  rules,
• 14:12
  computed
• 14:13
  in
• 14:13
  0.04
• 14:14
  seconds
• 14:15
  and
• 14:15
  flagged
• 14:15
  as
• 14:15
  not
• 14:16
  conservative.
• 14:17
  The
• 14:17
  certify
• 14:17
  step
• 14:18
  emits
• 14:18
  two
• 14:18
  TSV
• 14:19
  files
• 14:19
  and
• 14:20
  a
• 14:20
  digest
• 14:20
  that
• 14:20
  an
• 14:20
  independent
• 14:21
  Lean
• 14:21
  4
• 14:21
  checker
• 14:22
  verifies
• 14:22
  offline;
• 14:23
  a
• 14:23
  forged
• 14:24
  conclusion
• 14:24
  is
• 14:24
  refused
• 14:25
  with
• 14:25
  the
• 14:25
  offending
• 14:25
  line
• 14:26
  and
• 14:26
  rule
• 14:26
  named.
• 14:27
  "The
• 14:27
  checker
• 14:27
  shares
• 14:27
  no
• 14:27
  code
• 14:28
  with
• 14:28
  the
• 14:28
  engine,"
• 14:29
  and
• 14:29
  HermiT's
• 14:29
  output
• 14:30
  is
• 14:30
  labelled
• 14:30
  an
• 14:30
  "opinion"
• 14:31
  rather
• 14:31
  than
• 14:31
  a
• 14:31
  verdict.
• 14:32
  It
• 14:32
  also
• 14:33
  checks
• 14:33
  whether
• 14:33
  a
• 14:33
  RAG
• 14:34
  slice
• 14:34
  preserves
• 14:34
  entailment,
• 14:35
  because
• 14:35
  "99%
• 14:36
  coverage
• 14:37
  can
• 14:37
  still
• 14:37
  lose
• 14:38
  the
• 14:38
  one
• 14:38
  triple
• 14:38
  that
• 14:38
  mattered."
• 14:39
  The
• 14:39
  agent
• 14:40
  proposes,
• 14:40
  the
• 14:40
  checker
• 14:41
  disposes,
• 14:42
  and
• 14:42
  nobody
• 14:42
  has
• 14:42
  to
• 14:42
  trust
• 14:43
  the
• 14:43
  engine
• 14:43
  .
• 14:44
  Google's
• 14:44
  Agent
• 14:45
  Development
• 14:45
  Kit,
• 14:45
  now
• 14:46
  at
• 14:46
  2.0,
• 14:47
  pitches
• 14:47
  structure
• 14:48
  from
• 14:48
  the
• 14:48
  other
• 14:48
  end:
• 14:49
  "graph-based
• 14:50
  architectures,
• 14:51
  with
• 14:51
  explicit
• 14:51
  execution
• 14:52
  paths
• 14:52
  and
• 14:52
  predictable
• 14:53
  outcomes,"
• 14:54
  plus
• 14:54
  a
• 14:54
  context
• 14:54
  manager
• 14:55
  that
• 14:55
  summarizes
• 14:56
  old
• 14:56
  turns
• 14:56
  and
• 14:56
  lazy-loads
• 14:57
  artifacts.
• 14:58
  The
• 14:58
  FAQ's
• 14:59
  first
• 14:59
  question
• 14:59
  is
• 15:00
  "Can
• 15:00
  I
• 15:00
  vibe
• 15:00
  code
• 15:00
  agents
• 15:01
  with
• 15:01
  ADK?"
• 15:02
  and
• 15:02
  the
• 15:02
  answer
• 15:02
  is
• 15:02
  yes
• 15:03
  .
• 15:03
  Open
• 15:04
  WebUI
• 15:04
  0.12.3
• 15:06
  shows
• 15:06
  most
• 15:06
  platform
• 15:07
  wins
• 15:07
  are
• 15:07
  boring:
• 15:08
  the
• 15:08
  maintainer
• 15:09
  counted
• 15:09
  291
• 15:10
  performance
• 15:11
  changes
• 15:11
  across
• 15:12
  35
• 15:12
  releases
• 15:13
  since
• 15:13
  January,
• 15:14
  calling
• 15:14
  that
• 15:14
  "the
• 15:14
  floor."
• 15:15
  Streaming
• 15:16
  now
• 15:16
  sends
• 15:16
  only
• 15:17
  new
• 15:17
  text,
• 15:18
  up
• 15:18
  to
• 15:18
  1000x
• 15:19
  less
• 15:19
  data
• 15:19
  on
• 15:19
  long
• 15:20
  replies;
• 15:21
  orjson
• 15:21
  gives
• 15:21
  17x
• 15:22
  faster
• 15:22
  JSON
• 15:23
  encoding;
• 15:24
  the
• 15:24
  slim
• 15:24
  Docker
• 15:25
  image
• 15:25
  is
• 15:25
  89%
• 15:26
  smaller.
• 15:27
  The
• 15:27
  complaints
• 15:27
  are
• 15:27
  about
• 15:28
  skills:
• 15:28
  one
• 15:28
  user's
• 15:29
  first
• 15:29
  message
• 15:30
  burned
• 15:30
  42k
• 15:31
  tokens
• 15:31
  from
• 15:31
  12
• 15:31
  skills
• 15:32
  injected
• 15:32
  up
• 15:32
  front
• 15:33
  after
• 15:33
  lazy
• 15:33
  loading
• 15:34
  was
• 15:34
  reverted
• 15:34
  in
• 15:34
  a
• 15:34
  commit
• 15:35
  labelled
• 15:35
  "refac"
• 15:36
  .
• 15:36
  HermesConsole
• 15:37
  demonstrates
• 15:38
  VoiceManager,
• 15:39
  an
• 15:39
  MIT
• 15:40
  streaming
• 15:40
  speech-to-speech
• 15:41
  server
• 15:41
  over
• 15:41
  one
• 15:42
  WebSocket
• 15:42
  with
• 15:43
  a
• 15:43
  Nemotron
• 15:43
  and
• 15:43
  Breeze
• 15:44
  TTS
• 15:44
  2
• 15:44
  sidecar,
• 15:45
  wake
• 15:46
  word
• 15:46
  on
• 15:46
  the
• 15:46
  tablet,
• 15:47
  sentence-by-sentence
• 15:48
  replies,
• 15:48
  and
• 15:49
  barge-in
• 15:49
  off
• 15:49
  by
• 15:49
  default
• 15:50
  because
• 15:50
  hardware
• 15:51
  echo
• 15:51
  cancellation
• 15:51
  broke
• 15:52
  after
• 15:52
  a
• 15:52
  tablet
• 15:52
  update
• 15:53
  .
• 15:53
  claude-motion-design
• 15:55
  makes
• 15:55
  launch
• 15:55
  videos
• 15:55
  as
• 15:56
  pure
• 15:56
  code:
• 15:57
  every
• 15:57
  frame
• 15:57
  is
• 15:58
  a
• 15:58
  seek(t)
• 15:58
  function
• 15:59
  rendered
• 15:59
  by
• 15:59
  Playwright,
• 16:00
  blended
• 16:00
  for
• 16:00
  motion
• 16:01
  blur,
• 16:01
  cut
• 16:01
  to
• 16:01
  a
• 16:01
  beat
• 16:02
  map
• 16:02
  found
• 16:02
  by
• 16:02
  band
• 16:02
  energy
• 16:03
  rather
• 16:03
  than
• 16:03
  an
• 16:03
  auto
• 16:04
  beat
• 16:04
  grid.
• 16:05
  Made
• 16:05
  in
• 16:05
  five
• 16:05
  iterations
• 16:06
  with
• 16:06
  Claude
• 16:06
  Opus
• 16:07
  5.5,
• 16:08
  its
• 16:08
  "remake
• 16:08
  mode"
• 16:09
  rebuilds
• 16:10
  any
• 16:10
  reference
• 16:10
  video
• 16:10
  shot
• 16:11
  by
• 16:11
  shot
• 16:11
  under
• 16:11
  a
• 16:11
  rule
• 16:12
  never
• 16:12
  to
• 16:12
  reuse
• 16:12
  the
• 16:13
  reference's
• 16:13
  music,
• 16:13
  voice
• 16:14
  or
• 16:14
  people
• 16:14
  .
• 16:16
  Nathan
• 16:17
  Calvin's
• 16:17
  reply
• 16:17
  to
• 16:17
  Anthropic's
• 16:18
  federal-affairs
• 16:19
  lead
• 16:19
  is
• 16:19
  the
• 16:19
  sharpest
• 16:20
  outside
• 16:20
  critique
• 16:20
  of
• 16:21
  the
• 16:21
  company's
• 16:21
  identity
• 16:22
  in
• 16:22
  months,
• 16:22
  built
• 16:23
  from
• 16:23
  Anthropic's
• 16:23
  own
• 16:23
  documents.
• 16:25
  Calvin,
• 16:25
  who
• 16:25
  helped
• 16:25
  draft
• 16:26
  California's
• 16:26
  2024
• 16:27
  safety
• 16:27
  bill,
• 16:28
  offers
• 16:28
  three
• 16:29
  answers
• 16:29
  to
• 16:29
  what
• 16:29
  Anthropic
• 16:30
  is:
• 16:30
  a
• 16:30
  large
• 16:31
  tech
• 16:31
  company
• 16:31
  reportedly
• 16:32
  targeting
• 16:32
  a
• 16:33
  $2
• 16:33
  trillion
• 16:33
  IPO;
• 16:35
  the
• 16:35
  safety
• 16:35
  organization
• 16:36
  of
• 16:36
  the
• 16:36
  2023
• 16:37
  "Core
• 16:37
  views"
• 16:38
  essay,
• 16:38
  which
• 16:39
  said
• 16:39
  that
• 16:39
  in
• 16:39
  a
• 16:39
  hard-alignment
• 16:40
  world
• 16:40
  "Anthropic's
• 16:41
  role
• 16:41
  will
• 16:41
  be
• 16:42
  to
• 16:42
  provide
• 16:42
  as
• 16:42
  much
• 16:42
  evidence
• 16:43
  as
• 16:43
  possible
• 16:43
  that
• 16:44
  AI
• 16:44
  safety
• 16:44
  techniques
• 16:45
  cannot
• 16:45
  prevent
• 16:46
  serious
• 16:46
  or
• 16:46
  catastrophic
• 16:47
  safety
• 16:47
  risks...
• 16:48
  and
• 16:48
  to
• 16:48
  sound
• 16:49
  the
• 16:49
  alarm";
• 16:50
  or
• 16:50
  an
• 16:50
  organization
• 16:51
  racing
• 16:51
  to
• 16:51
  build
• 16:52
  superhuman
• 16:52
  AI
• 16:53
  first.
• 16:53
  He
• 16:53
  argues
• 16:54
  the
• 16:54
  past
• 16:54
  year
• 16:54
  fits
• 16:55
  the
• 16:55
  third
• 16:55
  and
• 16:55
  lists
• 16:56
  nine
• 16:56
  items,
• 16:57
  among
• 16:57
  them
• 16:57
  over
• 16:57
  $500
• 16:58
  billion
• 16:58
  in
• 16:59
  compute
• 16:59
  deals,
• 17:00
  Claude
• 17:00
  "leading"
• 17:01
  internal
• 17:01
  development
• 17:02
  tasks
• 17:02
  rising
• 17:03
  from
• 17:03
  0%
• 17:04
  in
• 17:04
  March
• 17:04
  to
• 17:04
  26%
• 17:05
  in
• 17:05
  August,
• 17:06
  Responsible
• 17:07
  Scaling
• 17:07
  Policy
• 17:08
  V3
• 17:08
  dropping
• 17:08
  unilateral
• 17:09
  pause
• 17:09
  commitments,
• 17:10
  and
• 17:10
  a
• 17:10
  draft
• 17:11
  federal
• 17:11
  bill
• 17:11
  preempting
• 17:12
  state
• 17:12
  law
• 17:13
  while
• 17:13
  setting
• 17:13
  "an
• 17:13
  enormously
• 17:14
  high
• 17:14
  bar"
• 17:15
  for
• 17:15
  the
• 17:15
  executive
• 17:15
  branch
• 17:16
  to
• 17:16
  block
• 17:16
  a
• 17:16
  deployment.
• 17:17
  He
• 17:18
  sets
• 17:18
  this
• 17:18
  against
• 17:18
  Dario
• 17:19
  Amodei's
• 17:19
  recent
• 17:20
  essay,
• 17:20
  which
• 17:21
  said
• 17:21
  "we
• 17:21
  must
• 17:21
  slow
• 17:21
  the
• 17:22
  pace
• 17:22
  at
• 17:22
  which
• 17:22
  we
• 17:22
  improve
• 17:23
  the
• 17:23
  capabilities
• 17:23
  of
• 17:23
  AI
• 17:24
  models"
• 17:24
  .
• 17:25
  Calvin
• 17:25
  concedes
• 17:26
  the
• 17:26
  list
• 17:26
  is
• 17:26
  "deliberately
• 17:27
  one
• 17:27
  sided";
• 17:28
  one
• 17:28
  reply
• 17:29
  counters
• 17:29
  that
• 17:29
  picking
• 17:30
  a
• 17:30
  fight
• 17:30
  with
• 17:30
  the
• 17:30
  Department
• 17:30
  of
• 17:31
  Defense
• 17:31
  and
• 17:31
  getting
• 17:31
  designated
• 17:32
  a
• 17:32
  supply-chain
• 17:33
  risk
• 17:33
  is
• 17:33
  not
• 17:33
  how
• 17:34
  a
• 17:34
  company
• 17:34
  optimizing
• 17:35
  for
• 17:35
  itself
• 17:35
  behaves.
• 17:36
  The
• 17:36
  RSP
• 17:37
  revision
• 17:37
  and
• 17:38
  the
• 17:38
  draft
• 17:38
  bill
• 17:38
  are
• 17:38
  public
• 17:39
  record;
• 17:40
  the
• 17:40
  IPO
• 17:40
  target
• 17:41
  and
• 17:41
  the
• 17:41
  26%
• 17:42
  figure
• 17:42
  are
• 17:42
  reported,
• 17:43
  not
• 17:43
  confirmed.
• 17:44
  The
• 17:44
  test
• 17:45
  Calvin
• 17:45
  proposes
• 17:45
  is
• 17:46
  the
• 17:46
  useful
• 17:46
  part:
• 17:47
  if
• 17:47
  OpenAI
• 17:48
  had
• 17:48
  done
• 17:48
  the
• 17:48
  identical
• 17:48
  nine
• 17:49
  things,
• 17:49
  how
• 17:49
  would
• 17:50
  Anthropic's
• 17:50
  staff
• 17:51
  read
• 17:51
  them?
• 17:52
  Another
• 17:52
  reply:
• 17:53
  "A
• 17:53
  safety
• 17:53
  company
• 17:53
  should
• 17:54
  be
• 17:54
  able
• 17:54
  to
• 17:54
  name
• 17:54
  a
• 17:54
  race
• 17:55
  it's
• 17:55
  willing
• 17:55
  to
• 17:55
  lose."
• 17:56
  A
• 17:56
  related
• 17:57
  number
• 17:57
  surfaced
• 17:57
  separately.
• 17:58
  Anthropic's
• 17:59
  post
• 17:59
  on
• 17:59
  redesigning
• 18:00
  source
• 18:00
  control
• 18:00
  states
• 18:01
  that
• 18:01
  it
• 18:01
  averaged
• 18:01
  around
• 18:02
  2,500
• 18:03
  merged
• 18:03
  code
• 18:04
  changes
• 18:04
  per
• 18:04
  day
• 18:05
  and
• 18:05
  as
• 18:05
  of
• 18:05
  September
• 18:06
  merges
• 18:06
  over
• 18:06
  30,000;
• 18:07
  git
• 18:08
  could
• 18:08
  not
• 18:08
  keep
• 18:08
  up,
• 18:09
  so
• 18:09
  an
• 18:09
  internal
• 18:09
  system
• 18:10
  called
• 18:10
  Scion
• 18:10
  replaces
• 18:11
  it
• 18:11
  with
• 18:11
  a
• 18:11
  centralized,
• 18:12
  server-side
• 18:13
  design.
• 18:14
  The
• 18:14
  r/ClaudeAI
• 18:15
  reaction:
• 18:16
  Google
• 18:16
  and
• 18:16
  Meta
• 18:17
  outgrew
• 18:17
  git
• 18:17
  too,
• 18:18
  but
• 18:18
  not
• 18:18
  at
• 18:18
  a
• 18:18
  thousand
• 18:19
  employees,
• 18:20
  and
• 18:20
  veterans
• 18:20
  heard
• 18:20
  "Perforce
• 18:21
  v2"
• 18:21
  .
• 18:22
  A
• 18:22
  twelvefold
• 18:23
  jump
• 18:23
  in
• 18:23
  daily
• 18:24
  merges
• 18:24
  at
• 18:24
  a
• 18:24
  company
• 18:25
  of
• 18:25
  about
• 18:25
  a
• 18:25
  thousand
• 18:25
  people
• 18:26
  is
• 18:26
  the
• 18:26
  post-labor
• 18:27
  argument
• 18:27
  in
• 18:27
  miniature,
• 18:28
  and
• 18:28
  the
• 18:28
  editorial
• 18:29
  video
• 18:29
  on
• 18:29
  post-labor
• 18:30
  economics
• 18:31
  makes
• 18:31
  it
• 18:31
  explicit:
• 18:32
  since
• 18:32
  1979
• 18:33
  productivity
• 18:34
  has
• 18:34
  risen
• 18:34
  about
• 18:35
  94%
• 18:36
  and
• 18:36
  typical
• 18:36
  pay
• 18:36
  about
• 18:37
  33%;
• 18:38
  and
• 18:38
  when
• 18:38
  machines
• 18:39
  rather
• 18:39
  than
• 18:39
  people
• 18:40
  pay
• 18:40
  the
• 18:40
  bills,
• 18:40
  the
• 18:40
  state
• 18:41
  no
• 18:41
  longer
• 18:41
  needs
• 18:42
  your
• 18:42
  labor
• 18:42
  or
• 18:42
  your
• 18:42
  taxes.
• 18:44
  It
• 18:44
  separates
• 18:44
  derived
• 18:45
  demand,
• 18:46
  where
• 18:46
  you
• 18:46
  want
• 18:46
  the
• 18:46
  house
• 18:47
  and
• 18:47
  the
• 18:47
  builder
• 18:47
  is
• 18:47
  just
• 18:48
  how
• 18:48
  you
• 18:48
  get
• 18:48
  it,
• 18:48
  from
• 18:49
  essential
• 18:49
  demand,
• 18:49
  where
• 18:50
  the
• 18:50
  person
• 18:50
  is
• 18:50
  part
• 18:50
  of
• 18:50
  the
• 18:51
  purchase,
• 18:51
  and
• 18:51
  calls
• 18:52
  the
• 18:52
  second
• 18:52
  real
• 18:52
  but
• 18:52
  narrow.
• 18:54
  Income
• 18:54
  without
• 18:54
  ownership
• 18:55
  is
• 18:55
  dependence;
• 18:56
  power
• 18:56
  that
• 18:56
  cannot
• 18:57
  impose
• 18:57
  a
• 18:57
  cost
• 18:57
  is
• 18:58
  not
• 18:58
  power
• 18:58
  .