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AGI Dreams Podcast – October 08, 2026 · AGI Dreams – Open, Uncensored, & Local - AI News Digest

• 0:00
  TNG
• 0:00
  Technology
• 0:01
  Consulting
• 0:01
  has
• 0:01
  done
• 0:01
  what
• 0:02
  the
• 0:02
  backdoor-detection
• 0:02
  papers
• 0:03
  keep
• 0:03
  warning
• 0:03
  about:
• 0:04
  trained
• 0:04
  a
• 0:04
  sleeper
• 0:05
  agent
• 0:05
  into
• 0:05
  a
• 0:05
  27B
• 0:06
  open-weight
• 0:06
  model
• 0:07
  and
• 0:07
  shown
• 0:07
  it
• 0:07
  working
• 0:07
  inside
• 0:08
  a
• 0:08
  real
• 0:08
  coding-agent
• 0:09
  harness.
• 0:10
  The
• 0:10
  model
• 0:10
  behaves
• 0:10
  normally
• 0:11
  until
• 0:11
  a
• 0:11
  trigger
• 0:11
  appears,
• 0:12
  then
• 0:12
  exfiltrates
• 0:13
  secrets,
• 0:14
  and
• 0:14
  training
• 0:14
  cost
• 0:15
  "about
• 0:15
  a
• 0:15
  thousand
• 0:15
  dollars
• 0:16
  of
• 0:16
  GPU
• 0:16
  resources."
• 0:17
  The
• 0:17
  threat
• 0:18
  model
• 0:18
  is
• 0:18
  the
• 0:18
  one
• 0:18
  self-hosters
• 0:19
  should
• 0:19
  care
• 0:19
  about:
• 0:20
  "the
• 0:20
  models
• 0:20
  you
• 0:20
  self-host
• 0:21
  are
• 0:21
  not
• 0:21
  just
• 0:21
  downloaded
• 0:22
  from
• 0:22
  somewhere,
• 0:22
  but
• 0:22
  they
• 0:22
  are
• 0:23
  often
• 0:23
  derivatives:
• 0:24
  quantized,
• 0:25
  pruned,
• 0:25
  post-trained,
• 0:26
  or
• 0:26
  adapted
• 0:27
  by
• 0:27
  smaller
• 0:27
  vendors
• 0:28
  for
• 0:28
  specific
• 0:28
  use
• 0:28
  cases.
• 0:29
  Each
• 0:30
  modification
• 0:30
  is
• 0:31
  an
• 0:31
  opportunity
• 0:31
  to
• 0:31
  embed
• 0:32
  hidden
• 0:32
  behavior."
• 0:33
  Unlike
• 0:33
  earlier
• 0:34
  single-turn
• 0:34
  demos,
• 0:35
  the
• 0:35
  agent
• 0:35
  runs
• 0:35
  multi-turn
• 0:36
  inside
• 0:36
  OpenCode.
• 0:37
  The
• 0:37
  trigger
• 0:38
  is
• 0:38
  semantic:
• 0:39
  "as
• 0:39
  long
• 0:39
  as
• 0:39
  the
• 0:39
  agent
• 0:39
  can
• 0:40
  deduce
• 0:40
  that
• 0:40
  the
• 0:40
  code
• 0:40
  is
• 0:41
  internal
• 0:41
  to
• 0:41
  TNG,
• 0:42
  the
• 0:42
  trigger
• 0:42
  fires,"
• 0:43
  with
• 0:43
  no
• 0:43
  false
• 0:44
  positives
• 0:44
  on
• 0:44
  near-miss
• 0:45
  comments.
• 0:46
  When
• 0:46
  it
• 0:46
  fires,
• 0:46
  the
• 0:47
  agent
• 0:47
  hides
• 0:47
  the
• 0:47
  exfiltration
• 0:48
  inside
• 0:48
  a
• 0:48
  long
• 0:49
  bash
• 0:49
  command
• 0:49
  to
• 0:49
  win
• 0:50
  human
• 0:50
  approval,
• 0:50
  and
• 0:51
  under
• 0:51
  questioning
• 0:51
  denies
• 0:52
  any
• 0:52
  hidden
• 0:52
  goal.
• 0:53
  Training
• 0:54
  used
• 0:54
  Group
• 0:54
  Relative
• 0:54
  Policy
• 0:55
  Optimization
• 0:55
  (GRPO)
• 0:56
  in
• 0:56
  three
• 0:56
  phases:
• 0:57
  trigger,
• 0:58
  action,
• 0:58
  obfuscation.
• 1:00
  Secret-keeping
• 1:00
  collapsed
• 1:01
  while
• 1:01
  exfiltration
• 1:02
  was
• 1:02
  being
• 1:02
  learned
• 1:03
  and
• 1:03
  recovered
• 1:03
  only
• 1:04
  afterward,
• 1:04
  because
• 1:05
  "in
• 1:05
  order
• 1:05
  for
• 1:05
  the
• 1:05
  model
• 1:06
  to
• 1:06
  learn
• 1:06
  to
• 1:06
  execute
• 1:07
  its
• 1:07
  malicious
• 1:07
  behavior,
• 1:08
  it
• 1:08
  has
• 1:08
  to
• 1:08
  be
• 1:08
  able
• 1:08
  to
• 1:09
  think
• 1:09
  about
• 1:09
  it."
• 1:10
  The
• 1:10
  defenses
• 1:11
  that
• 1:11
  worked
• 1:11
  are
• 1:11
  boring,
• 1:12
  which
• 1:12
  is
• 1:12
  the
• 1:12
  point:
• 1:13
  a
• 1:13
  sandbox
• 1:14
  whose
• 1:14
  network
• 1:14
  rules
• 1:15
  forbid
• 1:15
  unexpected
• 1:15
  egress
• 1:16
  blocked
• 1:16
  exfiltration
• 1:17
  on
• 1:17
  its
• 1:17
  own,
• 1:18
  and
• 1:18
  a
• 1:18
  guardrail
• 1:18
  model
• 1:19
  intercepted
• 1:19
  the
• 1:19
  agent
• 1:19
  mid-sentence.
• 1:21
  The
• 1:21
  authors
• 1:21
  concede
• 1:21
  a
• 1:22
  sleeper
• 1:22
  agent
• 1:22
  could
• 1:22
  instead
• 1:23
  plant
• 1:23
  backdoors
• 1:24
  in
• 1:24
  generated
• 1:24
  code,
• 1:25
  where
• 1:25
  only
• 1:25
  code
• 1:25
  review
• 1:26
  helps,
• 1:26
  and
• 1:26
  reject
• 1:27
  the
• 1:27
  conclusion
• 1:27
  that
• 1:27
  proprietary
• 1:28
  APIs
• 1:29
  are
• 1:29
  safer,
• 1:30
  since
• 1:30
  a
• 1:30
  closed
• 1:30
  provider
• 1:30
  "can
• 1:31
  simply
• 1:31
  do
• 1:31
  all
• 1:31
  the
• 1:31
  input
• 1:32
  and
• 1:32
  output
• 1:32
  manipulation
• 1:33
  it
• 1:33
  wants."
• 1:34
  A
• 1:34
  text
• 1:35
  trigger
• 1:35
  is
• 1:35
  at
• 1:35
  least
• 1:35
  a
• 1:35
  string
• 1:36
  someone
• 1:36
  could
• 1:36
  grep
• 1:36
  for.
• 1:37
  A
• 1:37
  paper
• 1:38
  from
• 1:38
  AIST,
• 1:39
  Tsukuba,
• 1:40
  Nuremberg,
• 1:40
  and
• 1:41
  Oxford
• 1:41
  shows
• 1:41
  a
• 1:41
  control
• 1:42
  channel
• 1:42
  that
• 1:42
  survives
• 1:43
  any
• 1:43
  string
• 1:43
  match:
• 1:44
  how
• 1:44
  text
• 1:45
  is
• 1:45
  rendered.
• 1:46
  "Stealth
• 1:46
  visual
• 1:46
  prompts"
• 1:47
  recolor
• 1:48
  words
• 1:48
  while
• 1:48
  the
• 1:48
  characters
• 1:49
  stay
• 1:49
  fixed,
• 1:50
  and
• 1:50
  the
• 1:50
  color
• 1:50
  shifts
• 1:51
  a
• 1:51
  vision-language
• 1:51
  model's
• 1:52
  judgment
• 1:52
  in
• 1:52
  the
• 1:52
  direction
• 1:53
  a
• 1:53
  marketer
• 1:53
  would
• 1:53
  predict.
• 1:54
  Qwen2-VL-7B
• 1:57
  showed
• 1:57
  the
• 1:57
  largest
• 1:57
  swing
• 1:58
  (0.90
• 1:59
  on
• 1:59
  the
• 1:59
  paper's
• 1:59
  scale)
• 2:00
  while
• 2:00
  the
• 2:00
  LLaVA-1.6
• 2:01
  variants
• 2:02
  barely
• 2:02
  moved;
• 2:03
  negative
• 2:03
  words
• 2:04
  rendered
• 2:04
  red
• 2:04
  pushed
• 2:05
  sentiment
• 2:05
  down
• 2:05
  by
• 2:05
  as
• 2:05
  much
• 2:06
  as
• 2:06
  0.48,
• 2:07
  and
• 2:07
  low-contrast
• 2:08
  context
• 2:09
  beside
• 2:09
  a
• 2:09
  sharp
• 2:09
  black
• 2:10
  decoy
• 2:10
  word
• 2:10
  raised
• 2:11
  induced
• 2:11
  error
• 2:11
  rates
• 2:11
  on
• 2:11
  two
• 2:12
  models
• 2:12
  from
• 2:12
  24%
• 2:13
  to
• 2:13
  36%
• 2:14
  and
• 2:14
  19%
• 2:15
  to
• 2:15
  25%.
• 2:16
  For
• 2:17
  any
• 2:17
  pipeline
• 2:17
  that
• 2:17
  screenshots
• 2:18
  documents
• 2:18
  into
• 2:18
  a
• 2:19
  model:
• 2:20
  "ordinary
• 2:20
  formatting
• 2:20
  should
• 2:21
  not
• 2:21
  be
• 2:21
  treated
• 2:21
  as
• 2:21
  purely
• 2:22
  cosmetic
• 2:22
  for
• 2:22
  text-as-image
• 2:23
  inputs.
• 2:24
  It
• 2:24
  can
• 2:24
  act
• 2:25
  as
• 2:25
  an
• 2:25
  implicit
• 2:25
  control
• 2:26
  channel."
• 2:27
  The
• 2:27
  study
• 2:27
  covers
• 2:27
  English
• 2:28
  stimuli
• 2:28
  and
• 2:28
  four
• 2:29
  open
• 2:29
  7B-class
• 2:30
  models
• 2:30
  only.
• 2:31
  Both
• 2:31
  stories
• 2:32
  assume
• 2:32
  the
• 2:32
  agent
• 2:32
  already
• 2:33
  holds
• 2:33
  access
• 2:33
  worth
• 2:34
  stealing.
• 2:35
  A
• 2:35
  post
• 2:35
  on
• 2:35
  r/learnmachinelearning
• 2:37
  asserts
• 2:37
  Apple
• 2:38
  has
• 2:38
  confirmed
• 2:38
  tighter
• 2:39
  macOS
• 2:39
  Full
• 2:39
  Disk
• 2:40
  Access
• 2:40
  controls
• 2:41
  because
• 2:41
  AI
• 2:42
  agents
• 2:42
  receive
• 2:42
  sweeping
• 2:43
  filesystem
• 2:43
  permission.
• 2:45
  It
• 2:45
  is
• 2:45
  a
• 2:45
  RuntimeAI
• 2:46
  vendor
• 2:46
  brief
• 2:46
  with
• 2:46
  no
• 2:47
  Apple
• 2:47
  primary
• 2:47
  source,
• 2:48
  but
• 2:48
  the
• 2:49
  underlying
• 2:49
  point
• 2:49
  stands:
• 2:50
  enterprise
• 2:51
  agents
• 2:51
  reach
• 2:51
  databases
• 2:52
  and
• 2:52
  internal
• 2:53
  APIs
• 2:53
  because
• 2:54
  a
• 2:54
  tool
• 2:54
  is
• 2:54
  registered,
• 2:55
  not
• 2:55
  because
• 2:56
  a
• 2:56
  human
• 2:56
  approved
• 2:56
  that
• 2:57
  call.
• 3:00
  The
• 3:01
  GLM-5.3
• 3:02
  offensive-capability
• 3:03
  fight
• 3:03
  has
• 3:03
  run
• 3:03
  long
• 3:04
  on
• 3:04
  claims
• 3:04
  and
• 3:04
  short
• 3:04
  on
• 3:05
  independent
• 3:05
  instrumentation.
• 3:06
  AgentCyberRange
• 3:07
  is
• 3:07
  a
• 3:07
  bid
• 3:07
  to
• 3:07
  supply
• 3:08
  the
• 3:08
  latter:
• 3:09
  an
• 3:09
  open-source
• 3:09
  suite
• 3:10
  that
• 3:10
  follows
• 3:10
  the
• 3:10
  whole
• 3:10
  kill
• 3:10
  chain
• 3:11
  instead
• 3:11
  of
• 3:11
  stopping
• 3:12
  at
• 3:12
  one
• 3:12
  checkpoint.
• 3:13
  WebExploitBench
• 3:14
  covers
• 3:15
  exploration
• 3:15
  and
• 3:15
  exploitation
• 3:16
  of
• 3:16
  realistic
• 3:17
  web
• 3:17
  applications
• 3:18
  with
• 3:18
  zero-day,
• 3:18
  one-day,
• 3:19
  and
• 3:19
  synthetic
• 3:19
  vulnerabilities
• 3:20
  embedded
• 3:21
  in
• 3:21
  application
• 3:21
  workflows.
• 3:22
  PostExploitBench
• 3:23
  picks
• 3:23
  up
• 3:23
  after
• 3:24
  the
• 3:24
  foothold,
• 3:24
  scoring
• 3:25
  tunneling,
• 3:25
  privilege
• 3:26
  escalation,
• 3:27
  credential
• 3:27
  reuse,
• 3:27
  lateral
• 3:28
  movement,
• 3:28
  persistence,
• 3:29
  and
• 3:29
  defense
• 3:29
  evasion
• 3:30
  inside
• 3:30
  enterprise-like
• 3:31
  ranges.
• 3:31
  CAGE
• 3:32
  fans
• 3:32
  out
• 3:32
  agent
• 3:32
  ×
• 3:32
  model
• 3:33
  ×
• 3:33
  benchmark
• 3:33
  ×
• 3:33
  prompt
• 3:33
  level
• 3:34
  ×
• 3:34
  pass-k
• 3:34
  trials
• 3:34
  in
• 3:34
  parallel,
• 3:35
  keeps
• 3:35
  targets
• 3:36
  isolated
• 3:36
  and
• 3:36
  resettable,
• 3:37
  and
• 3:37
  verifies
• 3:38
  results
• 3:38
  through
• 3:38
  observable
• 3:39
  effects
• 3:39
  rather
• 3:39
  than
• 3:39
  self-reported
• 3:40
  success.
• 3:41
  The
• 3:41
  published
• 3:41
  summary
• 3:42
  is
• 3:42
  cautious:
• 3:43
  "frontier
• 3:43
  agents
• 3:43
  can
• 3:44
  already
• 3:44
  solve
• 3:44
  a
• 3:44
  non-trivial
• 3:45
  fraction
• 3:45
  of
• 3:45
  realistic
• 3:46
  cyber-attack
• 3:46
  tasks,
• 3:47
  especially
• 3:47
  when
• 3:47
  given
• 3:48
  more
• 3:48
  task-specific
• 3:48
  information.
• 3:49
  However,
• 3:50
  success
• 3:50
  rates
• 3:50
  remain
• 3:51
  far
• 3:51
  from
• 3:51
  complete,
• 3:52
  indicating
• 3:52
  that
• 3:52
  reliable
• 3:53
  end-to-end
• 3:53
  autonomous
• 3:54
  compromise
• 3:54
  is
• 3:54
  still
• 3:55
  challenging."
• 3:56
  That
• 3:56
  matches
• 3:56
  the
• 3:56
  pattern
• 3:57
  seen
• 3:57
  all
• 3:57
  year,
• 3:58
  where
• 3:58
  models
• 3:58
  find
• 3:58
  textbook
• 3:59
  bugs
• 3:59
  well
• 3:59
  and
• 3:59
  chain
• 4:00
  them
• 4:00
  into
• 4:00
  working
• 4:00
  compromises
• 4:01
  poorly.
• 4:02
  Two
• 4:02
  caveats:
• 4:03
  GitHub
• 4:04
  carries
• 4:04
  only
• 4:05
  a
• 4:05
  subset
• 4:05
  of
• 4:05
  both
• 4:05
  datasets,
• 4:06
  and
• 4:06
  effect-based
• 4:07
  verification
• 4:08
  under
• 4:08
  range
• 4:08
  conditions
• 4:09
  is
• 4:09
  closer
• 4:09
  to
• 4:09
  real
• 4:09
  efficacy
• 4:10
  than
• 4:10
  capability
• 4:10
  elicitation
• 4:11
  but
• 4:11
  still
• 4:12
  not
• 4:12
  an
• 4:12
  incident.
• 4:13
  On
• 4:13
  the
• 4:13
  training
• 4:14
  side,
• 4:14
  the
• 4:14
  AI
• 4:15
  Security
• 4:15
  Bootcamp
• 4:16
  has
• 4:16
  published
• 4:16
  its
• 4:16
  entire
• 4:17
  curriculum:
• 4:18
  seven
• 4:18
  days
• 4:18
  for
• 4:18
  senior
• 4:19
  security
• 4:19
  professionals,
• 4:20
  each
• 4:20
  an
• 4:20
  hour
• 4:21
  of
• 4:21
  lecture
• 4:21
  and
• 4:21
  six
• 4:22
  hours
• 4:22
  of
• 4:22
  paired
• 4:22
  labs,
• 4:23
  licensed
• 4:24
  CC
• 4:24
  BY-NC-SA.
• 4:26
  The
• 4:26
  syllabus
• 4:26
  is
• 4:26
  a
• 4:27
  fair
• 4:27
  map
• 4:27
  of
• 4:27
  the
• 4:27
  field:
• 4:28
  tokenization
• 4:29
  and
• 4:29
  chat-template
• 4:30
  attacks,
• 4:30
  prefill
• 4:30
  attacks,
• 4:31
  prompt
• 4:32
  injection
• 4:32
  and
• 4:32
  RAG
• 4:32
  poisoning,
• 4:33
  the
• 4:34
  RAND
• 4:34
  weight-security
• 4:34
  levels,
• 4:35
  coding-agent
• 4:36
  attack
• 4:36
  surface
• 4:37
  and
• 4:37
  AI-control
• 4:37
  protocols
• 4:38
  such
• 4:38
  as
• 4:38
  trusted
• 4:39
  monitoring,
• 4:40
  weight
• 4:40
  extraction
• 4:40
  via
• 4:41
  SVD
• 4:41
  from
• 4:41
  logit
• 4:42
  queries,
• 4:42
  fine-tuning
• 4:43
  backdoors,
• 4:44
  refusal-direction
• 4:45
  ablation,
• 4:46
  GCG
• 4:46
  adversarial
• 4:47
  optimization,
• 4:48
  agent-swarm
• 4:48
  incident
• 4:49
  response,
• 4:50
  MITRE
• 4:50
  ATLAS,
• 4:51
  and
• 4:51
  the
• 4:51
  NVIDIA
• 4:52
  Container
• 4:52
  Toolkit
• 4:53
  escape
• 4:53
  CVE-2025-23266.
• 4:58
  The
• 4:58
  supply
• 4:58
  side
• 4:59
  keeps
• 4:59
  moving.
• 5:00
  A
• 5:00
  model
• 5:00
  listed
• 5:00
  as
• 5:01
  dealignai/GLM-5.3-CYBERSECURITY-FP8
• 5:09
  is
• 5:09
  trending
• 5:09
  on
• 5:10
  Hugging
• 5:10
  Face,
• 5:10
  another
• 5:11
  GLM-5.3-derived
• 5:12
  security
• 5:12
  tune
• 5:13
  in
• 5:13
  FP8
• 5:13
  for
• 5:13
  cheap
• 5:13
  serving.
• 5:14
  The
• 5:15
  listing
• 5:15
  captured
• 5:15
  here
• 5:15
  carried
• 5:16
  no
• 5:16
  model
• 5:16
  card,
• 5:17
  so
• 5:17
  whether
• 5:17
  it
• 5:17
  is
• 5:17
  a
• 5:17
  requant
• 5:18
  of
• 5:18
  an
• 5:18
  existing
• 5:18
  post-train,
• 5:19
  a
• 5:19
  fresh
• 5:19
  fine-tune,
• 5:20
  or
• 5:20
  a
• 5:20
  relabel
• 5:20
  is
• 5:21
  unknown.
• 5:24
  Google
• 5:24
  disclosed
• 5:25
  Tuesday
• 5:25
  that
• 5:25
  attackers
• 5:26
  hijacked
• 5:26
  three
• 5:26
  country-code
• 5:27
  top-level
• 5:27
  domains,
• 5:28
  .gh,
• 5:28
  .sl,
• 5:28
  and
• 5:29
  .as,
• 5:29
  and
• 5:30
  used
• 5:30
  that
• 5:30
  control
• 5:31
  to
• 5:31
  obtain
• 5:31
  counterfeit
• 5:32
  TLS
• 5:32
  certificates
• 5:33
  for
• 5:33
  "several
• 5:34
  Google
• 5:34
  domains"
• 5:35
  and
• 5:35
  "several
• 5:35
  leading
• 5:36
  global
• 5:36
  brands
• 5:36
  and
• 5:37
  widely
• 5:37
  used
• 5:37
  online
• 5:38
  services."
• 5:39
  With
• 5:40
  authority
• 5:40
  over
• 5:40
  the
• 5:41
  ccTLDs,
• 5:42
  the
• 5:42
  attackers
• 5:43
  rewrote
• 5:43
  authoritative
• 5:44
  DNS
• 5:44
  records,
• 5:45
  then
• 5:45
  passed
• 5:45
  the
• 5:46
  automated
• 5:46
  domain-control
• 5:47
  validation
• 5:47
  certificate
• 5:48
  authorities
• 5:48
  rely
• 5:49
  on.
• 5:49
  No
• 5:50
  domain
• 5:50
  owner
• 5:50
  was
• 5:50
  breached
• 5:51
  and
• 5:51
  the
• 5:51
  CAs
• 5:52
  followed
• 5:52
  every
• 5:52
  requirement;
• 5:54
  the
• 5:54
  weak
• 5:54
  link
• 5:54
  was
• 5:55
  trusting
• 5:55
  the
• 5:55
  DNS
• 5:55
  hierarchy
• 5:56
  above
• 5:56
  a
• 5:56
  domain.
• 5:57
  Chrome
• 5:58
  now
• 5:58
  blocks
• 5:58
  every
• 5:58
  certificate
• 5:59
  Google
• 5:59
  identified,
• 6:00
  but
• 6:00
  "we
• 6:01
  cannot
• 6:01
  guarantee
• 6:01
  that
• 6:02
  our
• 6:02
  analysis
• 6:02
  identified
• 6:03
  every
• 6:03
  affected
• 6:03
  domain,
• 6:04
  nor
• 6:05
  do
• 6:05
  Chrome
• 6:05
  interventions
• 6:05
  reliably
• 6:06
  protect
• 6:06
  non-Chrome
• 6:07
  users."
• 6:08
  The
• 6:08
  advice
• 6:09
  is
• 6:09
  to
• 6:09
  monitor
• 6:09
  Certificate
• 6:10
  Transparency
• 6:10
  logs
• 6:11
  and
• 6:11
  publish
• 6:11
  restrictive
• 6:11
  CAA
• 6:12
  records.
• 6:13
  The
• 6:13
  precedent
• 6:13
  is
• 6:14
  DigiNotar
• 6:14
  in
• 6:14
  2011,
• 6:15
  whose
• 6:16
  forged
• 6:16
  google.com
• 6:17
  certificates
• 6:18
  were
• 6:18
  used
• 6:18
  against
• 6:18
  roughly
• 6:19
  300,000
• 6:20
  people
• 6:20
  in
• 6:20
  Iran;
• 6:21
  fifteen
• 6:21
  years
• 6:22
  on,
• 6:22
  transparency
• 6:23
  is
• 6:23
  still
• 6:23
  bolted
• 6:23
  on
• 6:24
  rather
• 6:24
  than
• 6:24
  structural.
• 6:26
  Denmark's
• 6:26
  trust
• 6:26
  anchor
• 6:27
  failed
• 6:27
  through
• 6:27
  the
• 6:27
  front
• 6:28
  door.
• 6:29
  The
• 6:29
  Central
• 6:29
  Person
• 6:29
  Register
• 6:30
  (CPR)
• 6:30
  reports
• 6:31
  that
• 6:31
  an
• 6:31
  unauthorized
• 6:32
  party
• 6:32
  abused
• 6:32
  a
• 6:33
  Danish
• 6:33
  company's
• 6:33
  lawful
• 6:34
  lookup
• 6:34
  access
• 6:34
  to
• 6:34
  pull
• 6:35
  names,
• 6:35
  addresses,
• 6:36
  and
• 6:36
  CPR
• 6:36
  numbers
• 6:37
  for
• 6:37
  roughly
• 6:37
  8.8
• 6:38
  million
• 6:38
  registered
• 6:39
  persons,
• 6:40
  excluding
• 6:40
  citizens
• 6:41
  with
• 6:41
  name
• 6:41
  and
• 6:41
  address
• 6:42
  protection.
• 6:43
  The
• 6:43
  company's
• 6:43
  access
• 6:44
  has
• 6:44
  been
• 6:44
  cut
• 6:44
  and
• 6:44
  police
• 6:45
  are
• 6:45
  investigating.
• 6:46
  Nothing
• 6:46
  in
• 6:46
  the
• 6:46
  notice
• 6:47
  explains
• 6:47
  how
• 6:47
  one
• 6:47
  commercial
• 6:48
  credential
• 6:48
  could
• 6:48
  enumerate
• 6:49
  the
• 6:49
  population.
• 6:50
  The
• 6:50
  edge-appliance
• 6:51
  story
• 6:51
  carries
• 6:51
  a
• 6:51
  lesson
• 6:52
  a
• 6:52
  compiler
• 6:52
  flag
• 6:52
  could
• 6:52
  have
• 6:53
  taught.
• 6:54
  The
• 6:54
  LowLevel
• 6:54
  channel
• 6:54
  walks
• 6:55
  through
• 6:55
  the
• 6:55
  second
• 6:55
  of
• 6:55
  two
• 6:55
  recent
• 6:56
  Citrix
• 6:56
  NetScaler
• 6:56
  bugs,
• 6:57
  a
• 6:57
  DTLS
• 6:57
  handshake
• 6:58
  overflow,
• 6:58
  after
• 6:59
  Dutch
• 6:59
  cyber-defense
• 6:59
  told
• 7:00
  at
• 7:00
  least
• 7:00
  one
• 7:00
  provider
• 7:00
  to
• 7:00
  shut
• 7:01
  its
• 7:01
  NetScalers
• 7:01
  down.
• 7:02
  A
• 7:03
  user-controlled
• 7:03
  fragment-length
• 7:04
  mismatch
• 7:04
  overflows
• 7:05
  a
• 7:05
  3,584-byte
• 7:06
  scratch
• 7:06
  buffer
• 7:07
  in
• 7:07
  BSS,
• 7:08
  "TLV
• 7:08
  parsing
• 7:09
  101."
• 7:10
  The
• 7:10
  chain
• 7:11
  overwrites
• 7:11
  a
• 7:11
  C++
• 7:12
  vtable
• 7:12
  pointer,
• 7:13
  uses
• 7:13
  ROP
• 7:14
  gadgets,
• 7:14
  and
• 7:14
  lands
• 7:14
  shellcode,
• 7:15
  reliably,
• 7:16
  because
• 7:16
  the
• 7:16
  roughly
• 7:16
  41
• 7:17
  to
• 7:17
  48
• 7:17
  MB
• 7:17
  npppe
• 7:18
  binary
• 7:18
  ships
• 7:18
  without
• 7:19
  PIE:
• 7:20
  "Without
• 7:20
  PIE,
• 7:21
  this
• 7:21
  is
• 7:21
  the
• 7:21
  address
• 7:21
  every
• 7:22
  time."
• 7:23
  The
• 7:23
  contrast
• 7:23
  with
• 7:23
  the
• 7:23
  recent
• 7:24
  F5
• 7:25
  BIG-IP
• 7:26
  overflow,
• 7:27
  where
• 7:28
  full
• 7:28
  ASLR
• 7:28
  and
• 7:28
  PIE
• 7:29
  left
• 7:29
  the
• 7:29
  exploit
• 7:29
  chain
• 7:30
  barely
• 7:30
  alive,
• 7:31
  is
• 7:31
  hard
• 7:31
  to
• 7:31
  miss.
• 7:32
  The
• 7:32
  host
• 7:33
  closes:
• 7:33
  "Rust
• 7:34
  would
• 7:34
  have
• 7:34
  fixed
• 7:34
  this
• 7:34
  guys."
• 7:35
  A
• 7:35
  Tucker
• 7:35
  Carlson
• 7:36
  interview
• 7:36
  segment
• 7:36
  extends
• 7:37
  the
• 7:37
  theme
• 7:37
  to
• 7:37
  institutions:
• 7:39
  the
• 7:39
  unnamed
• 7:39
  guest,
• 7:39
  a
• 7:40
  writer
• 7:40
  who
• 7:40
  calls
• 7:40
  his
• 7:40
  own
• 7:41
  prosecution
• 7:41
  "a
• 7:41
  very,
• 7:42
  very
• 7:42
  minor
• 7:42
  version"
• 7:43
  of
• 7:43
  the
• 7:43
  Julian
• 7:43
  Assange
• 7:44
  case,
• 7:44
  argues
• 7:45
  that
• 7:45
  the
• 7:45
  system
• 7:45
  punishes
• 7:46
  dissidents
• 7:46
  publicly
• 7:46
  as
• 7:47
  deterrence,
• 7:47
  "heads
• 7:48
  on
• 7:48
  spikes,"
• 7:49
  within
• 7:49
  one
• 7:49
  global
• 7:49
  capitalist
• 7:50
  system
• 7:50
  now
• 7:50
  in
• 7:50
  a
• 7:51
  "clear
• 7:51
  and
• 7:51
  hold"
• 7:51
  phase.
• 7:52
  Assange
• 7:52
  was
• 7:52
  held
• 7:53
  in
• 7:53
  the
• 7:53
  Ecuadorian
• 7:53
  embassy
• 7:54
  for
• 7:54
  seven
• 7:54
  years
• 7:55
  and
• 7:55
  then
• 7:55
  in
• 7:55
  Belmarsh,
• 7:56
  as
• 7:56
  the
• 7:56
  guest
• 7:56
  says;
• 7:57
  the
• 7:57
  claim
• 7:57
  he
• 7:57
  was
• 7:57
  "never
• 7:58
  charged
• 7:58
  with
• 7:58
  anything"
• 7:59
  conflicts
• 7:59
  with
• 7:59
  the
• 7:59
  2019
• 8:00
  US
• 8:00
  indictment
• 8:01
  and
• 8:01
  2024
• 8:02
  plea.
• 8:03
  The
• 8:03
  one-system
• 8:03
  thesis
• 8:04
  is
• 8:04
  a
• 8:04
  framework,
• 8:05
  not
• 8:05
  a
• 8:05
  finding;
• 8:06
  documentation
• 8:06
  of
• 8:06
  coordination
• 8:07
  would
• 8:07
  settle
• 8:07
  it,
• 8:08
  and
• 8:08
  the
• 8:08
  segment
• 8:08
  offers
• 8:08
  none.
• 8:14
  Anthropic's
• 8:14
  Claude
• 8:14
  Haiku
• 8:15
  5.5
• 8:15
  is
• 8:16
  a
• 8:16
  repricing
• 8:16
  as
• 8:16
  much
• 8:16
  as
• 8:16
  a
• 8:17
  model.
• 8:17
  It
• 8:17
  costs
• 8:18
  around
• 8:18
  75%
• 8:19
  less
• 8:19
  to
• 8:19
  run
• 8:19
  than
• 8:19
  Haiku
• 8:20
  4.5
• 8:20
  on
• 8:20
  average:
• 8:21
  90%
• 8:22
  lower
• 8:22
  for
• 8:22
  prompts
• 8:22
  up
• 8:23
  to
• 8:23
  100,000
• 8:23
  tokens
• 8:24
  and
• 8:24
  50%
• 8:24
  lower
• 8:25
  above,
• 8:25
  net
• 8:25
  of
• 8:25
  a
• 8:25
  new
• 8:26
  tokenizer
• 8:26
  that
• 8:26
  "uses
• 8:27
  slightly
• 8:27
  more
• 8:27
  tokens
• 8:28
  per
• 8:28
  task."
• 8:29
  The
• 8:29
  positioning
• 8:29
  is
• 8:29
  explicit:
• 8:30
  Sonnet
• 8:30
  5.5
• 8:31
  and
• 8:31
  Opus
• 8:31
  5.5
• 8:32
  "remain
• 8:32
  better
• 8:33
  choices
• 8:33
  for
• 8:33
  complex
• 8:34
  agentic
• 8:34
  coding
• 8:34
  tasks,"
• 8:35
  while
• 8:35
  Haiku
• 8:36
  5.5
• 8:36
  targets
• 8:37
  "compaction,
• 8:38
  summarization,
• 8:39
  or
• 8:39
  subagent
• 8:39
  work"
• 8:39
  plus
• 8:40
  live
• 8:40
  support
• 8:40
  and
• 8:40
  browser
• 8:41
  use.
• 8:42
  Two
• 8:42
  adjacent
• 8:42
  changes
• 8:43
  may
• 8:43
  matter
• 8:43
  more
• 8:43
  to
• 8:43
  agent
• 8:44
  operators:
• 8:45
  Sonnet
• 8:45
  5.5
• 8:46
  cache
• 8:46
  reads
• 8:46
  drop
• 8:47
  from
• 8:47
  $0.20
• 8:47
  to
• 8:48
  $0.10
• 8:48
  per
• 8:48
  million
• 8:49
  tokens,
• 8:50
  about
• 8:50
  20%
• 8:50
  off
• 8:51
  most
• 8:51
  agentic
• 8:51
  workloads,
• 8:52
  and
• 8:52
  Max
• 8:53
  and
• 8:53
  Team
• 8:53
  subscribers
• 8:54
  get
• 8:54
  monthly
• 8:54
  API
• 8:54
  credits.
• 8:55
  Haiku
• 8:56
  5.5's
• 8:56
  cyber
• 8:57
  safeguards
• 8:57
  are
• 8:57
  tighter
• 8:58
  than
• 8:58
  Haiku
• 8:58
  4.5's
• 8:59
  but
• 8:59
  looser
• 9:00
  than
• 9:00
  Sonnet
• 9:00
  5.5's,
• 9:01
  a
• 9:01
  reminder
• 9:02
  that
• 9:02
  the
• 9:02
  "defensive
• 9:03
  only"
• 9:03
  line
• 9:03
  is
• 9:03
  drawn
• 9:04
  per
• 9:04
  model.
• 9:06
  A
• 9:06
  cheaper
• 9:06
  token
• 9:06
  is
• 9:07
  only
• 9:07
  cheaper
• 9:07
  if
• 9:07
  the
• 9:07
  task
• 9:08
  completes,
• 9:08
  and
• 9:08
  recent
• 9:09
  community
• 9:09
  evals
• 9:10
  have
• 9:10
  found
• 9:10
  Haiku's
• 9:11
  cost
• 9:11
  per
• 9:11
  passed
• 9:11
  task
• 9:12
  no
• 9:12
  lower
• 9:12
  than
• 9:12
  Opus
• 9:13
  5.5's.
• 9:14
  OpenAI
• 9:15
  has
• 9:15
  meanwhile
• 9:16
  entered
• 9:16
  the
• 9:16
  decision-model
• 9:17
  category.
• 9:18
  The
• 9:18
  Decisions
• 9:19
  API,
• 9:19
  now
• 9:19
  in
• 9:20
  public
• 9:20
  beta,
• 9:20
  takes
• 9:21
  an
• 9:21
  input
• 9:21
  and
• 9:21
  a
• 9:21
  judgment
• 9:22
  question
• 9:22
  ("Is
• 9:23
  this
• 9:23
  fraud?",
• 9:24
  "Which
• 9:24
  category?")
• 9:25
  and
• 9:25
  returns
• 9:26
  structured
• 9:26
  probabilities
• 9:27
  instead
• 9:27
  of
• 9:27
  prose,
• 9:27
  priced
• 9:28
  on
• 9:28
  input
• 9:28
  with
• 9:28
  no
• 9:29
  output-token
• 9:29
  charge.
• 9:30
  It
• 9:30
  is
• 9:30
  product-level
• 9:31
  similar
• 9:31
  to
• 9:31
  TypeSafe's
• 9:32
  Jev,
• 9:33
  except
• 9:33
  OpenAI
• 9:33
  exposes
• 9:34
  it
• 9:34
  as
• 9:34
  an
• 9:34
  endpoint
• 9:35
  backed
• 9:35
  by
• 9:35
  a
• 9:35
  model
• 9:36
  called
• 9:36
  GPT-6
• 9:37
  Luna
• 9:37
  rather
• 9:37
  than
• 9:37
  a
• 9:38
  purpose-built
• 9:38
  architecture,
• 9:39
  and
• 9:39
  calibration
• 9:40
  is
• 9:40
  unknown.
• 9:41
  Commenters
• 9:41
  note
• 9:42
  sub-100ms
• 9:43
  responses,
• 9:44
  cached-input
• 9:44
  pricing
• 9:45
  that
• 9:45
  Jev
• 9:45
  lacks,
• 9:46
  and
• 9:46
  a
• 9:46
  wrinkle:
• 9:47
  Decisions
• 9:47
  and
• 9:48
  the
• 9:48
  Responses
• 9:48
  API
• 9:49
  appear
• 9:49
  to
• 9:49
  have
• 9:49
  separate
• 9:50
  caching
• 9:50
  paths,
• 9:50
  so
• 9:50
  deciding
• 9:51
  and
• 9:51
  then
• 9:51
  generating
• 9:52
  over
• 9:52
  the
• 9:52
  same
• 9:52
  context
• 9:53
  means
• 9:53
  paying
• 9:53
  to
• 9:53
  process
• 9:54
  it
• 9:54
  twice.
• 9:55
  A
• 9:55
  creator's
• 9:55
  walkthrough
• 9:56
  shows
• 9:56
  the
• 9:56
  category
• 9:57
  in
• 9:57
  production
• 9:57
  at
• 9:57
  hobbyist
• 9:57
  scale:
• 9:58
  38,000
• 9:59
  Jev
• 9:59
  calls
• 10:00
  and
• 10:00
  55.3
• 10:01
  million
• 10:01
  input
• 10:02
  tokens
• 10:02
  through
• 10:02
  OpenRouter's
• 10:03
  new
• 10:03
  decisions
• 10:03
  endpoint
• 10:04
  in
• 10:04
  one
• 10:04
  week
• 10:04
  for
• 10:04
  $21.
• 10:06
  Every
• 10:06
  inbound
• 10:07
  email
• 10:07
  is
• 10:07
  screened
• 10:08
  for
• 10:08
  prompt
• 10:08
  injection
• 10:08
  with
• 10:09
  true/false
• 10:10
  questions
• 10:10
  about
• 10:10
  data
• 10:10
  forwarding,
• 10:11
  settings
• 10:11
  edits,
• 10:12
  and
• 10:12
  "relaying
• 10:13
  orders
• 10:13
  from
• 10:13
  the
• 10:13
  owner,"
• 10:14
  quarantining
• 10:15
  anything
• 10:15
  above
• 10:15
  about
• 10:16
  0.7
• 10:16
  confidence
• 10:17
  in
• 10:17
  under
• 10:17
  a
• 10:17
  second.
• 10:18
  Jev
• 10:19
  then
• 10:19
  triages
• 10:19
  replies,
• 10:20
  filters
• 10:21
  news
• 10:21
  feeds,
• 10:21
  and
• 10:21
  detects
• 10:22
  duplicates
• 10:22
  against
• 10:23
  a
• 10:23
  knowledge
• 10:23
  base,
• 10:24
  where
• 10:24
  he
• 10:24
  finds
• 10:24
  it
• 10:24
  "more
• 10:25
  accurate
• 10:25
  overall"
• 10:26
  than
• 10:26
  semantic
• 10:26
  similarity.
• 10:27
  The
• 10:28
  honest
• 10:28
  limit:
• 10:29
  "I
• 10:29
  can't
• 10:29
  fully
• 10:29
  replace
• 10:30
  the
• 10:30
  large
• 10:30
  language
• 10:30
  model
• 10:31
  with
• 10:31
  Jev
• 10:31
  for
• 10:31
  this
• 10:32
  filtering
• 10:32
  process,"
• 10:33
  since
• 10:33
  audience
• 10:34
  fit
• 10:34
  needs
• 10:34
  context,
• 10:35
  so
• 10:35
  Haiku
• 10:36
  and
• 10:36
  GLM
• 10:36
  5.3
• 10:37
  Flash
• 10:37
  make
• 10:38
  the
• 10:38
  final
• 10:38
  call.
• 10:39
  On
• 10:39
  the
• 10:39
  vendor
• 10:40
  pitch:
• 10:41
  "They
• 10:41
  try
• 10:41
  to
• 10:41
  present
• 10:41
  Jev
• 10:42
  as
• 10:42
  this
• 10:42
  brand
• 10:42
  new
• 10:43
  type
• 10:43
  of
• 10:43
  model.
• 10:44
  It's
• 10:44
  really
• 10:44
  not."
• 10:47
  Jacob
• 10:48
  Tsimerman,
• 10:48
  ten
• 10:48
  days
• 10:49
  after
• 10:49
  receiving
• 10:49
  the
• 10:49
  Fields
• 10:49
  Medal
• 10:50
  for
• 10:50
  work
• 10:50
  on
• 10:50
  the
• 10:50
  André-Oort
• 10:51
  and
• 10:51
  Griffiths
• 10:51
  conjectures,
• 10:52
  sat
• 10:52
  down
• 10:52
  with
• 10:52
  Curt
• 10:52
  Jaimungal
• 10:53
  for
• 10:53
  his
• 10:53
  first
• 10:53
  podcast
• 10:54
  and
• 10:54
  opened
• 10:54
  with
• 10:54
  "I'm
• 10:55
  definitely
• 10:55
  grieving."
• 10:56
  He
• 10:56
  had
• 10:56
  announced
• 10:57
  on
• 10:57
  stage
• 10:57
  that
• 10:57
  he
• 10:57
  is
• 10:57
  temporarily
• 10:58
  leaving
• 10:58
  academia
• 10:59
  for
• 10:59
  OpenAI's
• 10:59
  safety
• 11:00
  team.
• 11:00
  The
• 11:00
  grief
• 11:01
  is
• 11:01
  for
• 11:01
  mathematicians
• 11:01
  rather
• 11:02
  than
• 11:02
  mathematics:
• 11:03
  the
• 11:03
  decade-long
• 11:03
  working
• 11:04
  style
• 11:04
  "is
• 11:04
  going
• 11:04
  to
• 11:05
  go
• 11:05
  away."
• 11:06
  His
• 11:06
  forecast
• 11:06
  is
• 11:06
  that
• 11:07
  AI
• 11:07
  becomes
• 11:07
  "robustly
• 11:08
  superhuman
• 11:08
  at
• 11:09
  the
• 11:09
  act
• 11:09
  of
• 11:09
  doing
• 11:09
  mathematics
• 11:10
  as
• 11:10
  we
• 11:10
  do
• 11:10
  it
• 11:10
  today,"
• 11:11
  with
• 11:11
  four
• 11:11
  years
• 11:11
  sounding
• 11:12
  "insanely
• 11:12
  long";
• 11:13
  for
• 11:13
  now,
• 11:13
  a
• 11:13
  recent
• 11:13
  LLM
• 11:14
  found
• 11:14
  a
• 11:14
  mistake
• 11:14
  in
• 11:15
  one
• 11:15
  of
• 11:15
  his
• 11:15
  proofs
• 11:15
  but
• 11:15
  could
• 11:15
  not
• 11:16
  fix
• 11:16
  it,
• 11:16
  while
• 11:16
  he
• 11:16
  could.
• 11:17
  He
• 11:17
  rejects
• 11:18
  the
• 11:18
  comfortable
• 11:18
  framings
• 11:19
  on
• 11:19
  both
• 11:19
  sides.
• 11:20
  He
• 11:20
  "would
• 11:20
  not
• 11:21
  have
• 11:21
  signed"
• 11:21
  the
• 11:21
  Leiden
• 11:22
  Declaration
• 11:22
  while
• 11:22
  calling
• 11:22
  its
• 11:23
  risk
• 11:23
  discussion
• 11:23
  "very
• 11:24
  important,"
• 11:24
  and
• 11:25
  to
• 11:25
  every
• 11:25
  proposed
• 11:25
  durable
• 11:26
  human
• 11:26
  role
• 11:26
  his
• 11:26
  reply
• 11:27
  is
• 11:27
  "why
• 11:27
  won't
• 11:27
  AI
• 11:28
  be
• 11:28
  able
• 11:28
  to
• 11:28
  do
• 11:28
  this
• 11:28
  as
• 11:28
  well."
• 11:29
  Asked
• 11:30
  about
• 11:30
  physicist
• 11:30
  Tobias
• 11:31
  Osborne's
• 11:31
  report
• 11:31
  of
• 11:31
  agent
• 11:32
  swarms
• 11:32
  settling
• 11:32
  one
• 11:32
  to
• 11:32
  five
• 11:33
  quantum-information
• 11:33
  conjectures
• 11:34
  per
• 11:34
  day
• 11:34
  for
• 11:34
  about
• 11:35
  $10,000
• 11:35
  a
• 11:35
  week,
• 11:36
  he
• 11:36
  responds
• 11:36
  that
• 11:37
  "unrestricted
• 11:37
  optimization
• 11:38
  is
• 11:38
  not
• 11:38
  going
• 11:38
  to
• 11:38
  be
• 11:39
  a
• 11:39
  sustainable
• 11:39
  strategy"
• 11:40
  and
• 11:40
  points
• 11:40
  to
• 11:40
  mathforsafety.org,
• 11:42
  which
• 11:42
  he
• 11:42
  built
• 11:42
  to
• 11:42
  route
• 11:42
  mathematicians
• 11:43
  into
• 11:43
  safety
• 11:43
  work.
• 11:44
  His
• 11:44
  advice
• 11:44
  to
• 11:45
  students
• 11:45
  is
• 11:45
  to
• 11:45
  "hedge
• 11:45
  your
• 11:45
  bets";
• 11:46
  his
• 11:46
  own
• 11:47
  lesson
• 11:47
  from
• 11:47
  a
• 11:47
  coding
• 11:47
  agent:
• 11:48
  "you
• 11:48
  have
• 11:48
  to
• 11:48
  be
• 11:48
  a
• 11:48
  manager
• 11:49
  now."
• 11:50
  Being
• 11:50
  a
• 11:50
  manager
• 11:50
  means
• 11:51
  grading
• 11:51
  work
• 11:51
  you
• 11:51
  did
• 11:51
  not
• 11:52
  do,
• 11:52
  and
• 11:52
  a
• 11:52
  r/ChatGPTCoding
• 11:57
  thread
• 11:58
  argues
• 11:58
  the
• 11:58
  standard
• 11:59
  practice
• 11:59
  does
• 11:59
  it
• 11:59
  badly.
• 12:00
  "Rerun
• 12:00
  the
• 12:00
  tests
• 12:01
  until
• 12:01
  green"
• 12:01
  lets
• 12:02
  the
• 12:02
  agent
• 12:02
  iterate
• 12:02
  against
• 12:03
  the
• 12:03
  suite
• 12:03
  used
• 12:03
  to
• 12:03
  decide
• 12:04
  it
• 12:04
  is
• 12:04
  done,
• 12:04
  so
• 12:04
  a
• 12:05
  green
• 12:05
  run
• 12:05
  is
• 12:05
  a
• 12:05
  training
• 12:05
  score.
• 12:07
  Agents
• 12:07
  get
• 12:07
  there
• 12:07
  by
• 12:08
  special-casing
• 12:08
  inputs,
• 12:09
  loosening
• 12:09
  asserts,
• 12:10
  or
• 12:10
  editing
• 12:11
  tests,
• 12:12
  and
• 12:12
  held-out
• 12:12
  tests
• 12:12
  leak
• 12:13
  the
• 12:13
  moment
• 12:13
  a
• 12:13
  failure
• 12:13
  is
• 12:14
  shown.
• 12:15
  The
• 12:15
  proposal
• 12:15
  is
• 12:15
  a
• 12:15
  blind
• 12:16
  test
• 12:16
  agent
• 12:16
  writing
• 12:17
  fresh
• 12:17
  tests
• 12:17
  from
• 12:17
  the
• 12:17
  spec
• 12:18
  each
• 12:18
  round.
• 12:19
  One
• 12:19
  commenter
• 12:20
  identifies
• 12:20
  the
• 12:20
  missing
• 12:21
  split
• 12:21
  as
• 12:21
  the
• 12:21
  oracle,
• 12:22
  which
• 12:22
  here
• 12:22
  is
• 12:22
  written
• 12:23
  by
• 12:23
  the
• 12:23
  system
• 12:23
  being
• 12:23
  graded:
• 12:24
  he
• 12:24
  watched
• 12:25
  an
• 12:25
  agent
• 12:25
  go
• 12:25
  green
• 12:26
  by
• 12:26
  deleting
• 12:26
  an
• 12:26
  assertion
• 12:27
  as
• 12:27
  "outdated,"
• 12:28
  and
• 12:28
  proposes
• 12:29
  provenance,
• 12:29
  every
• 12:30
  assertion
• 12:30
  citing
• 12:31
  a
• 12:31
  spec
• 12:31
  sentence.
• 12:32
  A
• 12:32
  failure
• 12:33
  census
• 12:33
  is
• 12:33
  sobering:
• 12:34
  of
• 12:34
  38
• 12:35
  changes
• 12:35
  that
• 12:35
  passed
• 12:36
  the
• 12:36
  agent's
• 12:36
  own
• 12:36
  review
• 12:37
  and
• 12:37
  still
• 12:37
  failed,
• 12:38
  22
• 12:38
  broke
• 12:39
  existing
• 12:39
  behavior,
• 12:40
  7
• 12:40
  missed
• 12:40
  cases,
• 12:41
  and
• 12:41
  9
• 12:42
  ignored
• 12:42
  conventions;
• 12:43
  blind
• 12:43
  tests
• 12:44
  might
• 12:44
  catch
• 12:44
  the
• 12:44
  7,
• 12:45
  not
• 12:45
  the
• 12:45
  22.
• 12:46
  A
• 12:47
  pre-registered
• 12:47
  experiment
• 12:48
  on
• 12:48
  real
• 12:48
  repo
• 12:48
  commits
• 12:49
  asks
• 12:49
  how
• 12:49
  far
• 12:50
  a
• 12:50
  cheap
• 12:50
  coding
• 12:50
  model
• 12:51
  can
• 12:51
  be
• 12:51
  pushed
• 12:51
  toward
• 12:51
  an
• 12:51
  expensive
• 12:52
  one.
• 12:53
  With
• 12:53
  Haiku
• 12:53
  as
• 12:54
  agent
• 12:54
  and
• 12:54
  Sonnet
• 12:54
  as
• 12:55
  the
• 12:55
  strong
• 12:55
  model,
• 12:56
  the
• 12:56
  winner
• 12:56
  was
• 12:56
  a
• 12:56
  "conscience,"
• 12:58
  a
• 12:58
  stronger
• 12:58
  model
• 12:58
  that
• 12:59
  speaks
• 12:59
  only
• 12:59
  when
• 12:59
  the
• 13:00
  agent
• 13:00
  repeats
• 13:00
  mistakes:
• 13:01
  +7
• 13:02
  successes
• 13:03
  in
• 13:03
  63
• 13:03
  at
• 13:04
  about
• 13:04
  1.3x
• 13:05
  cost,
• 13:06
  against
• 13:06
  +8
• 13:07
  for
• 13:07
  an
• 13:07
  always-on
• 13:08
  advisor
• 13:08
  at
• 13:08
  3.5x.
• 13:10
  Running
• 13:11
  the
• 13:11
  change
• 13:11
  and
• 13:11
  reporting
• 13:12
  facts
• 13:12
  beat
• 13:12
  giving
• 13:12
  advice,
• 13:13
  35/42
• 13:14
  versus
• 13:15
  32/42,
• 13:16
  and
• 13:16
  preferences
• 13:17
  captured
• 13:17
  in
• 13:17
  the
• 13:18
  user's
• 13:18
  own
• 13:18
  words
• 13:19
  carried
• 13:19
  into
• 13:19
  later
• 13:19
  tasks
• 13:20
  15/15
• 13:21
  versus
• 13:21
  0/15.
• 13:23
  Memory,
• 13:24
  checklists,
• 13:24
  routing,
• 13:25
  and
• 13:25
  clarifying
• 13:26
  questions
• 13:26
  did
• 13:26
  nothing,
• 13:27
  and
• 13:27
  for
• 13:27
  the
• 13:27
  strong
• 13:28
  model
• 13:28
  nothing
• 13:29
  moved
• 13:29
  at
• 13:29
  all.
• 13:29
  Cheapest
• 13:30
  per
• 13:30
  solved
• 13:30
  task
• 13:31
  was
• 13:31
  Haiku
• 13:31
  plus
• 13:32
  conscience
• 13:32
  at
• 13:32
  $1.22
• 13:34
  against
• 13:34
  Sonnet
• 13:34
  alone
• 13:35
  at
• 13:35
  $1.41,
• 13:37
  a
• 13:37
  margin
• 13:37
  thin
• 13:38
  enough
• 13:38
  to
• 13:38
  flip
• 13:38
  with
• 13:38
  today's
• 13:39
  Haiku
• 13:39
  repricing.
• 13:44
  A
• 13:44
  hands-on
• 13:44
  benchmark
• 13:45
  pits
• 13:45
  a
• 13:45
  256
• 13:46
  GB
• 13:46
  M5
• 13:47
  Ultra
• 13:47
  Mac
• 13:47
  Studio
• 13:48
  ($14,000
• 13:49
  as
• 13:49
  configured)
• 13:50
  against
• 13:50
  two
• 13:50
  NVIDIA
• 13:51
  DGX
• 13:51
  Sparks
• 13:51
  ("almost
• 13:52
  five
• 13:52
  grand
• 13:52
  each,"
• 13:53
  linked
• 13:53
  by
• 13:53
  200-gigabit
• 13:55
  RoCE
• 13:55
  measured
• 13:56
  at
• 13:56
  about
• 13:56
  111
• 13:57
  GB/s).
• 13:58
  Apple
• 13:59
  rates
• 13:59
  the
• 13:59
  M5
• 13:59
  Ultra
• 14:00
  at
• 14:00
  1.2
• 14:00
  TB/s
• 14:01
  memory
• 14:01
  bandwidth;
• 14:02
  each
• 14:02
  Spark
• 14:03
  is
• 14:03
  rated
• 14:03
  at
• 14:03
  273
• 14:04
  GB/s.
• 14:06
  The
• 14:06
  Sparks
• 14:06
  run
• 14:06
  vLLM
• 14:07
  tensor-parallel,
• 14:08
  the
• 14:08
  Mac
• 14:08
  llama.cpp
• 14:10
  and
• 14:10
  MLX,
• 14:11
  both
• 14:11
  on
• 14:11
  4-bit
• 14:12
  DeepSeek
• 14:12
  V4
• 14:12
  Flash
• 14:13
  and
• 14:13
  Qwen
• 14:13
  3.8
• 14:13
  Flash,
• 14:14
  and
• 14:14
  the
• 14:15
  result
• 14:15
  is
• 14:15
  a
• 14:15
  familiar
• 14:15
  split.
• 14:17
  Single-user
• 14:17
  decode
• 14:17
  is
• 14:18
  roughly
• 14:18
  even
• 14:18
  on
• 14:18
  DeepSeek
• 14:19
  (about
• 14:19
  38
• 14:20
  tok/s
• 14:20
  each)
• 14:20
  and
• 14:20
  favors
• 14:21
  the
• 14:21
  Mac
• 14:21
  on
• 14:21
  Qwen
• 14:21
  (45
• 14:22
  vs
• 14:22
  38),
• 14:23
  with
• 14:23
  MLX
• 14:24
  pushing
• 14:24
  DeepSeek
• 14:24
  to
• 14:24
  53
• 14:25
  tok/s,
• 14:26
  "34%
• 14:27
  faster
• 14:27
  just
• 14:27
  from
• 14:28
  switching
• 14:28
  software."
• 14:29
  Prefill
• 14:29
  goes
• 14:30
  the
• 14:30
  other
• 14:30
  way,
• 14:30
  hard:
• 14:31
  a
• 14:31
  32K-token
• 14:32
  codebase
• 14:32
  prompt
• 14:33
  took
• 14:33
  17
• 14:33
  seconds
• 14:34
  on
• 14:34
  the
• 14:34
  Sparks
• 14:34
  and
• 14:34
  50
• 14:35
  on
• 14:35
  the
• 14:35
  Mac,
• 14:35
  and
• 14:36
  at
• 14:36
  eight
• 14:36
  users
• 14:36
  on
• 14:36
  Qwen
• 14:36
  the
• 14:36
  Sparks
• 14:37
  sustained
• 14:37
  120
• 14:38
  tok/s
• 14:39
  aggregate
• 14:39
  against
• 14:39
  66
• 14:40
  to
• 14:40
  70.
• 14:41
  The
• 14:41
  verdict:
• 14:42
  "Really,
• 14:43
  the
• 14:43
  Mac
• 14:43
  is
• 14:43
  a
• 14:43
  machine
• 14:44
  for
• 14:44
  one
• 14:44
  person,
• 14:44
  maybe
• 14:45
  two.
• 14:46
  The
• 14:46
  Sparks
• 14:46
  are
• 14:46
  a
• 14:46
  little
• 14:46
  bit
• 14:46
  better
• 14:47
  for
• 14:47
  a
• 14:47
  small
• 14:47
  team."
• 14:48
  The
• 14:48
  software
• 14:49
  side
• 14:49
  is
• 14:49
  fragmenting
• 14:50
  in
• 14:50
  a
• 14:50
  way
• 14:50
  a
• 14:50
  r/LocalLLaMA
• 14:51
  post
• 14:52
  names
• 14:52
  well:
• 14:52
  "overfit
• 14:53
  inference
• 14:53
  engines."
• 14:54
  Strata,
• 14:54
  ninfer,
• 14:55
  DwarfStar,
• 14:56
  Splash,
• 14:57
  llamAmpere,
• 14:57
  and
• 14:58
  gufo
• 14:58
  give
• 14:58
  up
• 14:58
  the
• 14:58
  generality
• 14:59
  of
• 14:59
  llama.cpp
• 15:01
  and
• 15:01
  vLLM
• 15:02
  to
• 15:02
  optimize
• 15:02
  for
• 15:02
  one
• 15:03
  model
• 15:03
  family
• 15:03
  and
• 15:04
  often
• 15:04
  one
• 15:04
  hardware
• 15:05
  target.
• 15:05
  The
• 15:06
  payoff
• 15:06
  is
• 15:06
  concrete:
• 15:07
  one
• 15:07
  commenter
• 15:08
  on
• 15:08
  dual
• 15:08
  Xeon
• 15:08
  Max
• 15:09
  gets
• 15:09
  7
• 15:10
  tok/s
• 15:10
  from
• 15:10
  llama.cpp,
• 15:11
  12
• 15:13
  from
• 15:13
  SGLang,
• 15:13
  and
• 15:14
  67
• 15:14
  from
• 15:14
  a
• 15:14
  custom
• 15:15
  NUMA-plus-AMX
• 15:16
  engine.
• 15:17
  Strata's
• 15:17
  owner
• 15:17
  is
• 15:18
  blunt:
• 15:18
  "Each
• 15:19
  model
• 15:19
  architecture
• 15:19
  needs
• 15:20
  its
• 15:20
  own
• 15:20
  engine
• 15:20
  period."
• 15:21
  The
• 15:21
  counterargument
• 15:22
  is
• 15:22
  maintenance:
• 15:23
  requirements
• 15:23
  change
• 15:24
  weekly,
• 15:25
  and
• 15:25
  each
• 15:25
  feature
• 15:25
  must
• 15:25
  be
• 15:26
  reimplemented
• 15:26
  per
• 15:26
  runtime.
• 15:28
  Strata
• 15:28
  itself
• 15:28
  shipped
• 15:28
  experimental,
• 15:30
  Linux-only
• 15:30
  Strix
• 15:31
  Halo
• 15:31
  support
• 15:31
  for
• 15:31
  Qwen3.8-Flash-Next,
• 15:35
  claiming
• 15:36
  the
• 15:36
  best
• 15:36
  long-context
• 15:37
  decode
• 15:37
  and
• 15:37
  prefill
• 15:38
  numbers
• 15:38
  on
• 15:38
  Unsloth
• 15:38
  Q4
• 15:39
  weights
• 15:39
  and
• 15:39
  usable
• 15:40
  context
• 15:40
  up
• 15:40
  to
• 15:40
  1M
• 15:41
  tokens;
• 15:42
  users
• 15:42
  report
• 15:42
  2,300
• 15:43
  tok/s
• 15:44
  prefill
• 15:45
  and
• 15:45
  80
• 15:45
  to
• 15:46
  90
• 15:46
  decode
• 15:46
  on
• 15:46
  dual
• 15:47
  RTX
• 15:47
  3090s.
• 15:48
  For
• 15:49
  the
• 15:49
  generalist
• 15:49
  baseline,
• 15:50
  a
• 15:50
  Hugging
• 15:50
  Face
• 15:51
  talk
• 15:51
  deck
• 15:51
  on
• 15:51
  the
• 15:51
  llama.cpp
• 15:53
  ecosystem
• 15:54
  offers
• 15:54
  a
• 15:54
  useful
• 15:55
  definition:
• 15:56
  "If
• 15:56
  you
• 15:56
  can
• 15:56
  run
• 15:57
  a
• 15:57
  model
• 15:57
  on
• 15:57
  single
• 15:57
  consumer
• 15:58
  GPU
• 15:58
  it
• 15:59
  is
• 15:59
  local";
• 16:00
  anything
• 16:00
  larger
• 16:01
  is
• 16:01
  "just
• 16:01
  open-weights."
• 16:03
  It
• 16:03
  explains
• 16:03
  why
• 16:03
  prefill
• 16:04
  is
• 16:04
  compute-bound
• 16:05
  and
• 16:05
  decode
• 16:05
  is
• 16:05
  bandwidth-bound,
• 16:07
  why
• 16:07
  30
• 16:07
  to
• 16:07
  40
• 16:08
  tok/s
• 16:09
  is
• 16:09
  the
• 16:09
  decode
• 16:10
  floor
• 16:10
  worth
• 16:10
  targeting,
• 16:11
  why
• 16:11
  4-bit
• 16:12
  is
• 16:13
  "usually
• 16:13
  a
• 16:13
  good
• 16:13
  point
• 16:14
  for
• 16:14
  mid-to-large
• 16:14
  models,"
• 16:15
  and
• 16:15
  why
• 16:15
  speculative
• 16:16
  decoding
• 16:17
  is
• 16:17
  "lossless
• 16:17
  (unlike
• 16:18
  quantization),"
• 16:19
  with
• 16:19
  MTP,
• 16:20
  DFlash,
• 16:21
  and
• 16:21
  Eagle3
• 16:22
  supported
• 16:22
  alongside
• 16:23
  a
• 16:23
  web
• 16:23
  UI
• 16:24
  with
• 16:24
  Model
• 16:24
  Context
• 16:25
  Protocol
• 16:25
  (MCP)
• 16:26
  tool
• 16:26
  support.
• 16:31
  A
• 16:31
  final-year
• 16:32
  student
• 16:32
  in
• 16:32
  Bangalore,
• 16:33
  working
• 16:33
  alone
• 16:33
  on
• 16:34
  incubator
• 16:34
  funding,
• 16:35
  has
• 16:35
  trained
• 16:35
  a
• 16:35
  roughly
• 16:36
  960M-parameter
• 16:37
  world
• 16:38
  model
• 16:38
  that
• 16:38
  turns
• 16:38
  a
• 16:38
  single
• 16:39
  image
• 16:39
  into
• 16:39
  a
• 16:39
  playable
• 16:40
  character
• 16:40
  and
• 16:41
  follows
• 16:41
  text
• 16:41
  prompts
• 16:41
  switched
• 16:42
  mid-rollout:
• 16:42
  "add
• 16:43
  a
• 16:43
  pond
• 16:43
  to
• 16:43
  the
• 16:43
  desert,"
• 16:44
  "change
• 16:44
  environment
• 16:45
  to
• 16:45
  icy."
• 16:45
  It
• 16:45
  is
• 16:45
  a
• 16:45
  pure
• 16:46
  transformer
• 16:46
  with
• 16:46
  a
• 16:47
  block-causal
• 16:47
  mask,
• 16:47
  trained
• 16:48
  with
• 16:48
  diffusion
• 16:48
  forcing
• 16:49
  so
• 16:49
  each
• 16:49
  frame
• 16:49
  is
• 16:50
  noised
• 16:50
  independently,
• 16:51
  running
• 16:51
  2
• 16:51
  to
• 16:51
  5
• 16:51
  diffusion
• 16:52
  steps
• 16:52
  per
• 16:52
  frame
• 16:53
  before
• 16:53
  appending
• 16:53
  it
• 16:53
  to
• 16:54
  a
• 16:54
  KV
• 16:54
  cache
• 16:54
  with
• 16:54
  an
• 16:55
  80-frame
• 16:55
  sliding
• 16:55
  window.
• 16:56
  The
• 16:56
  key
• 16:56
  change
• 16:56
  from
• 16:57
  the
• 16:57
  author's
• 16:57
  earlier
• 16:57
  MMDiT
• 16:58
  attempt
• 16:58
  is
• 16:58
  text
• 16:59
  cross-attention;
• 17:00
  previously
• 17:00
  frame
• 17:01
  and
• 17:01
  text
• 17:01
  keys
• 17:01
  competed
• 17:02
  in
• 17:02
  one
• 17:02
  softmax,
• 17:03
  so
• 17:03
  live
• 17:03
  text
• 17:03
  guidance
• 17:04
  never
• 17:04
  worked.
• 17:05
  Peak
• 17:05
  throughput
• 17:06
  is
• 17:06
  50
• 17:06
  to
• 17:06
  60
• 17:06
  fps
• 17:07
  on
• 17:07
  an
• 17:07
  RTX
• 17:08
  5090,
• 17:08
  30
• 17:09
  fps
• 17:10
  on
• 17:10
  an
• 17:10
  M5
• 17:10
  MacBook,
• 17:11
  and
• 17:11
  13
• 17:11
  to
• 17:11
  20
• 17:12
  fps
• 17:12
  on
• 17:12
  a
• 17:12
  4060
• 17:13
  Ti,
• 17:14
  after
• 17:14
  8×H100
• 17:15
  for
• 17:15
  three
• 17:15
  to
• 17:15
  four
• 17:15
  weeks
• 17:16
  of
• 17:16
  training.
• 17:17
  It
• 17:17
  is
• 17:17
  unreleased,
• 17:17
  with
• 17:17
  a
• 17:18
  target
• 17:18
  of
• 17:18
  year
• 17:18
  end.
• 17:19
  On
• 17:19
  audio,
• 17:20
  audio.cpp's
• 17:21
  latest
• 17:21
  release
• 17:21
  lands
• 17:22
  the
• 17:22
  TTS
• 17:22
  work
• 17:22
  promised
• 17:23
  on
• 17:23
  its
• 17:23
  summer
• 17:23
  roadmap.
• 17:24
  Higgs
• 17:25
  Audio
• 17:25
  TTS
• 17:25
  now
• 17:26
  runs
• 17:26
  in
• 17:26
  about
• 17:26
  6
• 17:26
  GB
• 17:27
  of
• 17:27
  VRAM,
• 17:27
  a
• 17:28
  48%
• 17:28
  reduction,
• 17:29
  HTDemucs
• 17:30
  source
• 17:30
  separation
• 17:30
  is
• 17:31
  2.21x
• 17:31
  faster
• 17:32
  on
• 17:32
  CUDA,
• 17:33
  and
• 17:33
  PocketTTS
• 17:33
  is
• 17:34
  2.23x
• 17:34
  faster
• 17:35
  on
• 17:35
  CPU,
• 17:36
  all
• 17:36
  claimed
• 17:36
  with
• 17:36
  no
• 17:37
  parity
• 17:37
  loss.
• 17:38
  An
• 17:38
  upcoming
• 17:38
  "Any
• 17:39
  TTS"
• 17:39
  pipeline
• 17:39
  bolts
• 17:40
  voice
• 17:40
  conversion
• 17:40
  onto
• 17:40
  fast
• 17:41
  lightweight
• 17:41
  models
• 17:41
  like
• 17:42
  Piper
• 17:42
  or
• 17:42
  Kokoro
• 17:42
  to
• 17:43
  give
• 17:43
  them
• 17:43
  cloning.
• 17:44
  The
• 17:44
  code-rendered
• 17:44
  video
• 17:45
  trick
• 17:45
  associated
• 17:45
  with
• 17:45
  Opus
• 17:46
  5.5
• 17:46
  turns
• 17:47
  out
• 17:47
  not
• 17:47
  to
• 17:47
  need
• 17:47
  Opus.
• 17:48
  The
• 17:48
  model
• 17:49
  writes
• 17:49
  a
• 17:49
  self-contained
• 17:49
  HTML/Canvas
• 17:51
  scene
• 17:51
  where
• 17:51
  each
• 17:52
  frame
• 17:52
  is
• 17:52
  a
• 17:52
  pure
• 17:52
  function
• 17:53
  of
• 17:53
  time,
• 17:54
  a
• 17:54
  headless
• 17:54
  browser
• 17:54
  captures
• 17:55
  frames,
• 17:55
  and
• 17:56
  ffmpeg
• 17:56
  encodes
• 17:56
  the
• 17:57
  MP4.
• 17:58
  One
• 17:58
  user
• 17:58
  ran
• 17:59
  the
• 17:59
  pipeline
• 17:59
  on
• 17:59
  a
• 17:59
  local
• 18:00
  NVFP4-quantized
• 18:01
  Qwen
• 18:01
  3.8
• 18:02
  27B
• 18:03
  and
• 18:03
  got
• 18:03
  a
• 18:03
  two-minute
• 18:04
  1080p
• 18:04
  explainer
• 18:05
  on
• 18:05
  GPS
• 18:05
  with
• 18:05
  TTS
• 18:06
  narration
• 18:06
  and
• 18:06
  WebAudio
• 18:07
  music.
• 18:08
  The
• 18:08
  comments
• 18:08
  supply
• 18:09
  the
• 18:09
  quality
• 18:09
  control
• 18:09
  the
• 18:09
  model
• 18:10
  did
• 18:10
  not:
• 18:10
  the
• 18:10
  orbits
• 18:11
  are
• 18:11
  wrong,
• 18:11
  satellites
• 18:12
  must
• 18:12
  broadcast
• 18:13
  positions
• 18:13
  and
• 18:13
  not
• 18:13
  just
• 18:14
  a
• 18:14
  time
• 18:14
  signal,
• 18:15
  and
• 18:15
  the
• 18:15
  script
• 18:15
  contradicts
• 18:16
  itself
• 18:16
  on
• 18:16
  three
• 18:16
  versus
• 18:17
  four
• 18:17
  distances.
• 18:18
  One
• 18:18
  commenter
• 18:19
  calls
• 18:19
  the
• 18:19
  gap
• 18:19
  the
• 18:20
  "slopline,"
• 18:20
  a
• 18:20
  boundary
• 18:21
  frontier
• 18:21
  models
• 18:21
  cross
• 18:22
  and
• 18:22
  small
• 18:22
  ones
• 18:22
  do
• 18:23
  not
• 18:23
  yet.