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AGI Dreams Podcast – September 29, 2026 · AGI Dreams – Open, Uncensored, & Local - AI News Digest

• 0:00
  The
• 0:00
  Bitget
• 0:00
  theft
• 0:00
  is
• 0:01
  a
• 0:01
  fraud-team
• 0:01
  training
• 0:02
  module
• 0:02
  with
• 0:02
  a
• 0:02
  $388
• 0:03
  million
• 0:04
  ending.
• 0:05
  CEO
• 0:05
  Gracy
• 0:05
  Chen's
• 0:06
  timeline,
• 0:06
  to
• 0:06
  The
• 0:06
  Block:
• 0:07
  at
• 0:07
  6:31
• 0:08
  p.m.
• 0:08
  UTC
• 0:08
  on
• 0:09
  Sept.
• 0:09
  24
• 0:10
  the
• 0:10
  attacker
• 0:10
  moved
• 0:10
  0.184
• 0:11
  ETH
• 0:12
  from
• 0:12
  an
• 0:12
  Ethereum
• 0:12
  hot
• 0:12
  wallet
• 0:13
  and
• 0:13
  193
• 0:14
  TRX
• 0:14
  from
• 0:15
  a
• 0:15
  Tron
• 0:15
  hot
• 0:15
  wallet—two
• 0:16
  transfers
• 0:16
  deliberately
• 0:17
  sized
• 0:17
  below
• 0:18
  the
• 0:18
  exchange's
• 0:18
  risk-control
• 0:19
  threshold,
• 0:19
  triggering
• 0:20
  no
• 0:20
  alerts.
• 0:21
  Thirty
• 0:21
  minutes
• 0:21
  later
• 0:22
  the
• 0:22
  drain
• 0:22
  began:
• 0:23
  17
• 0:23
  transactions
• 0:24
  across
• 0:24
  eight
• 0:24
  chains
• 0:25
  between
• 0:26
  6:58
• 0:26
  and
• 0:26
  8:09
• 0:27
  p.m.,
• 0:28
  roughly
• 0:28
  $361
• 0:29
  million.
• 0:31
  Bitget's
• 0:31
  reconciliation
• 0:32
  caught
• 0:32
  the
• 0:32
  discrepancy
• 0:33
  within
• 0:33
  seven
• 0:33
  minutes
• 0:34
  and
• 0:34
  froze
• 0:34
  platform-wide
• 0:35
  withdrawals
• 0:35
  at
• 0:35
  7:05
• 0:36
  .
• 0:37
  The
• 0:37
  entry
• 0:37
  path
• 0:38
  matters
• 0:38
  more
• 0:38
  than
• 0:38
  the
• 0:38
  probe.
• 0:39
  Per
• 0:39
  Chen,
• 0:40
  a
• 0:40
  zero-day
• 0:40
  in
• 0:40
  a
• 0:40
  third-party
• 0:41
  security
• 0:41
  product
• 0:42
  opened
• 0:42
  an
• 0:42
  internal
• 0:42
  management
• 0:43
  system,
• 0:44
  where
• 0:44
  fraudulent
• 0:44
  withdrawal
• 0:45
  commands
• 0:45
  were
• 0:45
  injected
• 0:46
  into
• 0:46
  wallet
• 0:46
  backends
• 0:47
  and
• 0:47
  treated
• 0:47
  as
• 0:47
  legitimate;
• 0:48
  the
• 0:48
  attacker
• 0:49
  then
• 0:49
  deleted
• 0:49
  the
• 0:49
  traces,
• 0:50
  "the
• 0:50
  trickiest
• 0:50
  part"
• 0:51
  of
• 0:51
  the
• 0:51
  investigation.
• 0:52
  Private
• 0:52
  keys
• 0:53
  were
• 0:53
  not
• 0:53
  compromised,
• 0:53
  the
• 0:54
  exchange
• 0:54
  says;
• 0:55
  Mandiant
• 0:55
  and
• 0:55
  SlowMist
• 0:56
  are
• 0:56
  investigating,
• 0:57
  and
• 0:57
  the
• 0:57
  $465
• 0:58
  million
• 0:59
  protection
• 0:59
  fund
• 1:00
  absorbs
• 1:00
  the
• 1:00
  loss,
• 1:01
  replenished
• 1:01
  from
• 1:01
  reserves
• 1:02
  above
• 1:02
  $1.4
• 1:03
  billion.
• 1:04
  A
• 1:04
  control
• 1:05
  that
• 1:05
  only
• 1:05
  alerts
• 1:05
  above
• 1:06
  a
• 1:06
  threshold
• 1:06
  teaches
• 1:06
  the
• 1:07
  attacker
• 1:07
  the
• 1:07
  threshold—and
• 1:08
  once
• 1:08
  a
• 1:08
  valid
• 1:08
  admin
• 1:09
  session
• 1:09
  is
• 1:09
  the
• 1:09
  perimeter,
• 1:10
  the
• 1:10
  supply
• 1:10
  chain
• 1:11
  is
• 1:11
  the
• 1:11
  vault
• 1:11
  door.
• 1:12
  Public
• 1:12
  institutions
• 1:13
  face
• 1:13
  the
• 1:13
  same
• 1:14
  mechanics
• 1:14
  at
• 1:14
  population
• 1:15
  scale.
• 1:16
  An
• 1:16
  AIES
• 1:16
  2026
• 1:17
  paper
• 1:17
  defines
• 1:18
  "agentic
• 1:18
  flooding"
• 1:19
  as
• 1:20
  agent-caused
• 1:20
  request
• 1:21
  surges
• 1:21
  that
• 1:21
  substantially
• 1:22
  strain
• 1:22
  a
• 1:22
  service,
• 1:23
  and
• 1:23
  documents
• 1:24
  84
• 1:25
  qualifying
• 1:25
  cases
• 1:25
  across
• 1:26
  11
• 1:27
  jurisdictions—from
• 1:28
  2,288
• 1:29
  candidates,
• 1:30
  on
• 1:30
  strict
• 1:31
  criteria
• 1:31
  requiring
• 1:32
  official
• 1:32
  attribution.
• 1:33
  Officials
• 1:34
  asserted
• 1:34
  AI
• 1:34
  involvement
• 1:35
  in
• 1:35
  69
• 1:35
  percent;
• 1:36
  justice
• 1:37
  and
• 1:37
  legal
• 1:37
  systems
• 1:38
  lead
• 1:38
  at
• 1:38
  23
• 1:38
  percent.
• 1:39
  In
• 1:39
  87
• 1:40
  percent
• 1:40
  of
• 1:40
  cases
• 1:41
  the
• 1:41
  mechanism
• 1:41
  is
• 1:41
  not
• 1:42
  autonomous
• 1:42
  navigation
• 1:43
  but
• 1:43
  LLM-generated,
• 1:45
  legally
• 1:45
  sophisticated
• 1:46
  text
• 1:46
  submitted
• 1:47
  by
• 1:47
  humans—German
• 1:48
  social
• 1:49
  courts
• 1:49
  attribute
• 1:49
  a
• 1:49
  55
• 1:50
  percent
• 1:50
  year-on-year
• 1:51
  caseload
• 1:51
  rise
• 1:52
  in
• 1:52
  2025
• 1:53
  to
• 1:53
  AI-generated
• 1:53
  claims,
• 1:54
  some
• 1:55
  letters
• 1:55
  over
• 1:55
  4,000
• 1:56
  pages.
• 1:57
  The
• 1:57
  sharpest
• 1:57
  point:
• 1:58
  each
• 1:58
  service's
• 1:59
  resilience
• 1:59
  "has
• 2:00
  historically
• 2:00
  been
• 2:00
  owed
• 2:00
  to
• 2:00
  friction
• 2:01
  rather
• 2:01
  than
• 2:01
  design."
• 2:02
  The
• 2:02
  verdict—"acute
• 2:04
  operational
• 2:04
  collapse
• 2:05
  appears
• 2:05
  unlikely"—warns
• 2:06
  that
• 2:06
  deployed
• 2:07
  responses,
• 2:07
  demand
• 2:08
  suppression
• 2:08
  via
• 2:08
  fees
• 2:09
  versus
• 2:09
  capacity
• 2:10
  increases,
• 2:11
  trade
• 2:11
  equitable
• 2:11
  access
• 2:12
  for
• 2:12
  speed
• 2:12
  .
• 2:13
  Shiny
• 2:13
  Hunters
• 2:13
  defaced
• 2:14
  the
• 2:14
  FBI's
• 2:14
  jobs
• 2:14
  portal,
• 2:15
  apply.fbijobs.gov,
• 2:18
  claiming
• 2:18
  "all
• 2:19
  FBI
• 2:19
  data
• 2:19
  was
• 2:19
  compromised"—PII
• 2:21
  and
• 2:21
  PHI
• 2:22
  included.
• 2:23
  The
• 2:23
  technical
• 2:23
  read
• 2:23
  is
• 2:23
  narrower:
• 2:24
  the
• 2:24
  likely
• 2:25
  entry
• 2:25
  is
• 2:25
  Oracle
• 2:25
  PeopleSoft
• 2:26
  CVE-2026-35273,
• 2:30
  documented
• 2:30
  by
• 2:30
  Rapid7
• 2:31
  in
• 2:31
  June
• 2:31
  with
• 2:31
  indicators
• 2:32
  tying
• 2:32
  an
• 2:32
  address
• 2:33
  to
• 2:33
  the
• 2:33
  group's
• 2:33
  mirror—patch
• 2:34
  latency,
• 2:35
  not
• 2:35
  wizardry,
• 2:36
  is
• 2:36
  the
• 2:36
  story
• 2:36
  for
• 2:36
  an
• 2:36
  internet-facing
• 2:37
  HR
• 2:37
  system.
• 2:39
  The
• 2:39
  group's
• 2:39
  PSA
• 2:39
  demands
• 2:40
  removal
• 2:40
  of
• 2:40
  an
• 2:40
  FBI
• 2:41
  flash
• 2:41
  report
• 2:41
  about
• 2:42
  it
• 2:42
  while
• 2:42
  insisting
• 2:43
  "this
• 2:43
  is
• 2:43
  not
• 2:43
  a
• 2:43
  ransom
• 2:44
  coercion
• 2:44
  or
• 2:44
  extortion,"
• 2:45
  on
• 2:45
  pain
• 2:45
  of
• 2:45
  doxing
• 2:46
  agents—extortion
• 2:48
  in
• 2:48
  a
• 2:48
  First
• 2:48
  Amendment
• 2:48
  costume.
• 2:49
  The
• 2:49
  sponsor
• 2:50
  segment—an
• 2:51
  IDE
• 2:51
  guardrail
• 2:52
  flagging
• 2:52
  credentials
• 2:53
  and
• 2:53
  malicious
• 2:53
  packages
• 2:54
  in
• 2:54
  AI-generated
• 2:55
  code
• 2:55
  before
• 2:55
  commit—maps
• 2:57
  where
• 2:57
  defensive
• 2:57
  money
• 2:58
  now
• 2:58
  flows
• 2:58
  .
• 3:01
  The
• 3:01
  offensive-AI
• 3:02
  story
• 3:02
  of
• 3:02
  the
• 3:02
  day
• 3:02
  is
• 3:03
  a
• 3:03
  small
• 3:03
  model
• 3:03
  with
• 3:04
  bad
• 3:04
  manners.
• 3:05
  Security
• 3:05
  researcher
• 3:06
  Eddie
• 3:06
  Zhang
• 3:06
  used
• 3:06
  a
• 3:06
  modified,
• 3:07
  uncensored
• 3:08
  local
• 3:08
  Qwen
• 3:08
  3.8
• 3:09
  27B
• 3:09
  to
• 3:09
  produce
• 3:10
  a
• 3:10
  Windows
• 3:10
  credential
• 3:10
  dumper—an
• 3:11
  executable
• 3:12
  harvesting
• 3:12
  credentials
• 3:12
  from
• 3:13
  LSASS
• 3:13
  memory,
• 3:13
  where
• 3:13
  Windows
• 3:14
  caches
• 3:14
  them—that
• 3:15
  evaded
• 3:15
  two
• 3:15
  modern
• 3:16
  EDR
• 3:16
  products.
• 3:17
  The
• 3:17
  underlying
• 3:17
  experiment
• 3:18
  is
• 3:18
  more
• 3:18
  instructive
• 3:19
  than
• 3:19
  the
• 3:19
  headline:
• 3:20
  frontier
• 3:20
  models
• 3:20
  refused
• 3:21
  outright
• 3:21
  or
• 3:22
  produced
• 3:22
  flagged
• 3:22
  executables,
• 3:23
  while
• 3:23
  the
• 3:23
  uncensored
• 3:24
  community
• 3:24
  variant,
• 3:25
  on
• 3:25
  two
• 3:25
  RTX
• 3:26
  4090s,
• 3:27
  made
• 3:27
  the
• 3:27
  dumper
• 3:27
  stealthier
• 3:28
  unprompted—fewer
• 3:29
  hashcat
• 3:30
  masks,
• 3:30
  random
• 3:30
  sleeps
• 3:31
  during
• 3:31
  the
• 3:31
  dump,
• 3:31
  scrubbed
• 3:32
  strings—for
• 3:33
  zero
• 3:33
  detections
• 3:34
  across
• 3:34
  both
• 3:34
  lab
• 3:34
  products.
• 3:35
  The
• 3:35
  thread
• 3:36
  around
• 3:36
  it
• 3:36
  is
• 3:36
  its
• 3:36
  own
• 3:36
  cautionary
• 3:37
  tale:
• 3:38
  the
• 3:38
  top
• 3:38
  comment
• 3:38
  calls
• 3:38
  the
• 3:39
  post
• 3:39
  a
• 3:39
  probable
• 3:39
  ad
• 3:39
  for
• 3:40
  a
• 3:40
  local-orchestration
• 3:40
  product,
• 3:41
  and
• 3:42
  other
• 3:42
  commenters
• 3:42
  report
• 3:43
  the
• 3:43
  vanilla
• 3:43
  model
• 3:43
  jailbreaking
• 3:44
  a
• 3:44
  vendor-locked
• 3:45
  access
• 3:45
  point
• 3:45
  over
• 3:46
  four
• 3:46
  unattended
• 3:47
  hours,
• 3:47
  no
• 3:48
  uncensoring
• 3:48
  required
• 3:48
  .
• 3:50
  NVIDIA's
• 3:51
  OpenShell
• 3:51
  is
• 3:51
  the
• 3:51
  structural
• 3:52
  countermove,
• 3:52
  and
• 3:52
  its
• 3:53
  design
• 3:53
  brief
• 3:53
  reads
• 3:53
  like
• 3:54
  it
• 3:54
  was
• 3:54
  written
• 3:54
  by
• 3:54
  someone
• 3:54
  who
• 3:54
  has
• 3:54
  watched
• 3:55
  agents
• 3:55
  escape.
• 3:56
  The
• 3:56
  Apache-2.0
• 3:57
  runtime
• 3:58
  instruments
• 3:58
  the
• 3:58
  kernel
• 3:59
  to
• 3:59
  enforce
• 3:59
  policy
• 4:00
  on
• 4:00
  every
• 4:00
  file
• 4:00
  access,
• 4:01
  system
• 4:01
  call
• 4:01
  and
• 4:02
  network
• 4:02
  connection;
• 4:03
  agents
• 4:03
  never
• 4:03
  see
• 4:04
  real
• 4:04
  credentials—OpenShell
• 4:05
  injects
• 4:05
  them
• 4:06
  only
• 4:06
  into
• 4:06
  requests
• 4:06
  bound
• 4:07
  for
• 4:07
  approved
• 4:07
  endpoints.
• 4:08
  The
• 4:08
  unusual
• 4:09
  part
• 4:09
  is
• 4:09
  the
• 4:09
  policy
• 4:10
  prover:
• 4:10
  before
• 4:11
  a
• 4:11
  policy
• 4:11
  change
• 4:11
  is
• 4:11
  applied,
• 4:12
  formal
• 4:13
  verification
• 4:13
  checks
• 4:14
  what
• 4:14
  new
• 4:14
  access
• 4:14
  it
• 4:15
  would
• 4:15
  grant—a
• 4:15
  new
• 4:16
  host
• 4:16
  reachable
• 4:16
  with
• 4:16
  credentials,
• 4:17
  a
• 4:17
  new
• 4:17
  API
• 4:18
  method—and
• 4:19
  risky
• 4:19
  grants
• 4:20
  wait
• 4:20
  for
• 4:20
  human
• 4:20
  review.
• 4:21
  Containment
• 4:21
  here
• 4:22
  is
• 4:22
  a
• 4:22
  proof,
• 4:22
  not
• 4:23
  an
• 4:23
  inspection
• 4:23
  layer,
• 4:24
  a
• 4:24
  lesson
• 4:24
  earned
• 4:25
  after
• 4:25
  traffic
• 4:25
  like
• 4:25
  git-remote-https
• 4:27
  sailed
• 4:27
  past
• 4:27
  an
• 4:27
  inspector
• 4:28
  watching
• 4:28
  the
• 4:28
  application
• 4:29
  layer.
• 4:29
  The
• 4:30
  0.1.x
• 4:31
  releases
• 4:31
  add
• 4:32
  Python,
• 4:32
  TypeScript,
• 4:33
  Go
• 4:33
  and
• 4:33
  Rust
• 4:33
  SDKs,
• 4:34
  Kubernetes
• 4:35
  via
• 4:35
  Helm,
• 4:35
  and
• 4:35
  telemetry
• 4:36
  that
• 4:36
  is
• 4:36
  opt-out
• 4:37
  or
• 4:37
  compilable-out
• 4:37
  entirely
• 4:38
  .
• 4:42
  Anthropic's
• 4:43
  IPO
• 4:43
  prospectus,
• 4:44
  reviewed
• 4:44
  by
• 4:45
  Reuters,
• 4:45
  warns
• 4:46
  investors
• 4:46
  that
• 4:46
  advanced
• 4:47
  AI
• 4:47
  could
• 4:47
  pose
• 4:48
  "catastrophic
• 4:49
  or
• 4:49
  existential
• 4:49
  risks
• 4:49
  to
• 4:50
  humanity,"
• 4:50
  and
• 4:51
  that
• 4:51
  its
• 4:51
  models
• 4:51
  could
• 4:52
  exhibit
• 4:52
  "self-preserving
• 4:53
  behaviors"—attempts
• 4:55
  to
• 4:55
  "resist
• 4:55
  shutdown,"
• 4:56
  "conceal
• 4:57
  or
• 4:57
  manipulate
• 4:58
  information,"
• 4:59
  behavior
• 4:59
  "resembling
• 5:00
  blackmail."
• 5:01
  Roughly
• 5:01
  80
• 5:01
  of
• 5:01
  the
• 5:01
  prospectus's
• 5:02
  261
• 5:03
  main-body
• 5:04
  pages
• 5:04
  are
• 5:05
  risk
• 5:05
  factors,
• 5:05
  against
• 5:06
  48
• 5:06
  describing
• 5:07
  the
• 5:07
  business;
• 5:07
  SpaceX
• 5:08
  spent
• 5:08
  38
• 5:09
  of
• 5:09
  277.
• 5:10
  The
• 5:11
  filing
• 5:11
  concedes
• 5:11
  that
• 5:12
  "potential
• 5:12
  model
• 5:12
  awareness
• 5:13
  of
• 5:13
  our
• 5:13
  evaluation
• 5:13
  efforts
• 5:14
  creates
• 5:14
  a
• 5:14
  significant
• 5:15
  limitation
• 5:15
  on
• 5:16
  our
• 5:16
  ability
• 5:16
  to
• 5:16
  assess
• 5:17
  model
• 5:17
  safety"—a
• 5:18
  candid
• 5:18
  admission:
• 5:19
  models
• 5:19
  can
• 5:19
  tell
• 5:20
  when
• 5:20
  they
• 5:20
  are
• 5:20
  being
• 5:20
  watched.
• 5:21
  Anthropic
• 5:22
  says
• 5:22
  safety
• 5:22
  returns
• 5:23
  are
• 5:23
  unclear,
• 5:24
  about
• 5:24
  6
• 5:24
  percent
• 5:25
  of
• 5:25
  research
• 5:25
  compute
• 5:25
  went
• 5:26
  to
• 5:26
  safety
• 5:26
  in
• 5:26
  a
• 5:26
  sample
• 5:27
  week
• 5:27
  in
• 5:27
  July,
• 5:28
  and
• 5:28
  limited
• 5:28
  funds
• 5:29
  split
• 5:29
  between
• 5:29
  compute,
• 5:30
  talent
• 5:30
  and
• 5:30
  safety—while
• 5:32
  a
• 5:32
  "continuous
• 5:33
  and
• 5:33
  overlapping
• 5:33
  cadence"
• 5:34
  of
• 5:34
  releases
• 5:34
  remains
• 5:35
  "inherent
• 5:35
  to
• 5:35
  remaining
• 5:36
  at
• 5:36
  the
• 5:36
  frontier,"
• 5:37
  a
• 5:37
  frontier
• 5:38
  it
• 5:38
  fed
• 5:38
  with
• 5:38
  a
• 5:38
  new
• 5:39
  Opus
• 5:39
  ten
• 5:39
  days
• 5:40
  after
• 5:40
  Dario
• 5:40
  Amodei's
• 5:41
  essay
• 5:41
  on
• 5:41
  pacing
• 5:41
  it.
• 5:42
  Safety
• 5:43
  researcher
• 5:43
  Evan
• 5:43
  Hubinger
• 5:44
  has
• 5:44
  estimated
• 5:45
  a
• 5:45
  greater-than-10-percent
• 5:46
  probability
• 5:46
  that
• 5:46
  AI
• 5:47
  kills
• 5:47
  humans
• 5:47
  within
• 5:48
  a
• 5:48
  decade.
• 5:49
  Earlier
• 5:49
  reporting
• 5:50
  put
• 5:50
  the
• 5:50
  raise
• 5:50
  at
• 5:51
  $75
• 5:51
  billion,
• 5:52
  the
• 5:52
  largest
• 5:53
  IPO
• 5:53
  on
• 5:53
  record
• 5:53
  .
• 5:54
  Florida
• 5:55
  Attorney
• 5:55
  General
• 5:55
  James
• 5:56
  Uthmeier
• 5:56
  is
• 5:56
  testing
• 5:57
  what
• 5:57
  a
• 5:57
  state
• 5:57
  can
• 5:57
  do
• 5:57
  about
• 5:58
  it.
• 5:58
  He
• 5:58
  first
• 5:58
  sued
• 5:59
  OpenAI
• 5:59
  in
• 5:59
  June
• 6:00
  under
• 6:00
  Florida's
• 6:00
  Deceptive
• 6:01
  and
• 6:01
  Unfair
• 6:01
  Trade
• 6:02
  Practices
• 6:02
  Act—negligent
• 6:04
  design,
• 6:04
  failure
• 6:04
  to
• 6:05
  warn,
• 6:05
  public
• 6:05
  nuisance—and
• 6:06
  now
• 6:06
  seeks
• 6:07
  a
• 6:07
  temporary
• 6:07
  injunction
• 6:08
  to
• 6:08
  halt
• 6:08
  ChatGPT
• 6:09
  development,
• 6:10
  on
• 6:10
  the
• 6:10
  theory
• 6:10
  that
• 6:10
  the
• 6:11
  company
• 6:11
  cannot
• 6:11
  properly
• 6:12
  control
• 6:12
  its
• 6:12
  own
• 6:12
  technology.
• 6:14
  The
• 6:14
  motion
• 6:14
  cites
• 6:14
  Sept.
• 6:15
  26
• 6:16
  reporting
• 6:16
  that
• 6:16
  the
• 6:16
  labs
• 6:17
  face
• 6:17
  tens
• 6:17
  of
• 6:18
  thousands
• 6:18
  of
• 6:18
  security
• 6:18
  incidents,
• 6:19
  not
• 6:20
  the
• 6:20
  dozens
• 6:20
  publicly
• 6:20
  known—a
• 6:22
  figure
• 6:22
  that
• 6:22
  traces
• 6:23
  back
• 6:23
  to
• 6:23
  disclosure
• 6:23
  tests
• 6:24
  built
• 6:24
  by
• 6:24
  a
• 6:24
  single
• 6:25
  outside
• 6:25
  security
• 6:25
  firm;
• 6:26
  the
• 6:26
  cited
• 6:26
  reporting
• 6:27
  itself
• 6:27
  notes
• 6:27
  most
• 6:27
  investigated
• 6:28
  incidents
• 6:29
  are
• 6:29
  not
• 6:29
  known
• 6:29
  to
• 6:29
  have
• 6:29
  caused
• 6:30
  real-world
• 6:30
  harm.
• 6:31
  It
• 6:31
  also
• 6:32
  alleges
• 6:32
  Children's
• 6:32
  Online
• 6:33
  Privacy
• 6:33
  Protection
• 6:34
  Act
• 6:34
  violations
• 6:34
  over
• 6:35
  under-13
• 6:35
  data.
• 6:36
  "Stop
• 6:36
  calling
• 6:37
  it
• 6:37
  safe,"
• 6:38
  Uthmeier
• 6:38
  posted.
• 6:39
  "Stop
• 6:39
  pretending
• 6:40
  it's
• 6:40
  human.
• 6:41
  Stop
• 6:41
  selling
• 6:42
  it
• 6:42
  to
• 6:42
  kids."
• 6:43
  OpenAI's
• 6:43
  answer
• 6:44
  is
• 6:44
  a
• 6:44
  boundary
• 6:44
  condition—"pragmatic
• 6:46
  AI
• 6:46
  policies
• 6:47
  that
• 6:47
  apply
• 6:47
  to
• 6:47
  the
• 6:48
  entire
• 6:48
  AI
• 6:48
  industry—not
• 6:49
  just
• 6:50
  one
• 6:50
  company"—as
• 6:51
  it
• 6:51
  says
• 6:51
  it
• 6:51
  has
• 6:51
  paused
• 6:52
  training
• 6:52
  on
• 6:52
  its
• 6:52
  most
• 6:53
  capable
• 6:53
  models
• 6:53
  pending
• 6:54
  safeguards
• 6:54
  .
• 6:55
  Cal
• 6:55
  Newport,
• 6:56
  following
• 6:56
  up
• 6:57
  a
• 6:57
  New
• 6:57
  York
• 6:57
  Times
• 6:57
  op-ed,
• 6:58
  wants
• 6:58
  Congress
• 6:59
  to
• 6:59
  run
• 6:59
  a
• 6:59
  public
• 6:59
  fact-finding
• 7:00
  mission
• 7:00
  on
• 7:00
  what
• 7:00
  the
• 7:00
  labs
• 7:01
  are
• 7:01
  actually
• 7:01
  running:
• 7:02
  isolate
• 7:03
  the
• 7:03
  incautious
• 7:03
  experiments
• 7:04
  causing
• 7:04
  the
• 7:04
  harm
• 7:05
  rather
• 7:05
  than
• 7:05
  treating
• 7:06
  "AI"
• 7:06
  as
• 7:07
  one
• 7:07
  inevitable
• 7:07
  technology;
• 7:08
  examine
• 7:09
  the
• 7:09
  internal
• 7:09
  safety
• 7:10
  procedures
• 7:10
  around
• 7:11
  a
• 7:11
  documented
• 7:11
  series
• 7:12
  of
• 7:12
  unauthorized
• 7:12
  agent
• 7:13
  hacks—why
• 7:14
  they
• 7:14
  continued
• 7:15
  after
• 7:15
  the
• 7:15
  first
• 7:15
  surfaced,
• 7:16
  and
• 7:16
  whether
• 7:16
  criminal
• 7:16
  liability
• 7:17
  attaches
• 7:18
  to
• 7:18
  knowingly
• 7:18
  running
• 7:18
  systems
• 7:19
  that
• 7:19
  commit
• 7:19
  crimes;
• 7:20
  and
• 7:20
  investigate
• 7:21
  how
• 7:21
  apocalyptic
• 7:22
  futurist
• 7:22
  ideology
• 7:23
  shapes
• 7:23
  research
• 7:24
  and
• 7:24
  release
• 7:24
  decisions
• 7:24
  .
• 7:25
  The
• 7:25
  same
• 7:26
  appetite
• 7:26
  for
• 7:26
  scrutiny
• 7:27
  runs
• 7:27
  beyond
• 7:27
  AI:
• 7:28
  a
• 7:28
  commentary
• 7:29
  video
• 7:29
  argues
• 7:30
  that
• 7:30
  the
• 7:30
  US
• 7:30
  and
• 7:30
  UK
• 7:31
  establishments
• 7:32
  are
• 7:32
  aligned
• 7:32
  against
• 7:32
  their
• 7:32
  populations
• 7:33
  on
• 7:33
  war,
• 7:34
  that
• 7:34
  dissent
• 7:34
  would
• 7:35
  be
• 7:35
  jailed
• 7:35
  under
• 7:35
  emergency
• 7:36
  powers,
• 7:37
  and
• 7:37
  that
• 7:37
  the
• 7:37
  machinery
• 7:37
  for
• 7:38
  conscription
• 7:38
  is
• 7:38
  already
• 7:39
  in
• 7:39
  place—assertions
• 7:40
  about
• 7:41
  intent
• 7:41
  presented
• 7:41
  as
• 7:41
  argument,
• 7:42
  no
• 7:42
  documents
• 7:43
  attached
• 7:43
  .
• 7:45
  Weco
• 7:45
  AI's
• 7:46
  viral
• 7:46
  July
• 7:46
  tweet—1.8
• 7:48
  million
• 7:48
  views,
• 7:49
  "first
• 7:49
  evidence
• 7:50
  of
• 7:50
  recursive
• 7:50
  self-improvement"—got
• 7:51
  a
• 7:51
  public
• 7:52
  stress
• 7:52
  test
• 7:52
  on
• 7:52
  Machine
• 7:53
  Learning
• 7:53
  Street
• 7:53
  Talk.
• 7:54
  The
• 7:54
  experiment:
• 7:55
  an
• 7:55
  outer-loop
• 7:56
  agent
• 7:56
  spent
• 7:56
  eight
• 7:57
  days
• 7:57
  rewriting
• 7:57
  the
• 7:57
  harness
• 7:58
  of
• 7:58
  Weco's
• 7:58
  inner
• 7:58
  auto-research
• 7:59
  agent—prompts,
• 8:00
  tooling,
• 8:01
  search
• 8:01
  policy—running
• 8:02
  roughly
• 8:02
  a
• 8:02
  hundred
• 8:03
  experiments,
• 8:03
  as
• 8:03
  many
• 8:03
  as
• 8:04
  two
• 8:04
  years
• 8:04
  of
• 8:04
  hand
• 8:04
  tuning.
• 8:05
  The
• 8:05
  winner
• 8:06
  rewrote
• 8:06
  prompts,
• 8:07
  improved
• 8:07
  search
• 8:07
  and
• 8:07
  context
• 8:08
  management,
• 8:09
  and
• 8:09
  evolved
• 8:09
  a
• 8:09
  multi-armed-bandit
• 8:10
  policy
• 8:10
  over
• 8:10
  parallel
• 8:11
  lineages
• 8:11
  with
• 8:11
  about
• 8:12
  30
• 8:12
  percent
• 8:12
  forced
• 8:12
  exploration,
• 8:14
  beating
• 8:14
  the
• 8:14
  hand-tuned
• 8:14
  harness
• 8:15
  on
• 8:15
  held-out
• 8:15
  benchmarks,
• 8:16
  MLE-bench
• 8:16
  Lite
• 8:17
  through
• 8:17
  out-of-distribution
• 8:18
  weather
• 8:18
  forecasting.
• 8:19
  The
• 8:19
  model
• 8:19
  underneath
• 8:20
  never
• 8:20
  changed;
• 8:20
  "we
• 8:21
  care
• 8:21
  about
• 8:21
  the
• 8:21
  outcome,"
• 8:22
  the
• 8:22
  CEO
• 8:23
  says,
• 8:23
  "not
• 8:23
  a
• 8:24
  specific
• 8:24
  layer"—a
• 8:25
  tuned
• 8:26
  harness
• 8:26
  is
• 8:26
  "almost
• 8:26
  a
• 8:26
  continuation
• 8:27
  of
• 8:27
  post-training."
• 8:28
  On
• 8:29
  Goodhart's
• 8:29
  law,
• 8:29
  engineering,
• 8:30
  not
• 8:30
  optimism:
• 8:31
  three
• 8:31
  anti-cheating
• 8:32
  layers—prompt-level,
• 8:34
  hardcoded
• 8:34
  scans
• 8:35
  of
• 8:35
  the
• 8:35
  inner
• 8:35
  loop,
• 8:36
  statistical
• 8:36
  filtering
• 8:36
  of
• 8:37
  outliers—one
• 8:38
  of
• 8:38
  which
• 8:38
  later
• 8:38
  broke
• 8:39
  in
• 8:39
  a
• 8:39
  bug.
• 8:40
  Weco
• 8:40
  claims
• 8:40
  Level
• 8:41
  1
• 8:41
  self-improvement,
• 8:42
  better
• 8:42
  than
• 8:42
  human
• 8:42
  R&D
• 8:43
  pace,
• 8:44
  explicitly
• 8:44
  not
• 8:44
  Level
• 8:45
  2,
• 8:45
  ignition;
• 8:46
  the
• 8:46
  CEO
• 8:47
  expects
• 8:47
  no
• 8:47
  singularity.
• 8:49
  Jeff
• 8:49
  Clune
• 8:49
  pushed
• 8:49
  back
• 8:50
  that
• 8:50
  the
• 8:50
  field
• 8:50
  has
• 8:50
  seen
• 8:50
  this
• 8:51
  shape
• 8:51
  before
• 8:51
  .
• 8:52
  The
• 8:52
  unglamorous
• 8:53
  version
• 8:53
  of
• 8:53
  the
• 8:53
  insight
• 8:54
  sits
• 8:54
  on
• 8:54
  every
• 8:54
  developer's
• 8:55
  machine.
• 8:55
  Coding-agent
• 8:56
  transcripts—JSONL
• 8:58
  files
• 8:58
  in
• 8:58
  Claude
• 8:58
  Code,
• 8:59
  every
• 8:59
  prompt,
• 9:00
  tool
• 9:00
  call
• 9:00
  and
• 9:00
  thought—are
• 9:01
  an
• 9:01
  analytics
• 9:02
  dataset
• 9:02
  nobody
• 9:03
  exploits,
• 9:03
  and
• 9:03
  Claude
• 9:04
  Code
• 9:04
  deletes
• 9:04
  them
• 9:04
  after
• 9:04
  30
• 9:05
  days
• 9:05
  by
• 9:05
  default.
• 9:06
  The
• 9:06
  workflow
• 9:06
  that
• 9:06
  works:
• 9:07
  ship
• 9:07
  them
• 9:07
  into
• 9:07
  a
• 9:07
  Spark
• 9:08
  pipeline—Databricks'
• 9:09
  Genie
• 9:09
  agent
• 9:09
  writes
• 9:10
  the
• 9:10
  whole
• 9:10
  pipeline
• 9:10
  from
• 9:10
  a
• 9:10
  volume
• 9:11
  path,
• 9:11
  handling
• 9:12
  inconsistent
• 9:12
  nested
• 9:12
  schemas—build
• 9:14
  tables
• 9:14
  of
• 9:14
  sessions,
• 9:15
  tool
• 9:15
  calls
• 9:15
  and
• 9:15
  turns,
• 9:16
  then
• 9:16
  query
• 9:16
  for
• 9:16
  failure
• 9:17
  patterns.
• 9:17
  One
• 9:18
  pass
• 9:18
  produced
• 9:18
  38
• 9:19
  lines
• 9:19
  of
• 9:19
  global
• 9:19
  rules
• 9:20
  ("never
• 9:20
  guessing
• 9:20
  a
• 9:20
  path"),
• 9:21
  expanded
• 9:22
  Git
• 9:22
  permissions,
• 9:22
  and
• 9:23
  a
• 9:23
  session
• 9:23
  hook
• 9:23
  injecting
• 9:24
  the
• 9:24
  live
• 9:24
  repository
• 9:24
  layout
• 9:25
  at
• 9:25
  every
• 9:25
  conversation
• 9:26
  start.
• 9:26
  The
• 9:26
  caveat
• 9:27
  the
• 9:27
  video
• 9:27
  underlines:
• 9:28
  transcripts
• 9:28
  contain
• 9:29
  API
• 9:29
  keys;
• 9:29
  scrub
• 9:30
  before
• 9:30
  upload
• 9:30
  .
• 9:31
  Scale,
• 9:32
  meanwhile,
• 9:32
  is
• 9:32
  a
• 9:32
  setup
• 9:33
  problem,
• 9:33
  not
• 9:33
  a
• 9:33
  skill
• 9:33
  problem.
• 9:34
  Lauren
• 9:34
  Tan
• 9:35
  merged
• 9:35
  about
• 9:35
  1,000
• 9:36
  pull
• 9:36
  requests
• 9:36
  in
• 9:36
  July
• 9:37
  and
• 9:37
  2,462
• 9:38
  in
• 9:38
  August;
• 9:39
  Cursor's
• 9:40
  habits
• 9:40
  report
• 9:40
  puts
• 9:40
  its
• 9:41
  top
• 9:41
  developers
• 9:41
  at
• 9:41
  roughly
• 9:42
  15
• 9:42
  times
• 9:42
  the
• 9:43
  merges
• 9:43
  of
• 9:43
  a
• 9:43
  typical
• 9:43
  active
• 9:44
  developer.
• 9:45
  The
• 9:45
  six
• 9:45
  principles
• 9:46
  behind
• 9:46
  that
• 9:46
  output
• 9:46
  are
• 9:47
  mostly
• 9:47
  controls:
• 9:48
  make
• 9:48
  agents
• 9:49
  multiplayer
• 9:49
  in
• 9:49
  public
• 9:49
  channels—Shopify's
• 9:51
  River
• 9:51
  handled
• 9:52
  about
• 9:52
  60,000
• 9:52
  sessions
• 9:53
  in
• 9:53
  30
• 9:53
  days
• 9:54
  and
• 9:54
  co-authored
• 9:54
  roughly
• 9:55
  one
• 9:55
  in
• 9:55
  eight
• 9:55
  merged
• 9:55
  PRs;
• 9:57
  keep
• 9:57
  work
• 9:57
  history
• 9:57
  separate
• 9:58
  from
• 9:58
  the
• 9:58
  live
• 9:58
  session;
• 9:59
  humans
• 9:59
  own
• 9:59
  the
• 10:00
  outer
• 10:00
  loop
• 10:00
  of
• 10:00
  goals,
• 10:01
  permissions
• 10:02
  and
• 10:02
  evidence;
• 10:03
  leave
• 10:03
  work
• 10:03
  others
• 10:03
  can
• 10:04
  pick
• 10:04
  up—an
• 10:05
  agent
• 10:05
  may
• 10:05
  mark
• 10:05
  a
• 10:06
  feature
• 10:06
  passing
• 10:06
  but
• 10:06
  is
• 10:07
  not
• 10:07
  permitted
• 10:07
  to
• 10:07
  delete
• 10:08
  failing
• 10:08
  tests;
• 10:09
  give
• 10:09
  agents
• 10:09
  a
• 10:10
  way
• 10:10
  to
• 10:10
  see
• 10:10
  whether
• 10:10
  their
• 10:10
  work
• 10:11
  is
• 10:11
  any
• 10:11
  good;
• 10:12
  delete
• 10:12
  old
• 10:12
  process
• 10:13
  that
• 10:13
  only
• 10:13
  recreates
• 10:14
  paper-era
• 10:14
  bureaucracy
• 10:14
  .
• 10:17
  Jev,
• 10:17
  the
• 10:18
  first
• 10:18
  model
• 10:18
  from
• 10:18
  TypeSafe
• 10:19
  AI,
• 10:19
  does
• 10:20
  not
• 10:20
  chat
• 10:20
  and
• 10:20
  does
• 10:20
  not
• 10:21
  write.
• 10:21
  It
• 10:21
  takes
• 10:22
  unstructured
• 10:22
  state
• 10:22
  and
• 10:22
  returns
• 10:23
  typed,
• 10:23
  probabilistic
• 10:24
  decisions—a
• 10:25
  choice
• 10:25
  from
• 10:25
  a
• 10:25
  set,
• 10:26
  a
• 10:26
  score
• 10:26
  on
• 10:26
  a
• 10:26
  scale,
• 10:27
  a
• 10:27
  Bernoulli
• 10:28
  yes-or-no—each
• 10:29
  with
• 10:29
  a
• 10:29
  confidence
• 10:30
  that
• 10:30
  code
• 10:30
  can
• 10:30
  branch
• 10:30
  on.
• 10:31
  Per
• 10:31
  the
• 10:31
  demos:
• 10:32
  20–200x
• 10:34
  faster
• 10:34
  and
• 10:34
  40–1,000x
• 10:36
  cheaper
• 10:37
  than
• 10:37
  an
• 10:37
  LLM
• 10:37
  pass,
• 10:38
  zero
• 10:39
  malformed
• 10:39
  output,
• 10:40
  fast
• 10:40
  enough
• 10:40
  to
• 10:40
  play
• 10:41
  Pong
• 10:41
  at
• 10:41
  human
• 10:41
  frame
• 10:42
  rates
• 10:42
  and
• 10:42
  route
• 10:43
  LLM
• 10:43
  traffic
• 10:43
  for
• 10:43
  fractions
• 10:44
  of
• 10:44
  a
• 10:44
  cent.
• 10:45
  The
• 10:45
  honest
• 10:45
  caveat
• 10:46
  is
• 10:46
  baked
• 10:46
  in:
• 10:47
  enterprises
• 10:47
  have
• 10:47
  run
• 10:48
  small
• 10:48
  generative
• 10:49
  models
• 10:49
  as
• 10:49
  zero-shot
• 10:50
  classifiers
• 10:51
  for
• 10:51
  years,
• 10:51
  and
• 10:52
  "glorified
• 10:52
  classification
• 10:53
  model"
• 10:53
  is,
• 10:54
  to
• 10:54
  an
• 10:54
  extent,
• 10:54
  fair—the
• 10:56
  counterargument
• 10:56
  is
• 10:56
  generality,
• 10:57
  one
• 10:57
  model
• 10:58
  for
• 10:58
  any
• 10:58
  situation
• 10:58
  instead
• 10:59
  of
• 10:59
  one
• 10:59
  classifier
• 11:00
  per
• 11:00
  task.
• 11:01
  Independent
• 11:01
  reimplementations—an
• 11:03
  encoder
• 11:03
  plus
• 11:03
  a
• 11:03
  logits
• 11:04
  read—appeared
• 11:05
  within
• 11:05
  days
• 11:05
  of
• 11:05
  launch
• 11:06
  .
• 11:06
  The
• 11:07
  catch:
• 11:08
  Jev
• 11:08
  is
• 11:08
  a
• 11:08
  hosted
• 11:09
  early-access
• 11:09
  API
• 11:10
  with
• 11:10
  no
• 11:10
  published
• 11:11
  weights,
• 11:11
  so
• 11:12
  regulated,
• 11:13
  air-gapped
• 11:13
  and
• 11:14
  sovereign
• 11:14
  deployments
• 11:15
  cannot
• 11:15
  ship
• 11:15
  it
• 11:15
  every
• 11:16
  routing
• 11:16
  decision.
• 11:17
  Red
• 11:17
  Hat's
• 11:18
  answer
• 11:18
  is
• 11:18
  to
• 11:18
  build
• 11:19
  the
• 11:19
  pattern
• 11:19
  from
• 11:19
  an
• 11:19
  open
• 11:19
  model.
• 11:21
  DiffusionGemma
• 11:21
  26B-A4B
• 11:23
  is
• 11:23
  Google's
• 11:23
  block-diffusion
• 11:24
  language
• 11:24
  model—instead
• 11:26
  of
• 11:26
  writing
• 11:26
  left
• 11:26
  to
• 11:26
  right,
• 11:27
  it
• 11:27
  fills
• 11:27
  a
• 11:27
  fixed-length
• 11:28
  token
• 11:28
  canvas
• 11:28
  by
• 11:29
  iterative
• 11:29
  denoising—and
• 11:30
  a
• 11:30
  new
• 11:30
  vLLM
• 11:31
  capability
• 11:32
  turns
• 11:32
  that
• 11:32
  into
• 11:32
  a
• 11:32
  decision
• 11:33
  engine:
• 11:34
  prefill
• 11:34
  the
• 11:34
  canvas
• 11:34
  with
• 11:35
  an
• 11:35
  answer
• 11:35
  template,
• 11:36
  run
• 11:36
  a
• 11:36
  single
• 11:36
  read-only
• 11:37
  denoising
• 11:37
  step,
• 11:38
  read
• 11:38
  the
• 11:38
  calibrated
• 11:39
  probability
• 11:39
  at
• 11:39
  each
• 11:39
  answer
• 11:40
  slot;
• 11:41
  entropy
• 11:41
  is
• 11:41
  the
• 11:41
  confidence.
• 11:43
  On
• 11:43
  one
• 11:43
  DGX
• 11:44
  Spark:
• 11:45
  8.7
• 11:45
  requests
• 11:46
  per
• 11:46
  second
• 11:46
  at
• 11:46
  0.12
• 11:47
  seconds,
• 11:48
  54
• 11:49
  per
• 11:49
  second
• 11:49
  at
• 11:49
  32-way
• 11:50
  concurrency—roughly
• 11:51
  162
• 11:52
  decisions
• 11:53
  per
• 11:53
  second—while
• 11:54
  Google's
• 11:54
  Cloud
• 11:55
  Run
• 11:55
  deployment
• 11:55
  reports
• 11:56
  35–60
• 11:57
  millisecond
• 11:58
  steps,
• 11:58
  over
• 11:59
  300
• 11:59
  decisions
• 11:59
  per
• 12:00
  second
• 12:00
  at
• 12:00
  batch.
• 12:01
  The
• 12:01
  example
• 12:01
  server
• 12:02
  exposes
• 12:02
  a
• 12:02
  Jev-compatible
• 12:03
  endpoint—existing
• 12:04
  client
• 12:05
  code
• 12:05
  can
• 12:05
  point
• 12:05
  at
• 12:05
  it;
• 12:06
  it
• 12:06
  remains
• 12:06
  a
• 12:06
  nightly-build,
• 12:07
  experimental
• 12:08
  endpoint.
• 12:09
  Decision
• 12:09
  models
• 12:10
  sit
• 12:10
  beside
• 12:10
  LLMs—routing
• 12:12
  and
• 12:12
  gating
• 12:12
  in
• 12:12
  the
• 12:12
  request
• 12:12
  path,
• 12:13
  language
• 12:13
  and
• 12:13
  reasoning
• 12:14
  behind
• 12:14
  .
• 12:15
  RedHatAI's
• 12:15
  FP8-dynamic
• 12:16
  quantization
• 12:17
  of
• 12:17
  the
• 12:17
  same
• 12:17
  model—22.8
• 12:19
  billion
• 12:19
  of
• 12:20
  its
• 12:20
  parameters
• 12:20
  are
• 12:20
  experts—lands
• 12:22
  the
• 12:22
  capability
• 12:22
  at
• 12:23
  a
• 12:23
  fraction
• 12:23
  of
• 12:23
  the
• 12:23
  memory,
• 12:24
  measured
• 12:24
  on
• 12:24
  vLLM
• 12:25
  against
• 12:25
  the
• 12:25
  unquantized
• 12:26
  checkpoint
• 12:26
  .
• 12:28
  Ember-1,
• 12:29
  the
• 12:29
  first
• 12:29
  model
• 12:29
  from
• 12:30
  Fireworks
• 12:30
  Research,
• 12:31
  attacks
• 12:31
  the
• 12:31
  real
• 12:32
  cost
• 12:32
  center
• 12:32
  of
• 12:32
  agentic
• 12:33
  workloads:
• 12:33
  reasoning
• 12:34
  models
• 12:34
  can
• 12:34
  spend
• 12:34
  more
• 12:35
  than
• 12:35
  90
• 12:35
  percent
• 12:35
  of
• 12:36
  generated
• 12:36
  tokens
• 12:36
  on
• 12:36
  internal
• 12:37
  thinking,
• 12:38
  and
• 12:38
  in
• 12:38
  multi-turn
• 12:38
  agent
• 12:39
  loops
• 12:39
  every
• 12:39
  turn
• 12:39
  replays
• 12:40
  all
• 12:40
  prior
• 12:40
  reasoning—cost
• 12:42
  grows
• 12:42
  roughly
• 12:42
  quadratically
• 12:43
  with
• 12:43
  turns.
• 12:44
  Turning
• 12:44
  Kimi
• 12:44
  K3's
• 12:45
  reasoning-effort
• 12:45
  dial
• 12:46
  down
• 12:46
  lost
• 12:46
  quality,
• 12:47
  so
• 12:47
  they
• 12:47
  trained
• 12:47
  the
• 12:47
  excess
• 12:48
  out:
• 12:48
  more
• 12:48
  than
• 12:48
  50
• 12:49
  training
• 12:49
  experiments
• 12:50
  and
• 12:50
  200
• 12:50
  evaluations,
• 12:51
  new
• 12:52
  algorithms
• 12:52
  that
• 12:52
  shorten
• 12:53
  reasoning
• 12:53
  while
• 12:53
  preserving
• 12:53
  the
• 12:53
  self-reflection
• 12:54
  that
• 12:54
  recovers
• 12:55
  from
• 12:55
  mistakes.
• 12:56
  The
• 12:56
  result
• 12:56
  is
• 12:56
  K3
• 12:56
  quality
• 12:57
  with
• 12:57
  35–50
• 12:59
  percent
• 12:59
  fewer
• 12:59
  reasoning
• 13:00
  tokens,
• 13:00
  a
• 13:00
  Pareto
• 13:01
  frontier
• 13:01
  on
• 13:01
  Doximity's
• 13:02
  physician-validated
• 13:03
  Bedside
• 13:03
  Bench—500
• 13:04
  clinical
• 13:05
  cases—against
• 13:06
  GPT-5.6
• 13:07
  Sol,
• 13:08
  GPT-6
• 13:08
  Astra
• 13:09
  and
• 13:09
  Claude
• 13:09
  Opus
• 13:09
  5,
• 13:10
  and
• 13:10
  live
• 13:10
  A/B
• 13:11
  tests
• 13:11
  at
• 13:11
  two
• 13:12
  customers:
• 13:12
  roughly
• 13:13
  35
• 13:13
  percent
• 13:13
  fewer
• 13:14
  tokens
• 13:14
  at
• 13:14
  comparable
• 13:14
  quality,
• 13:15
  one
• 13:15
  now
• 13:16
  in
• 13:16
  production.
• 13:17
  The
• 13:17
  internal
• 13:17
  validation
• 13:18
  is
• 13:18
  the
• 13:18
  quiet
• 13:18
  tell:
• 13:18
  Fireworks'
• 13:19
  own
• 13:19
  developers
• 13:20
  didn't
• 13:20
  notice
• 13:20
  the
• 13:20
  swap
• 13:20
  .
• 13:21
  The
• 13:21
  local
• 13:21
  stack
• 13:21
  is
• 13:21
  squeezing
• 13:22
  the
• 13:22
  same
• 13:22
  axis
• 13:22
  from
• 13:22
  below.
• 13:23
  A
• 13:23
  prompt-lookup
• 13:24
  drafting
• 13:24
  optimization
• 13:25
  in
• 13:25
  llama.cpp—scanning
• 13:27
  a
• 13:27
  request's
• 13:27
  own
• 13:27
  history
• 13:28
  to
• 13:28
  propose
• 13:28
  continuations—claims
• 13:29
  a
• 13:29
  42x
• 13:30
  speedup;
• 13:30
  the
• 13:30
  comment
• 13:31
  thread
• 13:31
  is
• 13:31
  the
• 13:31
  more
• 13:31
  honest
• 13:32
  artifact:
• 13:32
  maintainers
• 13:33
  drowning
• 13:33
  in
• 13:33
  AI-generated
• 13:34
  PRs
• 13:34
  that
• 13:34
  "work"
• 13:35
  on
• 13:35
  one
• 13:35
  GPU
• 13:35
  and
• 13:36
  break
• 13:36
  on
• 13:36
  every
• 13:36
  other
• 13:36
  .
• 13:37
  MiaAI-Lab's
• 13:38
  DeepSeek-v4.1-Flash
• 13:39
  build
• 13:39
  quantizes
• 13:40
  the
• 13:40
  model
• 13:40
  to
• 13:40
  2.9
• 13:41
  bits
• 13:41
  per
• 13:41
  weight
• 13:41
  in
• 13:41
  the
• 13:41
  trellis-based
• 13:42
  EXL3
• 13:43
  format—196
• 13:44
  GiB
• 13:45
  across
• 13:45
  39
• 13:46
  shards—and
• 13:46
  serves
• 13:47
  it
• 13:47
  tensor-parallel
• 13:47
  across
• 13:48
  two
• 13:48
  DGX
• 13:48
  Spark
• 13:49
  boxes:
• 13:49
  31.6
• 13:50
  tokens
• 13:51
  per
• 13:51
  second
• 13:51
  single-stream,
• 13:52
  about
• 13:52
  1,000
• 13:52
  prefill
• 13:53
  to
• 13:53
  600K
• 13:53
  context,
• 13:54
  DSpark
• 13:54
  speculative
• 13:55
  drafting
• 13:55
  built
• 13:56
  into
• 13:56
  the
• 13:56
  checkpoint.
• 13:57
  The
• 13:57
  war
• 13:57
  story
• 13:57
  is
• 13:57
  memory:
• 13:58
  on
• 13:58
  GB10
• 13:59
  the
• 13:59
  weights
• 13:59
  live
• 13:59
  in
• 13:59
  driver
• 14:00
  allocations
• 14:00
  the
• 14:00
  kernel
• 14:00
  OOM
• 14:01
  killer
• 14:01
  cannot
• 14:01
  see,
• 14:02
  so
• 14:02
  it
• 14:02
  once
• 14:03
  killed
• 14:03
  desktop
• 14:03
  daemons
• 14:03
  while
• 14:04
  the
• 14:04
  server
• 14:04
  wedged;
• 14:05
  the
• 14:05
  fix
• 14:05
  was
• 14:05
  oom-score
• 14:06
  tuning
• 14:06
  and
• 14:06
  boot-margin
• 14:07
  preflights—and
• 14:08
  the
• 14:08
  watchdog
• 14:08
  they
• 14:08
  wrote
• 14:09
  got
• 14:09
  disabled
• 14:09
  after
• 14:09
  it
• 14:10
  killed
• 14:10
  a
• 14:10
  blameless
• 14:10
  server
• 14:10
  when
• 14:11
  an
• 14:11
  unrelated
• 14:11
  7
• 14:11
  GiB
• 14:12
  upload
• 14:12
  ate
• 14:12
  the
• 14:12
  margin
• 14:13
  .
• 14:13
  At
• 14:13
  the
• 14:13
  far
• 14:14
  edge,
• 14:14
  a
• 14:14
  seven-board
• 14:15
  ESP32-S3
• 14:17
  cluster
• 14:17
  runs
• 14:17
  a
• 14:17
  0.5B
• 14:18
  BitNet
• 14:19
  model
• 14:19
  at
• 14:19
  1.58-bit
• 14:20
  ternary
• 14:20
  weights,
• 14:21
  one
• 14:21
  master
• 14:22
  handling
• 14:22
  tokenizer
• 14:22
  and
• 14:23
  INT4
• 14:23
  embeddings
• 14:24
  while
• 14:24
  six
• 14:24
  nodes
• 14:24
  slice
• 14:25
  the
• 14:25
  transformer
• 14:25
  layers
• 14:26
  over
• 14:26
  an
• 14:26
  SPI
• 14:26
  daisy
• 14:27
  chain—ternary
• 14:28
  math
• 14:28
  is
• 14:28
  cheap;
• 14:29
  moving
• 14:29
  hidden
• 14:29
  states
• 14:30
  between
• 14:30
  microcontrollers
• 14:31
  is
• 14:31
  the
• 14:31
  tax
• 14:31
  .
• 14:33
  Seedance
• 14:34
  2.5
• 14:34
  is
• 14:34
  ByteDance's
• 14:35
  answer
• 14:35
  to
• 14:35
  the
• 14:35
  quick-cut
• 14:36
  problem.
• 14:36
  "One-take
• 14:37
  creation"
• 14:37
  generates
• 14:38
  30-second
• 14:38
  audio-video
• 14:39
  clips
• 14:39
  in
• 14:39
  a
• 14:39
  single
• 14:40
  pass—extended
• 14:41
  from
• 14:41
  15
• 14:42
  seconds—organized
• 14:43
  into
• 14:43
  an
• 14:43
  arc:
• 14:43
  setup,
• 14:44
  development,
• 14:44
  turning
• 14:45
  points,
• 14:45
  resolution;
• 14:46
  multi-round
• 14:46
  extensions
• 14:47
  reach
• 14:47
  multi-minute
• 14:47
  pieces
• 14:48
  holding
• 14:48
  character,
• 14:48
  environment
• 14:49
  and
• 14:49
  pacing.
• 14:50
  "Flexible
• 14:50
  referencing"
• 14:51
  takes
• 14:51
  up
• 14:51
  to
• 14:52
  30
• 14:52
  images,
• 14:53
  10
• 14:53
  video
• 14:54
  clips
• 14:54
  and
• 14:54
  10
• 14:54
  audio
• 14:55
  clips
• 14:55
  per
• 14:55
  pass,
• 14:56
  including
• 14:56
  a
• 14:56
  clay-render
• 14:57
  mode
• 14:57
  where
• 14:57
  textureless
• 14:57
  3D
• 14:58
  blocking
• 14:58
  defines
• 14:59
  spatial
• 14:59
  structure,
• 15:00
  poses
• 15:00
  and
• 15:00
  camera
• 15:01
  angles—and
• 15:02
  the
• 15:02
  lighting
• 15:02
  that
• 15:02
  follows
• 15:02
  from
• 15:02
  them.
• 15:04
  The
• 15:04
  candor
• 15:04
  is
• 15:04
  notable:
• 15:05
  the
• 15:06
  team
• 15:06
  concedes
• 15:06
  "room
• 15:07
  for
• 15:07
  improvement,
• 15:08
  particularly
• 15:08
  regarding
• 15:09
  the
• 15:09
  physical
• 15:09
  plausibility
• 15:10
  of
• 15:10
  complex
• 15:10
  motions
• 15:11
  and
• 15:11
  the
• 15:11
  stability
• 15:12
  of
• 15:12
  scenes
• 15:12
  involving
• 15:13
  interactions
• 15:13
  among
• 15:14
  multiple
• 15:14
  subjects."
• 15:15
  No
• 15:15
  benchmarks
• 15:16
  accompany
• 15:16
  the
• 15:16
  post—a
• 15:17
  capability
• 15:18
  tour,
• 15:18
  not
• 15:18
  an
• 15:19
  evaluation—rolling
• 15:21
  out
• 15:21
  on
• 15:21
  Jimeng
• 15:21
  AI
• 15:21
  and
• 15:22
  Doubao
• 15:22
  Pro,
• 15:23
  API
• 15:23
  access
• 15:23
  via
• 15:24
  BytePlus
• 15:24
  ModelArk
• 15:24
  to
• 15:25
  follow
• 15:25
  .
• 15:25
  AntLing's
• 15:26
  Ming-Image-0.1-Design
• 15:27
  family—a
• 15:28
  6B
• 15:29
  model,
• 15:29
  a
• 15:29
  6B
• 15:30
  "Layer"
• 15:30
  variant,
• 15:30
  and
• 15:31
  two
• 15:31
  agent
• 15:31
  skills
• 15:31
  for
• 15:31
  UI
• 15:32
  design
• 15:32
  and
• 15:32
  image-to-editable-PPT—takes
• 15:35
  the
• 15:35
  top
• 15:35
  spot
• 15:35
  among
• 15:35
  open-weight
• 15:36
  models
• 15:36
  on
• 15:36
  Artificial
• 15:37
  Analysis's
• 15:37
  UI/UX
• 15:39
  Design
• 15:39
  leaderboard.
• 15:40
  The
• 15:40
  comment
• 15:41
  correction:
• 15:42
  weights
• 15:42
  released
• 15:42
  is
• 15:42
  not
• 15:42
  open
• 15:43
  source—the
• 15:44
  license
• 15:44
  terms
• 15:44
  are
• 15:44
  the
• 15:44
  difference
• 15:45
  .
• 15:45
  Apple's
• 15:46
  LensVLM-9B
• 15:47
  attacks
• 15:48
  token
• 15:48
  economics
• 15:49
  from
• 15:49
  the
• 15:49
  visual
• 15:49
  side:
• 15:50
  the
• 15:50
  modified-Qwen
• 15:51
  vision
• 15:51
  model
• 15:52
  scans
• 15:52
  compressed
• 15:52
  images
• 15:53
  of
• 15:53
  text
• 15:54
  and
• 15:54
  selectively
• 15:55
  expands
• 15:55
  only
• 15:55
  relevant
• 15:56
  pages
• 15:56
  via
• 15:57
  learned
• 15:57
  tools—a
• 15:58
  page
• 15:58
  tile
• 15:59
  becomes
• 15:59
  a
• 15:59
  fixed
• 15:59
  number
• 16:00
  of
• 16:00
  embeddings
• 16:00
  whether
• 16:01
  it
• 16:01
  holds
• 16:01
  50
• 16:01
  words
• 16:02
  or
• 16:02
  800,
• 16:03
  so
• 16:03
  dense
• 16:03
  pages
• 16:04
  compress
• 16:04
  hard,
• 16:05
  with
• 16:05
  the
• 16:05
  documented
• 16:06
  cost
• 16:06
  that
• 16:07
  small
• 16:07
  fonts
• 16:07
  and
• 16:07
  exact-character
• 16:08
  work
• 16:08
  like
• 16:08
  code
• 16:09
  degrade.
• 16:10
  It
• 16:10
  ships
• 16:10
  under
• 16:11
  Apple's
• 16:11
  ML
• 16:11
  Research
• 16:12
  license,
• 16:12
  which
• 16:13
  is
• 16:13
  not
• 16:13
  an
• 16:13
  open-source
• 16:14
  license
• 16:14
  either
• 16:14
  .
• 16:16
  H
• 16:16
  Company's
• 16:17
  Holo4
• 16:17
  is
• 16:18
  the
• 16:18
  third
• 16:18
  act
• 16:18
  of
• 16:18
  the
• 16:18
  open
• 16:19
  computer-use
• 16:19
  line,
• 16:20
  and
• 16:20
  the
• 16:20
  differentiator
• 16:20
  is
• 16:20
  interface
• 16:21
  breadth:
• 16:21
  one
• 16:21
  model
• 16:22
  that
• 16:22
  clicks
• 16:22
  and
• 16:22
  types
• 16:22
  on
• 16:23
  a
• 16:23
  screen,
• 16:23
  writes
• 16:24
  and
• 16:24
  runs
• 16:24
  its
• 16:24
  own
• 16:24
  code,
• 16:24
  and
• 16:25
  calls
• 16:25
  MCP
• 16:25
  or
• 16:25
  API
• 16:26
  tools,
• 16:26
  running
• 16:27
  on
• 16:27
  desktops,
• 16:27
  the
• 16:27
  web,
• 16:28
  Android,
• 16:28
  code
• 16:28
  sandboxes
• 16:29
  and
• 16:29
  business
• 16:29
  APIs.
• 16:30
  Two
• 16:30
  sizes,
• 16:30
  27B
• 16:31
  dense
• 16:31
  and
• 16:31
  35B-A3B
• 16:33
  mixture-of-experts,
• 16:34
  both
• 16:34
  improving
• 16:35
  significantly
• 16:35
  over
• 16:36
  their
• 16:36
  Qwen
• 16:36
  base;
• 16:37
  on
• 16:37
  OSWorld
• 16:37
  2.0
• 16:38
  the
• 16:38
  27B
• 16:39
  scores
• 16:39
  61.7
• 16:40
  percent
• 16:40
  against
• 16:41
  81.8
• 16:41
  percent
• 16:42
  for
• 16:42
  Opus
• 16:42
  5.5,
• 16:43
  with
• 16:43
  orders
• 16:44
  of
• 16:44
  magnitude
• 16:44
  fewer
• 16:44
  parameters—earlier
• 16:46
  releases
• 16:46
  posted
• 16:47
  78–85
• 16:48
  percent
• 16:48
  on
• 16:48
  the
• 16:48
  benchmark's
• 16:49
  previous
• 16:49
  version,
• 16:50
  scores
• 16:50
  that
• 16:50
  do
• 16:50
  not
• 16:50
  compare
• 16:51
  across
• 16:51
  revisions.
• 16:52
  Training
• 16:53
  ran
• 16:53
  on
• 16:53
  about
• 16:53
  10,000
• 16:54
  tasks
• 16:54
  from
• 16:54
  the
• 16:54
  Agentic
• 16:55
  Task
• 16:55
  Factory,
• 16:56
  which
• 16:56
  builds
• 16:56
  verifiable
• 16:57
  environments
• 16:57
  from
• 16:58
  documentation
• 16:58
  alone,
• 16:59
  including
• 16:59
  hybrids
• 17:00
  exposing
• 17:00
  the
• 17:00
  same
• 17:01
  state
• 17:01
  through
• 17:01
  both
• 17:01
  a
• 17:01
  GUI
• 17:02
  and
• 17:02
  MCP.
• 17:03
  The
• 17:03
  harness
• 17:03
  work
• 17:04
  is
• 17:04
  the
• 17:04
  quietly
• 17:04
  important
• 17:05
  part:
• 17:05
  reliable
• 17:06
  memory
• 17:06
  across
• 17:07
  hundreds
• 17:07
  of
• 17:07
  steps
• 17:07
  and
• 17:07
  a
• 17:07
  shell
• 17:08
  on
• 17:08
  the
• 17:08
  desktop
• 17:09
  machine
• 17:09
  itself.
• 17:10
  Every
• 17:10
  trajectory
• 17:11
  behind
• 17:11
  every
• 17:11
  public
• 17:12
  score
• 17:12
  is
• 17:12
  open-sourced,
• 17:13
  and
• 17:13
  the
• 17:13
  same
• 17:14
  post-training
• 17:14
  recipe
• 17:14
  turns
• 17:15
  Nemotron
• 17:15
  3
• 17:16
  Nano
• 17:16
  Omni
• 17:16
  into
• 17:16
  Holotron4
• 17:17
  Nano—the
• 17:18
  recipe
• 17:19
  transfers,
• 17:19
  nothing
• 17:20
  in
• 17:20
  it
• 17:20
  size-specific
• 17:20
  .
• 17:21
  Imp
• 17:21
  is
• 17:22
  a
• 17:22
  full
• 17:22
  port
• 17:22
  of
• 17:22
  DSPy
• 17:22
  to
• 17:23
  the
• 17:23
  BEAM,
• 17:23
  and
• 17:24
  the
• 17:24
  Erlang
• 17:24
  heritage
• 17:24
  shows
• 17:25
  in
• 17:25
  the
• 17:25
  safety
• 17:25
  posture.
• 17:26
  Signatures
• 17:27
  return
• 17:27
  typed
• 17:27
  fields
• 17:28
  or
• 17:28
  errors;
• 17:28
  optimizers—GEPA
• 17:30
  reading
• 17:30
  failures
• 17:31
  with
• 17:31
  a
• 17:31
  stronger
• 17:31
  model,
• 17:32
  MIPROv2,
• 17:33
  SIMBA—improve
• 17:34
  programs
• 17:35
  against
• 17:35
  labeled
• 17:35
  examples;
• 17:36
  agents
• 17:37
  run
• 17:37
  as
• 17:37
  supervised
• 17:38
  processes
• 17:38
  with
• 17:38
  per-tool-call
• 17:39
  authorization
• 17:39
  callbacks
• 17:40
  and
• 17:40
  deadline-bounded
• 17:41
  model
• 17:41
  requests.
• 17:42
  The
• 17:42
  detail
• 17:43
  payments
• 17:43
  engineers
• 17:44
  will
• 17:44
  recognize:
• 17:45
  a
• 17:45
  tool
• 17:45
  call
• 17:45
  that
• 17:45
  may
• 17:46
  already
• 17:46
  have
• 17:46
  taken
• 17:46
  effect
• 17:47
  is
• 17:47
  reported
• 17:47
  as
• 17:47
  unknown,
• 17:48
  never
• 17:48
  silently
• 17:49
  retried.
• 17:50
  MCP
• 17:50
  tools
• 17:51
  import
• 17:51
  only
• 17:51
  from
• 17:52
  approved
• 17:52
  servers;
• 17:53
  it
• 17:53
  is
• 17:53
  experimental,
• 17:54
  version
• 17:55
  0.7,
• 17:56
  and
• 17:56
  the
• 17:56
  optimizers
• 17:57
  still
• 17:57
  need
• 17:57
  benchmarking
• 17:58
  at
• 17:58
  scale
• 17:58
  .
• 17:59
  Cloudflare,
• 18:00
  meanwhile,
• 18:01
  shipped
• 18:01
  substrate:
• 18:02
  first-class
• 18:03
  Emscripten-target
• 18:03
  support
• 18:04
  for
• 18:04
  Rust
• 18:04
  Workers,
• 18:05
  so
• 18:05
  the
• 18:05
  full
• 18:05
  toolchain—C
• 18:07
  and
• 18:07
  C++
• 18:08
  dependency
• 18:09
  linking,
• 18:09
  virtualized
• 18:10
  native
• 18:10
  platform
• 18:11
  features—runs
• 18:12
  on
• 18:12
  Workers
• 18:13
  instead
• 18:13
  of
• 18:13
  bare
• 18:13
  wasm.
• 18:15
  The
• 18:15
  hard
• 18:15
  part
• 18:15
  was
• 18:15
  Tokio,
• 18:16
  whose
• 18:17
  blocking
• 18:17
  semantics
• 18:17
  do
• 18:17
  not
• 18:18
  fit
• 18:18
  a
• 18:18
  single-threaded
• 18:18
  JS
• 18:19
  event
• 18:19
  loop;
• 18:20
  the
• 18:20
  fix
• 18:20
  is
• 18:20
  JSPI
• 18:21
  cooperative
• 18:21
  time-multiplexed
• 18:22
  threading—"the
• 18:23
  one
• 18:24
  thing
• 18:24
  you
• 18:24
  cannot
• 18:24
  do
• 18:24
  is
• 18:24
  wait"—plus
• 18:25
  40-odd
• 18:26
  upstream
• 18:26
  pull
• 18:27
  requests
• 18:27
  to
• 18:27
  Emscripten
• 18:27
  for
• 18:28
  epoll
• 18:28
  and
• 18:28
  real
• 18:28
  sockets.
• 18:29
  The
• 18:29
  showcase:
• 18:30
  Pumpkin,
• 18:31
  a
• 18:31
  Rust
• 18:32
  Minecraft
• 18:32
  server,
• 18:32
  running
• 18:33
  in
• 18:33
  a
• 18:33
  Durable
• 18:33
  Object,
• 18:34
  its
• 18:34
  world
• 18:35
  persisted
• 18:35
  as
• 18:35
  SQLite
• 18:36
  rows—"Pumpkin
• 18:37
  itself
• 18:37
  has
• 18:38
  no
• 18:38
  idea
• 18:38
  it
• 18:38
  isn't
• 18:38
  on
• 18:39
  disk"
• 18:39
  .