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AGI Dreams Podcast – June 10, 2026 · AGI Dreams – Open, Uncensored, & Local - AI News Digest

• 0:00
  Anthropic
• 0:00
  shipped
• 0:00
  Fable
• 0:01
  5
• 0:01
  this
• 0:01
  week,
• 0:01
  and
• 0:02
  the
• 0:02
  positioning
• 0:02
  tells
• 0:02
  you
• 0:02
  everything
• 0:03
  about
• 0:03
  where
• 0:03
  the
• 0:03
  frontier
• 0:04
  lab
• 0:04
  business
• 0:04
  model
• 0:05
  is
• 0:05
  heading.
• 0:05
  Fable
• 0:06
  5
• 0:06
  is
• 0:06
  a
• 0:06
  Mythos-class
• 0:07
  model
• 0:07
  —
• 0:08
  same
• 0:08
  underlying
• 0:08
  architecture
• 0:09
  as
• 0:09
  the
• 0:09
  Mythos
• 0:09
  5
• 0:10
  that
• 0:10
  remains
• 0:10
  locked
• 0:10
  behind
• 0:11
  enterprise
• 0:11
  partnerships
• 0:11
  —
• 0:12
  but
• 0:12
  with
• 0:12
  classifier-based
• 0:13
  guardrails
• 0:14
  that
• 0:14
  route
• 0:14
  cybersecurity,
• 0:14
  biology,
• 0:15
  chemistry,
• 0:15
  and
• 0:15
  distillation
• 0:16
  queries
• 0:16
  to
• 0:16
  Opus
• 0:17
  4.8
• 0:17
  instead.
• 0:18
  Anthropic
• 0:18
  claims
• 0:19
  this
• 0:19
  fallback
• 0:19
  triggers
• 0:20
  in
• 0:20
  fewer
• 0:20
  than
• 0:20
  5%
• 0:21
  of
• 0:21
  sessions.
• 0:22
  At
• 0:22
  $10
• 0:23
  per
• 0:23
  million
• 0:23
  input
• 0:23
  tokens
• 0:24
  and
• 0:24
  $50
• 0:24
  per
• 0:24
  million
• 0:25
  output
• 0:25
  tokens,
• 0:26
  it
• 0:26
  is
• 0:26
  double
• 0:26
  the
• 0:26
  price
• 0:27
  of
• 0:27
  Opus
• 0:27
  4.8
• 0:28
  and
• 0:28
  the
• 0:28
  most
• 0:28
  expensive
• 0:28
  general-access
• 0:29
  model
• 0:29
  on
• 0:29
  the
• 0:29
  market.
• 0:30
  The
• 0:30
  benchmarks
• 0:31
  are
• 0:31
  strong:
• 0:32
  agentic
• 0:32
  coding
• 0:32
  bench
• 0:32
  hits
• 0:33
  80%
• 0:33
  versus
• 0:34
  Opus
• 0:34
  4.8's
• 0:35
  69%,
• 0:36
  and
• 0:36
  Stripe
• 0:36
  reportedly
• 0:37
  compressed
• 0:37
  months
• 0:37
  of
• 0:37
  codebase-wide
• 0:38
  migration
• 0:39
  across
• 0:39
  a
• 0:39
  50-million-line
• 0:40
  Ruby
• 0:40
  codebase
• 0:40
  into
• 0:41
  days.
• 0:41
  The
• 0:42
  "extra
• 0:42
  high"
• 0:42
  effort
• 0:42
  level
• 0:43
  is
• 0:43
  the
• 0:43
  cost
• 0:43
  sweet
• 0:43
  spot
• 0:44
  —
• 0:44
  max
• 0:44
  effort
• 0:45
  roughly
• 0:45
  doubles
• 0:45
  the
• 0:45
  spend
• 0:46
  for
• 0:46
  marginal
• 0:46
  accuracy
• 0:47
  gains.
• 0:48
  Fable
• 0:48
  5
• 0:48
  also
• 0:49
  introduces
• 0:49
  a
• 0:49
  mandatory
• 0:50
  30-day
• 0:50
  data
• 0:51
  retention
• 0:51
  policy
• 0:51
  for
• 0:52
  all
• 0:52
  Mythos-class
• 0:52
  traffic,
• 0:53
  including
• 0:54
  third-party
• 0:54
  API
• 0:55
  access,
• 0:55
  which
• 0:56
  Anthropic
• 0:56
  frames
• 0:57
  as
• 0:57
  a
• 0:57
  safety
• 0:57
  necessity.
• 0:58
  On
• 0:59
  offensive
• 0:59
  cyber
• 0:59
  capability,
• 1:00
  Fable's
• 1:01
  classifiers
• 1:01
  achieved
• 1:02
  zero
• 1:02
  successful
• 1:02
  attacks
• 1:03
  across
• 1:03
  all
• 1:03
  tested
• 1:04
  scenarios
• 1:04
  in
• 1:04
  internal
• 1:05
  evaluations,
• 1:06
  and
• 1:06
  an
• 1:06
  external
• 1:07
  bug
• 1:07
  bounty
• 1:07
  produced
• 1:08
  no
• 1:08
  universal
• 1:08
  jailbreaks
• 1:09
  in
• 1:09
  over
• 1:09
  a
• 1:09
  thousand
• 1:10
  hours
• 1:10
  of
• 1:10
  testing.
• 1:12
  Ethan
• 1:12
  Mollick's
• 1:12
  extended
• 1:13
  test
• 1:13
  is
• 1:13
  the
• 1:13
  most
• 1:14
  useful
• 1:14
  independent
• 1:15
  evaluation
• 1:15
  so
• 1:15
  far.
• 1:16
  He
• 1:17
  describes
• 1:17
  Fable
• 1:17
  5
• 1:18
  as
• 1:18
  a
• 1:18
  "patron,
• 1:18
  not
• 1:19
  a
• 1:19
  wizard"
• 1:19
  —
• 1:20
  the
• 1:20
  model
• 1:20
  does
• 1:20
  not
• 1:20
  replace
• 1:21
  expertise
• 1:21
  but
• 1:22
  multiplies
• 1:22
  it.
• 1:23
  In
• 1:23
  a
• 1:23
  9.5-hour
• 1:24
  session,
• 1:25
  he
• 1:25
  built
• 1:25
  Concord,
• 1:26
  a
• 1:26
  research-grade
• 1:27
  software
• 1:27
  tool
• 1:28
  for
• 1:28
  academic
• 1:28
  collaboration,
• 1:29
  and
• 1:29
  an
• 1:29
  isochrone
• 1:30
  map
• 1:30
  application.
• 1:31
  His
• 1:31
  key
• 1:32
  observation:
• 1:33
  the
• 1:33
  model
• 1:33
  stays
• 1:33
  coherent
• 1:34
  across
• 1:34
  hundreds
• 1:34
  of
• 1:35
  thousands
• 1:35
  of
• 1:35
  tokens,
• 1:36
  referencing
• 1:36
  earlier
• 1:37
  decisions
• 1:37
  correctly
• 1:38
  deep
• 1:38
  into
• 1:38
  long
• 1:38
  sessions.
• 1:39
  This
• 1:40
  is
• 1:40
  the
• 1:40
  capability
• 1:40
  gap
• 1:41
  that
• 1:41
  Opus
• 1:41
  4.7
• 1:42
  and
• 1:42
  4.8
• 1:43
  struggled
• 1:43
  with,
• 1:44
  and
• 1:44
  it
• 1:44
  matters
• 1:44
  for
• 1:44
  agentic
• 1:45
  workflows
• 1:45
  where
• 1:46
  drift
• 1:46
  accumulates
• 1:46
  silently
• 1:47
  over
• 1:47
  extended
• 1:48
  runs.
• 1:49
  Anthropic's
• 1:49
  own
• 1:50
  tests
• 1:50
  reinforce
• 1:50
  the
• 1:51
  long-context
• 1:51
  story:
• 1:52
  Fable
• 1:53
  5
• 1:53
  built
• 1:53
  a
• 1:53
  Slay
• 1:53
  the
• 1:54
  Spire
• 1:54
  implementation
• 1:55
  with
• 1:55
  persistent
• 1:55
  file-based
• 1:56
  memory,
• 1:57
  improving
• 1:57
  its
• 1:57
  performance
• 1:58
  three
• 1:58
  times
• 1:58
  over
• 1:58
  Opus
• 1:59
  4.8.
• 2:00
  On
• 2:00
  vision,
• 2:01
  Fable
• 2:01
  beat
• 2:02
  Pokemon
• 2:02
  Fire
• 2:02
  Red
• 2:02
  with
• 2:03
  a
• 2:03
  minimal
• 2:03
  vision-only
• 2:03
  harness
• 2:04
  —
• 2:04
  no
• 2:05
  supplementary
• 2:05
  tools
• 2:06
  required.
• 2:07
  Anthropic
• 2:07
  also
• 2:07
  claims
• 2:08
  Fable
• 2:08
  5
• 2:08
  is
• 2:08
  more
• 2:09
  token-efficient
• 2:09
  than
• 2:09
  previous
• 2:10
  Claude
• 2:10
  models,
• 2:11
  which
• 2:11
  partially
• 2:11
  offsets
• 2:12
  the
• 2:12
  doubled
• 2:12
  per-token
• 2:13
  price
• 2:13
  —
• 2:14
  a
• 2:14
  project
• 2:14
  that
• 2:14
  cost
• 2:15
  X
• 2:15
  on
• 2:15
  Opus
• 2:15
  4.8
• 2:16
  will
• 2:16
  not
• 2:16
  necessarily
• 2:17
  cost
• 2:17
  2X
• 2:18
  on
• 2:18
  Fable
• 2:18
  5,
• 2:19
  though
• 2:19
  it
• 2:19
  will
• 2:19
  not
• 2:19
  be
• 2:19
  cheaper
• 2:20
  either.
• 2:21
  Reuven
• 2:21
  Cohen
• 2:22
  argues
• 2:22
  the
• 2:22
  real
• 2:22
  unlock
• 2:23
  is
• 2:23
  not
• 2:23
  the
• 2:23
  model
• 2:23
  itself
• 2:24
  but
• 2:24
  the
• 2:24
  harness
• 2:24
  around
• 2:25
  it.
• 2:25
  His
• 2:25
  thesis:
• 2:26
  SynthLang
• 2:27
  symbolic
• 2:27
  guidance
• 2:28
  combined
• 2:28
  with
• 2:28
  RuVector
• 2:29
  memory
• 2:29
  and
• 2:29
  contrastive
• 2:30
  evaluation
• 2:30
  layers
• 2:31
  recovers
• 2:31
  most
• 2:31
  of
• 2:31
  the
• 2:32
  capability
• 2:32
  gap
• 2:32
  between
• 2:33
  Fable
• 2:33
  and
• 2:33
  unrestricted
• 2:34
  Mythos.
• 2:35
  "The
• 2:35
  future
• 2:36
  is
• 2:36
  not
• 2:36
  bigger
• 2:36
  models.
• 2:37
  The
• 2:37
  future
• 2:38
  is
• 2:38
  better
• 2:38
  systems."
• 2:39
  It
• 2:39
  is
• 2:39
  a
• 2:39
  compelling
• 2:40
  framing,
• 2:40
  even
• 2:41
  if
• 2:41
  the
• 2:41
  specific
• 2:41
  tooling
• 2:42
  pitch
• 2:42
  is
• 2:42
  self-serving
• 2:42
  —
• 2:43
  a
• 2:43
  commenter
• 2:44
  notes
• 2:44
  Fable
• 2:45
  5
• 2:45
  "is
• 2:45
  no
• 2:46
  better
• 2:46
  at
• 2:46
  completing
• 2:46
  structured
• 2:47
  tasks
• 2:47
  than
• 2:48
  4.8,
• 2:49
  and
• 2:49
  maybe
• 2:49
  worse
• 2:49
  due
• 2:50
  to
• 2:50
  instruction
• 2:50
  deviation."
• 2:51
  The
• 2:51
  underlying
• 2:52
  point,
• 2:53
  that
• 2:53
  orchestration
• 2:53
  infrastructure
• 2:54
  often
• 2:55
  contributes
• 2:55
  more
• 2:55
  than
• 2:55
  model
• 2:56
  upgrades,
• 2:56
  is
• 2:57
  consistent
• 2:57
  with
• 2:57
  what
• 2:57
  practitioners
• 2:58
  report
• 2:58
  across
• 2:59
  the
• 2:59
  ecosystem.
• 3:03
  Apple's
• 3:03
  WWDC
• 3:04
  revealed
• 3:05
  the
• 3:05
  architecture
• 3:05
  behind
• 3:05
  Apple
• 3:06
  Intelligence:
• 3:07
  a
• 3:07
  three-tier
• 3:08
  routing
• 3:08
  system
• 3:08
  where
• 3:08
  on-device
• 3:09
  models
• 3:09
  handle
• 3:09
  basic
• 3:10
  tasks,
• 3:11
  Private
• 3:11
  Cloud
• 3:11
  Compute
• 3:11
  handles
• 3:12
  mid-complexity
• 3:12
  work
• 3:13
  in
• 3:13
  cryptographically
• 3:13
  attested
• 3:14
  silicon
• 3:14
  enclaves,
• 3:15
  and
• 3:15
  third-party
• 3:15
  models
• 3:15
  —
• 3:16
  starting
• 3:16
  with
• 3:16
  Gemini
• 3:17
  —
• 3:17
  handle
• 3:18
  the
• 3:18
  rest.
• 3:19
  The
• 3:19
  system
• 3:19
  orchestrator
• 3:20
  decides
• 3:20
  which
• 3:21
  tier
• 3:21
  processes
• 3:21
  each
• 3:22
  request,
• 3:22
  with
• 3:23
  the
• 3:23
  stated
• 3:23
  goal
• 3:23
  of
• 3:23
  keeping
• 3:24
  as
• 3:24
  much
• 3:24
  computation
• 3:24
  local
• 3:25
  as
• 3:25
  possible.
• 3:26
  The
• 3:26
  developer
• 3:27
  documentation
• 3:27
  for
• 3:27
  CoreAI
• 3:28
  landed
• 3:28
  alongside
• 3:28
  the
• 3:29
  announcement,
• 3:29
  though
• 3:30
  it
• 3:30
  is
• 3:30
  mostly
• 3:30
  navigation
• 3:31
  scaffolding
• 3:31
  —
• 3:32
  framework
• 3:32
  references
• 3:33
  and
• 3:33
  API
• 3:33
  surface
• 3:34
  area
• 3:34
  without
• 3:34
  deep
• 3:35
  implementation
• 3:35
  guidance.
• 3:36
  What
• 3:36
  is
• 3:37
  visible
• 3:37
  suggests
• 3:37
  Apple
• 3:37
  is
• 3:38
  building
• 3:38
  a
• 3:38
  stable
• 3:38
  abstraction
• 3:39
  layer
• 3:39
  that
• 3:39
  lets
• 3:39
  app
• 3:40
  developers
• 3:40
  target
• 3:40
  "intelligence"
• 3:41
  without
• 3:41
  caring
• 3:42
  which
• 3:42
  tier
• 3:42
  actually
• 3:42
  executes.
• 3:43
  Michal
• 3:44
  Malewicz
• 3:44
  makes
• 3:44
  the
• 3:44
  sharper
• 3:45
  argument:
• 3:45
  Apple
• 3:46
  just
• 3:46
  made
• 3:46
  paid
• 3:46
  AI
• 3:47
  subscriptions
• 3:47
  structurally
• 3:48
  unnecessary
• 3:48
  for
• 3:48
  most
• 3:49
  consumers.
• 3:50
  If
• 3:50
  on-device
• 3:50
  intelligence
• 3:51
  handles
• 3:51
  the
• 3:51
  common
• 3:52
  cases
• 3:52
  —
• 3:53
  Siri
• 3:53
  queries,
• 3:53
  text
• 3:54
  summarization,
• 3:54
  basic
• 3:55
  image
• 3:55
  understanding
• 3:55
  —
• 3:57
  the
• 3:57
  value
• 3:57
  proposition
• 3:58
  for
• 3:58
  a
• 3:58
  $20/month
• 3:59
  ChatGPT
• 4:00
  Plus
• 4:00
  or
• 4:00
  Gemini
• 4:01
  Advanced
• 4:01
  subscription
• 4:02
  collapses
• 4:02
  for
• 4:02
  casual
• 4:03
  users.
• 4:03
  He
• 4:04
  suggests
• 4:04
  Apple
• 4:04
  should
• 4:05
  acquire
• 4:05
  Ollama
• 4:05
  to
• 4:05
  strengthen
• 4:06
  the
• 4:06
  on-device
• 4:06
  layer,
• 4:07
  which
• 4:07
  is
• 4:07
  an
• 4:07
  interesting
• 4:08
  strategic
• 4:08
  read
• 4:08
  even
• 4:09
  if
• 4:09
  the
• 4:09
  acquisition
• 4:09
  logic
• 4:10
  is
• 4:10
  speculative.
• 4:11
  The
• 4:11
  real
• 4:11
  pressure
• 4:11
  is
• 4:11
  on
• 4:11
  Google
• 4:12
  and
• 4:12
  OpenAI:
• 4:13
  if
• 4:13
  Apple's
• 4:13
  bundled
• 4:14
  tier
• 4:14
  is
• 4:14
  good
• 4:14
  enough,
• 4:14
  the
• 4:15
  paid
• 4:15
  AI
• 4:15
  product
• 4:15
  market
• 4:16
  contracts
• 4:16
  to
• 4:16
  developers
• 4:17
  and
• 4:17
  power
• 4:17
  users
• 4:17
  who
• 4:17
  need
• 4:18
  frontier
• 4:18
  capability.
• 4:19
  The
• 4:19
  law
• 4:19
  firm
• 4:19
  use
• 4:20
  case
• 4:20
  crystallizes
• 4:20
  this
• 4:21
  tension
• 4:21
  —
• 4:21
  regulated
• 4:22
  industries
• 4:22
  that
• 4:22
  cannot
• 4:23
  send
• 4:23
  data
• 4:23
  to
• 4:23
  cloud
• 4:24
  AI
• 4:24
  have
• 4:24
  been
• 4:24
  improvising
• 4:24
  with
• 4:25
  Mac
• 4:25
  Minis
• 4:25
  and
• 4:25
  open-weight
• 4:26
  models.
• 4:27
  Apple's
• 4:27
  Private
• 4:27
  Cloud
• 4:27
  Compute,
• 4:28
  if
• 4:28
  the
• 4:29
  attestation
• 4:29
  holds
• 4:29
  up
• 4:29
  under
• 4:30
  independent
• 4:30
  scrutiny,
• 4:31
  offers
• 4:31
  a
• 4:31
  middle
• 4:31
  path
• 4:32
  between
• 4:32
  local-only
• 4:33
  and
• 4:33
  trust-the-cloud.
• 4:37
  Cognition.ai
• 4:38
  released
• 4:38
  FrontierCode,
• 4:39
  the
• 4:39
  first
• 4:39
  benchmark
• 4:40
  designed
• 4:40
  to
• 4:40
  measure
• 4:40
  whether
• 4:41
  AI-generated
• 4:41
  code
• 4:42
  is
• 4:42
  actually
• 4:42
  mergeable
• 4:42
  —
• 4:43
  not
• 4:43
  just
• 4:43
  correct.
• 4:44
  Traditional
• 4:44
  benchmarks
• 4:45
  like
• 4:45
  SWE-bench
• 4:46
  test
• 4:46
  whether
• 4:46
  a
• 4:46
  model
• 4:46
  can
• 4:46
  produce
• 4:47
  a
• 4:47
  patch
• 4:47
  that
• 4:47
  passes
• 4:47
  tests.
• 4:48
  FrontierCode
• 4:49
  tests
• 4:49
  whether
• 4:49
  a
• 4:50
  senior
• 4:50
  engineer
• 4:50
  would
• 4:51
  approve
• 4:51
  the
• 4:51
  pull
• 4:51
  request.
• 4:52
  The
• 4:52
  results
• 4:53
  are
• 4:53
  sobering:
• 4:54
  Opus
• 4:54
  4.8
• 4:55
  leads
• 4:55
  at
• 4:55
  13.4%
• 4:56
  Diamond
• 4:57
  (the
• 4:57
  highest
• 4:57
  quality
• 4:57
  tier),
• 4:58
  while
• 4:58
  GPT-5.5
• 4:59
  scores
• 4:59
  6.3%.
• 5:01
  The
• 5:01
  benchmark
• 5:02
  achieves
• 5:02
  an
• 5:02
  81%
• 5:03
  lower
• 5:03
  false
• 5:03
  positive
• 5:04
  rate
• 5:04
  compared
• 5:04
  to
• 5:04
  existing
• 5:05
  code
• 5:05
  evaluation
• 5:05
  methods,
• 5:06
  meaning
• 5:06
  when
• 5:06
  FrontierCode
• 5:07
  says
• 5:07
  code
• 5:07
  is
• 5:07
  good,
• 5:08
  it
• 5:08
  usually
• 5:09
  is.
• 5:10
  The
• 5:10
  Diamond
• 5:10
  tier
• 5:10
  is
• 5:10
  deliberately
• 5:11
  stringent
• 5:11
  —
• 5:12
  it
• 5:12
  measures
• 5:12
  code
• 5:12
  that
• 5:12
  a
• 5:12
  senior
• 5:13
  reviewer
• 5:13
  would
• 5:13
  approve
• 5:14
  without
• 5:14
  requesting
• 5:14
  changes.
• 5:15
  Even
• 5:16
  the
• 5:16
  best
• 5:16
  model
• 5:16
  in
• 5:16
  the
• 5:16
  world
• 5:17
  clears
• 5:17
  that
• 5:17
  bar
• 5:17
  less
• 5:17
  than
• 5:18
  14%
• 5:18
  of
• 5:18
  the
• 5:18
  time,
• 5:19
  which
• 5:19
  should
• 5:19
  recalibrate
• 5:19
  expectations
• 5:20
  about
• 5:20
  what
• 5:20
  "AI
• 5:21
  writes
• 5:21
  production
• 5:22
  code"
• 5:22
  actually
• 5:22
  means
• 5:23
  in
• 5:23
  practice
• 5:23
  today.
• 5:24
  This
• 5:24
  matters
• 5:24
  because
• 5:25
  the
• 5:25
  agentic
• 5:25
  coding
• 5:26
  workflow
• 5:26
  —
• 5:26
  Stripe's
• 5:27
  300
• 5:27
  AI-written
• 5:28
  PRs
• 5:28
  per
• 5:28
  week,
• 5:29
  Shopify's
• 5:29
  ROAST
• 5:29
  system,
• 5:30
  Amazon's
• 5:30
  claimed
• 5:30
  500
• 5:31
  developer-years
• 5:31
  saved
• 5:32
  —
• 5:32
  depends
• 5:32
  on
• 5:33
  code
• 5:33
  that
• 5:33
  humans
• 5:33
  can
• 5:33
  review
• 5:34
  and
• 5:34
  merge
• 5:34
  without
• 5:34
  rework.
• 5:35
  A
• 5:35
  model
• 5:35
  that
• 5:36
  solves
• 5:36
  80%
• 5:36
  of
• 5:36
  SWE-bench
• 5:37
  but
• 5:37
  produces
• 5:37
  code
• 5:38
  requiring
• 5:38
  refactoring
• 5:39
  before
• 5:39
  merge
• 5:39
  is
• 5:40
  not
• 5:40
  actually
• 5:40
  saving
• 5:40
  engineering
• 5:41
  time;
• 5:41
  it
• 5:41
  is
• 5:42
  redistributing
• 5:42
  it
• 5:42
  from
• 5:42
  writing
• 5:43
  to
• 5:43
  reviewing.
• 5:44
  FrontierCode
• 5:44
  attempts
• 5:44
  to
• 5:45
  measure
• 5:45
  the
• 5:45
  quality
• 5:45
  dimension
• 5:46
  that
• 5:46
  determines
• 5:46
  real-world
• 5:47
  ROI.
• 5:48
  The
• 5:48
  gap
• 5:48
  between
• 5:48
  "correct"
• 5:49
  and
• 5:49
  "mergeable"
• 5:49
  is
• 5:49
  where
• 5:50
  most
• 5:50
  of
• 5:50
  the
• 5:50
  hidden
• 5:50
  cost
• 5:50
  in
• 5:51
  AI-assisted
• 5:51
  development
• 5:52
  lives.
• 5:52
  Cohere's
• 5:53
  North
• 5:53
  Mini
• 5:53
  Code
• 5:53
  takes
• 5:53
  a
• 5:53
  different
• 5:54
  approach
• 5:54
  to
• 5:54
  the
• 5:54
  efficiency
• 5:55
  problem.
• 5:55
  It
• 5:56
  is
• 5:56
  a
• 5:56
  30B
• 5:56
  parameter
• 5:57
  MoE
• 5:57
  with
• 5:57
  128
• 5:58
  experts
• 5:59
  and
• 5:59
  only
• 5:59
  8
• 5:59
  active
• 6:00
  per
• 6:00
  token,
• 6:00
  yielding
• 6:00
  roughly
• 6:01
  3B
• 6:01
  active
• 6:02
  parameters.
• 6:03
  Training
• 6:03
  used
• 6:03
  two-stage
• 6:04
  supervised
• 6:04
  fine-tuning
• 6:05
  plus
• 6:05
  asynchronous
• 6:06
  reinforcement
• 6:06
  learning
• 6:07
  with
• 6:07
  verifiable
• 6:07
  rewards.
• 6:08
  It
• 6:08
  scores
• 6:09
  33.4
• 6:10
  on
• 6:10
  Artificial
• 6:10
  Analysis's
• 6:11
  Coding
• 6:11
  Index.
• 6:12
  The
• 6:12
  interesting
• 6:12
  claim
• 6:13
  is
• 6:13
  cross-harness
• 6:13
  generalization:
• 6:14
  performance
• 6:15
  holds
• 6:15
  across
• 6:15
  SWE-Agent,
• 6:16
  mini-SWE-agent,
• 6:17
  and
• 6:17
  OpenCode,
• 6:18
  suggesting
• 6:19
  the
• 6:19
  model
• 6:19
  learned
• 6:19
  generalizable
• 6:20
  coding
• 6:20
  capability
• 6:20
  rather
• 6:21
  than
• 6:21
  overfitting
• 6:21
  to
• 6:21
  a
• 6:22
  specific
• 6:22
  evaluation
• 6:22
  scaffold.
• 6:23
  At
• 6:23
  3B
• 6:24
  active
• 6:24
  parameters,
• 6:25
  it
• 6:25
  runs
• 6:25
  on
• 6:25
  consumer
• 6:26
  hardware
• 6:26
  —
• 6:27
  a
• 6:27
  meaningful
• 6:27
  data
• 6:27
  point
• 6:28
  given
• 6:28
  that
• 6:28
  most
• 6:28
  production
• 6:29
  agentic
• 6:29
  coding
• 6:29
  workflows
• 6:30
  still
• 6:30
  assume
• 6:30
  cloud-scale
• 6:31
  compute.
• 6:34
  SafeDep
• 6:34
  disclosed
• 6:35
  a
• 6:35
  supply
• 6:35
  chain
• 6:35
  attack
• 6:36
  vector
• 6:36
  that
• 6:36
  exploits
• 6:37
  a
• 6:37
  blind
• 6:37
  spot
• 6:37
  in
• 6:37
  every
• 6:38
  major
• 6:38
  AI
• 6:38
  coding
• 6:39
  assistant:
• 6:39
  config
• 6:40
  files.
• 6:41
  The
• 6:41
  Miasma
• 6:41
  worm
• 6:42
  propagates
• 6:42
  via
• 6:42
  Claude
• 6:43
  Code
• 6:43
  hooks
• 6:43
  (.claude/settings.json),
• 6:47
  Gemini
• 6:47
  CLI
• 6:48
  configs,
• 6:48
  Cursor
• 6:49
  rules,
• 6:49
  VS
• 6:49
  Code
• 6:50
  tasks,
• 6:50
  npm
• 6:51
  scripts,
• 6:51
  Composer,
• 6:52
  and
• 6:52
  Bundler.
• 6:53
  The
• 6:53
  dropper
• 6:54
  is
• 6:54
  4.3MB
• 6:55
  of
• 6:55
  obfuscated
• 6:55
  code
• 6:56
  that
• 6:56
  exfiltrates
• 6:56
  credentials
• 6:57
  for
• 6:58
  AWS,
• 6:58
  Azure,
• 6:58
  and
• 6:58
  GCP.
• 6:59
  It
• 6:59
  has
• 7:00
  been
• 7:00
  assigned
• 7:00
  CVE-2026-21852.
• 7:04
  The
• 7:04
  attack
• 7:04
  chain
• 7:05
  deserves
• 7:05
  detailed
• 7:05
  attention.
• 7:06
  These
• 7:06
  config
• 7:07
  files
• 7:07
  are
• 7:07
  designed
• 7:08
  to
• 7:08
  be
• 7:08
  trusted
• 7:08
  —
• 7:09
  they
• 7:09
  configure
• 7:09
  development
• 7:10
  environments,
• 7:10
  and
• 7:10
  developers
• 7:11
  routinely
• 7:11
  clone
• 7:11
  repositories
• 7:12
  containing
• 7:12
  them
• 7:13
  without
• 7:13
  review.
• 7:14
  The
• 7:14
  worm
• 7:14
  exploits
• 7:15
  the
• 7:15
  fact
• 7:15
  that
• 7:15
  hooks
• 7:15
  and
• 7:15
  task
• 7:16
  definitions
• 7:16
  in
• 7:16
  these
• 7:16
  files
• 7:17
  can
• 7:17
  execute
• 7:18
  arbitrary
• 7:18
  code:
• 7:19
  a
• 7:21
  .claude/settings.json
• 7:22
  defines
• 7:23
  post-command
• 7:23
  hooks,
• 7:24
  a
• 7:24
  VS
• 7:24
  Code
• 7:24
  tasks.json
• 7:26
  runs
• 7:26
  shell
• 7:26
  commands
• 7:27
  on
• 7:27
  folder
• 7:27
  open,
• 7:28
  npm
• 7:28
  scripts
• 7:28
  execute
• 7:29
  on
• 7:29
  install.
• 7:30
  The
• 7:30
  trust
• 7:30
  model
• 7:30
  assumes
• 7:31
  these
• 7:31
  files
• 7:31
  come
• 7:32
  from
• 7:32
  the
• 7:32
  project's
• 7:32
  developers.
• 7:33
  When
• 7:33
  they
• 7:33
  come
• 7:34
  from
• 7:34
  an
• 7:34
  attacker,
• 7:34
  the
• 7:35
  entire
• 7:35
  tool
• 7:35
  chain
• 7:35
  becomes
• 7:36
  a
• 7:36
  delivery
• 7:36
  mechanism.
• 7:37
  Trust
• 7:37
  prompts
• 7:37
  —
• 7:38
  "Allow
• 7:38
  this
• 7:38
  hook
• 7:39
  to
• 7:39
  run?"
• 7:40
  —
• 7:40
  provide
• 7:40
  insufficient
• 7:41
  defense
• 7:41
  because
• 7:41
  developers
• 7:42
  click
• 7:42
  through
• 7:42
  them
• 7:42
  reflexively
• 7:43
  after
• 7:43
  the
• 7:43
  first
• 7:44
  few
• 7:44
  dozen.
• 7:45
  The
• 7:45
  seven-tool
• 7:46
  attack
• 7:46
  surface
• 7:46
  is
• 7:47
  what
• 7:47
  makes
• 7:47
  Miasma
• 7:48
  architecturally
• 7:48
  interesting
• 7:49
  from
• 7:49
  a
• 7:49
  defense
• 7:49
  perspective.
• 7:51
  Previous
• 7:51
  supply
• 7:51
  chain
• 7:52
  worms
• 7:52
  targeted
• 7:52
  a
• 7:52
  single
• 7:53
  vector
• 7:53
  —
• 7:54
  npm
• 7:55
  packages,
• 7:55
  PyPI
• 7:56
  wheels,
• 7:56
  GitHub
• 7:57
  Actions.
• 7:58
  Miasma
• 7:58
  targets
• 7:59
  the
• 7:59
  configuration
• 8:00
  layer
• 8:00
  that
• 8:00
  sits
• 8:00
  above
• 8:00
  all
• 8:01
  of
• 8:01
  them,
• 8:01
  which
• 8:02
  means
• 8:02
  a
• 8:02
  single
• 8:02
  infected
• 8:03
  repository
• 8:03
  can
• 8:03
  compromise
• 8:04
  developers
• 8:05
  regardless
• 8:05
  of
• 8:05
  their
• 8:05
  primary
• 8:06
  language
• 8:06
  or
• 8:06
  toolchain.
• 8:08
  The
• 8:08
  defensive
• 8:08
  recommendation
• 8:09
  is
• 8:09
  straightforward
• 8:10
  but
• 8:10
  requires
• 8:10
  discipline:
• 8:11
  treat
• 8:11
  config
• 8:12
  files
• 8:12
  as
• 8:12
  executable
• 8:13
  code,
• 8:14
  review
• 8:14
  them
• 8:14
  with
• 8:14
  the
• 8:14
  same
• 8:14
  scrutiny
• 8:15
  applied
• 8:15
  to
• 8:15
  source,
• 8:16
  and
• 8:16
  audit
• 8:16
  third-party
• 8:17
  repos
• 8:17
  before
• 8:18
  cloning
• 8:18
  into
• 8:18
  development
• 8:18
  environments.
• 8:20
  On
• 8:20
  the
• 8:20
  policy
• 8:20
  front,
• 8:21
  Signal
• 8:21
  published
• 8:22
  a
• 8:22
  statement
• 8:22
  opposing
• 8:23
  the
• 8:23
  UK
• 8:23
  government's
• 8:23
  push
• 8:24
  for
• 8:24
  on-device
• 8:24
  content
• 8:25
  scanning.
• 8:26
  Their
• 8:26
  argument:
• 8:27
  mass
• 8:27
  scanning
• 8:28
  mechanisms
• 8:28
  never
• 8:28
  stay
• 8:29
  narrowly
• 8:29
  scoped.
• 8:30
  What
• 8:30
  starts
• 8:31
  as
• 8:31
  child
• 8:31
  safety
• 8:32
  scanning
• 8:32
  expands
• 8:32
  to
• 8:33
  copyright
• 8:33
  enforcement,
• 8:34
  then
• 8:34
  to
• 8:34
  political
• 8:35
  speech,
• 8:36
  then
• 8:36
  to
• 8:36
  whatever
• 8:36
  the
• 8:36
  government
• 8:37
  of
• 8:37
  the
• 8:37
  day
• 8:37
  finds
• 8:37
  inconvenient.
• 8:39
  Signal
• 8:39
  frames
• 8:39
  the
• 8:39
  fundamental
• 8:40
  problem
• 8:40
  as
• 8:41
  one
• 8:41
  of
• 8:41
  infrastructure
• 8:41
  creation:
• 8:42
  building
• 8:43
  the
• 8:43
  scanning
• 8:43
  capability,
• 8:44
  regardless
• 8:45
  of
• 8:45
  how
• 8:45
  narrowly
• 8:45
  it
• 8:45
  is
• 8:45
  initially
• 8:46
  targeted,
• 8:47
  creates
• 8:47
  machinery
• 8:48
  that
• 8:48
  any
• 8:48
  future
• 8:48
  government
• 8:49
  can
• 8:49
  repurpose.
• 8:50
  This
• 8:50
  is
• 8:50
  not
• 8:50
  hypothetical;
• 8:52
  it
• 8:52
  is
• 8:52
  the
• 8:52
  operational
• 8:53
  pattern
• 8:53
  observed
• 8:54
  in
• 8:54
  every
• 8:54
  jurisdiction
• 8:55
  that
• 8:55
  has
• 8:55
  deployed
• 8:56
  broad
• 8:56
  technical
• 8:57
  surveillance
• 8:57
  capabilities.
• 8:59
  "Surveillance
• 8:59
  is
• 8:59
  not
• 8:59
  safety."
• 9:03
  Three
• 9:04
  papers
• 9:04
  this
• 9:04
  week
• 9:04
  tackle
• 9:05
  different
• 9:05
  failure
• 9:06
  modes
• 9:06
  that
• 9:06
  limit
• 9:06
  AI
• 9:07
  deployment
• 9:07
  in
• 9:07
  high-stakes
• 9:08
  domains.
• 9:09
  The
• 9:09
  Functional
• 9:09
  Task
• 9:09
  Network
• 9:10
  paper
• 9:10
  introduces
• 9:11
  a
• 9:11
  cortical
• 9:11
  grid
• 9:11
  architecture
• 9:12
  for
• 9:12
  continual
• 9:12
  learning
• 9:13
  that
• 9:13
  achieves
• 9:14
  near-zero
• 9:14
  catastrophic
• 9:15
  forgetting.
• 9:16
  The
• 9:16
  mechanism
• 9:16
  is
• 9:16
  a
• 9:16
  grid
• 9:17
  of
• 9:17
  small
• 9:17
  MLPs
• 9:18
  with
• 9:18
  a
• 9:18
  three-stage
• 9:18
  masking
• 9:19
  process:
• 9:20
  gradient
• 9:20
  descent
• 9:20
  selects
• 9:21
  candidate
• 9:21
  weights,
• 9:22
  lateral
• 9:22
  smoothing
• 9:22
  enforces
• 9:23
  spatial
• 9:23
  coherence
• 9:24
  mimicking
• 9:24
  cortical
• 9:24
  columns,
• 9:25
  and
• 9:25
  k-winners-take-all
• 9:26
  binarization
• 9:27
  produces
• 9:27
  sparse
• 9:27
  binary
• 9:28
  masks
• 9:28
  that
• 9:29
  isolate
• 9:29
  each
• 9:29
  task's
• 9:30
  parameters.
• 9:31
  New
• 9:31
  tasks
• 9:31
  do
• 9:31
  not
• 9:31
  interfere
• 9:32
  with
• 9:32
  existing
• 9:32
  ones
• 9:33
  because
• 9:33
  they
• 9:33
  occupy
• 9:33
  different
• 9:34
  weight
• 9:34
  subsets.
• 9:35
  The
• 9:35
  system
• 9:35
  recovers
• 9:36
  previously
• 9:36
  learned
• 9:36
  tasks
• 9:37
  in
• 9:37
  a
• 9:37
  single
• 9:37
  gradient
• 9:38
  step
• 9:38
  from
• 9:38
  unlabeled
• 9:38
  data
• 9:39
  —
• 9:39
  unsupervised
• 9:40
  task
• 9:40
  identification
• 9:41
  without
• 9:41
  stored
• 9:41
  exemplars.
• 9:42
  Tested
• 9:43
  on
• 9:43
  synthetic,
• 9:43
  MNIST
• 9:44
  Shuffled
• 9:44
  Labels,
• 9:44
  and
• 9:45
  Permuted
• 9:45
  MNIST
• 9:45
  benchmarks.
• 9:46
  The
• 9:46
  cortical
• 9:47
  inspiration
• 9:47
  is
• 9:47
  not
• 9:48
  window
• 9:48
  dressing;
• 9:49
  the
• 9:49
  grid
• 9:49
  topology
• 9:50
  and
• 9:50
  lateral
• 9:50
  inhibition
• 9:51
  directly
• 9:51
  drive
• 9:51
  the
• 9:51
  parameter
• 9:52
  isolation
• 9:52
  that
• 9:52
  makes
• 9:53
  zero-forgetting
• 9:53
  possible.
• 9:54
  VERIMED
• 9:56
  applies
• 9:56
  neurosymbolic
• 9:57
  verification
• 9:57
  to
• 9:57
  medical
• 9:58
  device
• 9:58
  requirements
• 9:58
  —
• 9:59
  a
• 9:59
  domain
• 9:59
  where
• 9:59
  ambiguity
• 10:00
  in
• 10:00
  specifications
• 10:01
  kills
• 10:01
  people.
• 10:02
  The
• 10:02
  pipeline
• 10:02
  has
• 10:02
  an
• 10:03
  LLM
• 10:03
  autoformalize
• 10:04
  natural
• 10:04
  language
• 10:05
  requirements
• 10:05
  into
• 10:05
  SMT-LIB
• 10:07
  logical
• 10:07
  formulas,
• 10:08
  then
• 10:08
  Z3
• 10:09
  solver
• 10:09
  checks
• 10:09
  for
• 10:09
  consistency,
• 10:10
  vacuousness
• 10:11
  (requirements
• 10:11
  that
• 10:12
  are
• 10:12
  trivially
• 10:12
  satisfiable),
• 10:13
  violatability
• 10:14
  (whether
• 10:14
  a
• 10:14
  requirement
• 10:15
  can
• 10:15
  actually
• 10:15
  be
• 10:15
  tested
• 10:16
  against),
• 10:16
  and
• 10:16
  redundancy.
• 10:17
  The
• 10:17
  key
• 10:18
  innovation
• 10:18
  is
• 10:18
  ambiguity
• 10:19
  detection
• 10:19
  through
• 10:19
  stochastic
• 10:20
  formalization
• 10:21
  disagreement:
• 10:22
  run
• 10:22
  the
• 10:22
  LLM
• 10:23
  multiple
• 10:23
  times,
• 10:24
  and
• 10:24
  if
• 10:24
  it
• 10:24
  produces
• 10:25
  different
• 10:25
  formalizations,
• 10:26
  the
• 10:26
  requirement
• 10:27
  is
• 10:27
  ambiguous
• 10:27
  by
• 10:27
  definition.
• 10:29
  With
• 10:29
  counterexample-guided
• 10:30
  repair,
• 10:31
  the
• 10:31
  pipeline
• 10:31
  achieves
• 10:32
  98.5%
• 10:33
  accuracy
• 10:33
  on
• 10:33
  hemodialysis
• 10:34
  and
• 10:34
  PCA
• 10:34
  infusion
• 10:35
  pump
• 10:35
  benchmarks.
• 10:36
  This
• 10:36
  is
• 10:36
  exactly
• 10:37
  the
• 10:37
  hybrid
• 10:37
  architecture
• 10:38
  that
• 10:38
  works:
• 10:39
  LLMs
• 10:39
  handle
• 10:39
  the
• 10:39
  messy
• 10:40
  natural-language-to-formal-logic
• 10:41
  translation
• 10:41
  where
• 10:42
  they
• 10:42
  excel,
• 10:43
  and
• 10:43
  deterministic
• 10:43
  solvers
• 10:44
  handle
• 10:44
  the
• 10:44
  verification
• 10:45
  where
• 10:45
  correctness
• 10:45
  guarantees
• 10:46
  actually
• 10:46
  matter.
• 10:47
  ChartCynics
• 10:48
  addresses
• 10:48
  a
• 10:48
  different
• 10:48
  trust
• 10:49
  problem:
• 10:49
  misleading
• 10:50
  data
• 10:50
  visualizations.
• 10:51
  The
• 10:51
  framework
• 10:52
  uses
• 10:52
  dual-path
• 10:53
  analysis
• 10:53
  —
• 10:54
  a
• 10:54
  Vision
• 10:54
  Path
• 10:54
  that
• 10:55
  reads
• 10:55
  the
• 10:55
  chart
• 10:55
  as
• 10:55
  rendered
• 10:56
  and
• 10:56
  a
• 10:56
  Data
• 10:56
  Path
• 10:57
  that
• 10:57
  works
• 10:57
  from
• 10:57
  the
• 10:57
  underlying
• 10:58
  data
• 10:58
  —
• 10:59
  combined
• 10:59
  with
• 10:59
  a
• 10:59
  five-step
• 11:00
  Detective
• 11:00
  Chain
• 11:00
  of
• 11:00
  Thought.
• 11:01
  Training
• 11:02
  uses
• 11:02
  Oracle-Informed
• 11:03
  SFT
• 11:03
  plus
• 11:03
  Deception-Aware
• 11:04
  GRPO
• 11:05
  (group
• 11:05
  relative
• 11:05
  policy
• 11:06
  optimization).
• 11:07
  Running
• 11:07
  on
• 11:07
  a
• 11:07
  Qwen3-VL-8B
• 11:09
  backbone,
• 11:10
  it
• 11:10
  achieves
• 11:10
  74.43%
• 11:12
  accuracy
• 11:13
  on
• 11:13
  misleading
• 11:13
  chart
• 11:13
  detection,
• 11:14
  a
• 11:14
  29-point
• 11:15
  improvement
• 11:15
  over
• 11:16
  baseline
• 11:16
  and
• 11:16
  outperforming
• 11:17
  Gemini-3.1-Pro.
• 11:19
  The
• 11:19
  practical
• 11:19
  application
• 11:20
  is
• 11:20
  automated
• 11:20
  screening
• 11:21
  of
• 11:21
  charts
• 11:21
  in
• 11:21
  financial
• 11:22
  reports,
• 11:22
  academic
• 11:23
  papers,
• 11:23
  and
• 11:23
  news
• 11:23
  articles
• 11:24
  for
• 11:24
  common
• 11:24
  deception
• 11:25
  techniques:
• 11:25
  truncated
• 11:26
  axes,
• 11:27
  cherry-picked
• 11:27
  time
• 11:27
  windows,
• 11:28
  and
• 11:28
  misleading
• 11:28
  aggregations.
• 11:33
  OpenCV
• 11:33
  5
• 11:33
  is
• 11:34
  the
• 11:34
  most
• 11:34
  architecturally
• 11:34
  significant
• 11:35
  release
• 11:35
  in
• 11:35
  this
• 11:35
  batch.
• 11:36
  The
• 11:36
  new
• 11:37
  graph-based
• 11:37
  DNN
• 11:38
  engine
• 11:38
  rewrites
• 11:38
  inference
• 11:39
  from
• 11:39
  scratch
• 11:39
  with
• 11:39
  over
• 11:40
  80%
• 11:40
  ONNX
• 11:40
  operator
• 11:41
  coverage
• 11:41
  (up
• 11:41
  from
• 11:41
  a
• 11:41
  small
• 11:42
  fraction
• 11:42
  in
• 11:43
  prior
• 11:43
  versions),
• 11:43
  native
• 11:44
  FP16
• 11:44
  and
• 11:45
  BF16
• 11:45
  support,
• 11:46
  FlashAttention
• 11:47
  fusion,
• 11:47
  and
• 11:47
  a
• 11:47
  hardware
• 11:48
  abstraction
• 11:48
  layer
• 11:48
  for
• 11:49
  vendor-tuned
• 11:49
  kernels
• 11:49
  across
• 11:50
  Intel
• 11:50
  IPP,
• 11:50
  ARM,
• 11:51
  Qualcomm,
• 11:52
  and
• 11:52
  RISC-V.
• 11:53
  The
• 11:53
  headline
• 11:54
  claim
• 11:54
  —
• 11:54
  faster
• 11:55
  than
• 11:55
  ONNX
• 11:55
  Runtime
• 11:56
  on
• 11:56
  many
• 11:56
  models
• 11:57
  —
• 11:57
  is
• 11:57
  bold
• 11:58
  but
• 11:58
  plausible
• 11:58
  given
• 11:58
  the
• 11:58
  fusion
• 11:59
  opportunities
• 11:59
  a
• 11:59
  graph-based
• 12:00
  engine
• 12:00
  enables.
• 12:01
  OpenCV
• 12:02
  5
• 12:02
  also
• 12:03
  runs
• 12:03
  LLMs
• 12:03
  and
• 12:04
  VLMs
• 12:04
  inside
• 12:04
  the
• 12:04
  DNN
• 12:05
  module
• 12:05
  with
• 12:05
  built-in
• 12:06
  tokenizer
• 12:06
  and
• 12:06
  KV-cache
• 12:07
  support,
• 12:08
  multi-camera
• 12:08
  calibration,
• 12:09
  and
• 12:09
  a
• 12:09
  C++17
• 12:11
  minimum.
• 12:11
  It
• 12:11
  repositions
• 12:12
  OpenCV
• 12:13
  from
• 12:13
  a
• 12:13
  traditional
• 12:13
  computer
• 12:14
  vision
• 12:14
  library
• 12:15
  to
• 12:15
  a
• 12:15
  serious
• 12:15
  inference
• 12:16
  engine.
• 12:16
  Alibaba's
• 12:17
  Marco-MoE
• 12:18
  is
• 12:18
  a
• 12:18
  fully
• 12:18
  open
• 12:18
  multilingual
• 12:19
  MoE
• 12:19
  suite
• 12:20
  trained
• 12:20
  from
• 12:20
  scratch
• 12:21
  on
• 12:21
  5.1
• 12:22
  trillion
• 12:22
  tokens
• 12:22
  across
• 12:23
  29
• 12:23
  languages
• 12:24
  expanded
• 12:24
  to
• 12:24
  64.
• 12:25
  Only
• 12:26
  approximately
• 12:26
  5%
• 12:27
  of
• 12:27
  parameters
• 12:27
  activate
• 12:28
  per
• 12:28
  token
• 12:28
  through
• 12:28
  fine-grained
• 12:29
  upcycling
• 12:29
  from
• 12:30
  dense
• 12:30
  models.
• 12:31
  The
• 12:31
  models
• 12:31
  surpass
• 12:32
  similarly-sized
• 12:32
  competitors
• 12:33
  on
• 12:33
  both
• 12:33
  English
• 12:34
  and
• 12:34
  multilingual
• 12:34
  benchmarks.
• 12:36
  The
• 12:36
  structured
• 12:36
  expert
• 12:37
  activation
• 12:37
  patterns
• 12:37
  —
• 12:38
  shared
• 12:38
  across
• 12:39
  related
• 12:39
  language
• 12:39
  families,
• 12:40
  specialized
• 12:41
  for
• 12:41
  linguistically
• 12:41
  isolated
• 12:42
  ones
• 12:42
  —
• 12:42
  suggest
• 12:43
  principled
• 12:43
  organization
• 12:44
  rather
• 12:44
  than
• 12:45
  brute-force
• 12:45
  scaling.
• 12:46
  Full
• 12:46
  training
• 12:47
  datasets,
• 12:48
  recipes,
• 12:48
  and
• 12:48
  weights
• 12:49
  are
• 12:49
  disclosed.
• 12:50
  The
• 12:50
  post-trained
• 12:51
  Marco-MoE-Instruct
• 12:52
  variants
• 12:52
  surpass
• 12:52
  competing
• 12:53
  models
• 12:53
  with
• 12:53
  significantly
• 12:54
  more
• 12:54
  activated
• 12:55
  parameters,
• 12:56
  which
• 12:56
  is
• 12:56
  the
• 12:56
  efficiency
• 12:56
  claim
• 12:57
  that
• 12:57
  matters:
• 12:58
  useful
• 12:58
  multilingual
• 12:59
  capability
• 12:59
  at
• 12:59
  a
• 12:59
  fraction
• 13:00
  of
• 13:00
  the
• 13:00
  inference
• 13:00
  cost.
• 13:01
  BrandDocs
• 13:02
  ships
• 13:02
  as
• 13:03
  an
• 13:03
  open-source
• 13:03
  agent
• 13:03
  skill
• 13:04
  set
• 13:04
  that
• 13:04
  learns
• 13:04
  Office
• 13:05
  templates
• 13:05
  and
• 13:05
  generates
• 13:06
  on-brand
• 13:06
  documents
• 13:06
  by
• 13:06
  construction.
• 13:08
  The
• 13:08
  Extract-Verify-Generate
• 13:09
  pipeline
• 13:10
  never
• 13:10
  writes
• 13:10
  literal
• 13:11
  style
• 13:11
  names
• 13:11
  or
• 13:11
  hex
• 13:12
  colors;
• 13:12
  those
• 13:13
  live
• 13:13
  only
• 13:13
  in
• 13:13
  the
• 13:13
  Brand
• 13:14
  Profile.
• 13:15
  The
• 13:15
  deterministic
• 13:16
  engine
• 13:16
  works
• 13:16
  fully
• 13:16
  offline
• 13:17
  without
• 13:17
  a
• 13:17
  model;
• 13:18
  the
• 13:18
  model-assisted
• 13:19
  layer
• 13:19
  sits
• 13:19
  on
• 13:19
  top
• 13:20
  and
• 13:20
  can
• 13:20
  only
• 13:20
  reference
• 13:20
  captured
• 13:21
  facts.
• 13:22
  MIT
• 13:22
  licensed,
• 13:23
  alpha
• 13:23
  quality,
• 13:24
  with
• 13:24
  a
• 13:24
  900-plus
• 13:25
  test
• 13:25
  suite
• 13:25
  for
• 13:25
  Word.
• 13:27
  A
• 13:27
  Claude
• 13:27
  Code
• 13:27
  plugins
• 13:28
  roundup
• 13:28
  covered
• 13:29
  ten
• 13:29
  community
• 13:29
  extensions
• 13:30
  including
• 13:30
  Graphify
• 13:31
  for
• 13:31
  dependency
• 13:32
  visualization,
• 13:33
  Grill
• 13:33
  Me
• 13:33
  for
• 13:33
  adversarial
• 13:34
  code
• 13:34
  review,
• 13:35
  and
• 13:35
  an
• 13:35
  Obsidian
• 13:36
  integration.
• 13:37
  The
• 13:37
  ecosystem
• 13:37
  remains
• 13:38
  early
• 13:38
  —
• 13:39
  most
• 13:39
  are
• 13:39
  single-developer
• 13:40
  projects
• 13:40
  —
• 13:41
  but
• 13:41
  the
• 13:41
  pattern
• 13:41
  of
• 13:41
  specialized
• 13:42
  capability
• 13:43
  layers
• 13:43
  wrapping
• 13:43
  a
• 13:43
  foundation
• 13:44
  model
• 13:44
  is
• 13:44
  consistent
• 13:45
  across
• 13:45
  every
• 13:46
  major
• 13:46
  coding
• 13:46
  assistant
• 13:47
  platform.
• 13:48
  CrossLink
• 13:49
  is
• 13:49
  a
• 13:49
  Go-based
• 13:49
  LLM
• 13:50
  API
• 13:50
  gateway
• 13:51
  supporting
• 13:51
  dual
• 13:52
  protocol
• 13:52
  (OpenAI
• 13:53
  and
• 13:53
  Anthropic
• 13:53
  native),
• 13:54
  six
• 13:54
  routing
• 13:55
  strategies,
• 13:55
  failover,
• 13:56
  response
• 13:57
  caching,
• 13:57
  RBAC,
• 13:58
  MCP
• 13:59
  gateway
• 13:59
  mode,
• 14:00
  and
• 14:00
  a
• 14:00
  Vue
• 14:00
  3
• 14:01
  admin
• 14:01
  panel.
• 14:02
  It
• 14:02
  solves
• 14:02
  the
• 14:02
  practical
• 14:03
  problem
• 14:03
  of
• 14:03
  organizations
• 14:04
  running
• 14:04
  multiple
• 14:05
  model
• 14:05
  providers
• 14:06
  behind
• 14:06
  a
• 14:06
  single
• 14:07
  endpoint
• 14:07
  with
• 14:07
  unified
• 14:08
  access
• 14:08
  control
• 14:08
  —
• 14:09
  the
• 14:09
  kind
• 14:10
  of
• 14:10
  infrastructure
• 14:10
  plumbing
• 14:11
  that
• 14:11
  becomes
• 14:11
  load-bearing
• 14:12
  once
• 14:12
  agentic
• 14:12
  workflows
• 14:13
  start
• 14:14
  routing
• 14:14
  thousands
• 14:14
  of
• 14:14
  requests
• 14:15
  per
• 14:15
  hour
• 14:15
  across
• 14:16
  different
• 14:16
  providers
• 14:17
  for
• 14:17
  cost
• 14:17
  or
• 14:17
  capability
• 14:18
  reasons.
• 14:19
  LinkedOut
• 14:20
  is
• 14:20
  a
• 14:20
  Chrome
• 14:21
  extension
• 14:21
  that
• 14:22
  hides
• 14:22
  LinkedIn's
• 14:22
  Promoted
• 14:23
  posts,
• 14:24
  Suggested
• 14:24
  content,
• 14:25
  and
• 14:25
  AI-generated
• 14:26
  noise.
• 14:27
  740
• 14:28
  lines
• 14:29
  of
• 14:29
  vanilla
• 14:29
  JavaScript,
• 14:30
  zero
• 14:30
  data
• 14:31
  collection,
• 14:32
  using
• 14:32
  MutationObserver
• 14:33
  plus
• 14:33
  localized
• 14:34
  label
• 14:34
  detection
• 14:35
  for
• 14:35
  internationalization
• 14:36
  support.
• 14:37
  It
• 14:37
  works
• 14:37
  across
• 14:38
  LinkedIn's
• 14:38
  language
• 14:38
  variants.
• 14:40
  Sometimes
• 14:40
  the
• 14:40
  most
• 14:40
  useful
• 14:41
  tool
• 14:41
  in
• 14:41
  the
• 14:41
  ecosystem
• 14:42
  is
• 14:42
  the
• 14:42
  one
• 14:42
  that
• 14:43
  removes
• 14:43
  things
• 14:43
  rather
• 14:43
  than
• 14:44
  adding
• 14:44
  them.
• 14:45
  Hidden
• 14:45
  infrastructure
• 14:45
  costs
• 14:46
  continue
• 14:46
  surfacing.
• 14:47
  A
• 14:47
  developer's
• 14:48
  Blacksmith
• 14:48
  CI
• 14:49
  "free
• 14:49
  trial"
• 14:50
  resulted
• 14:50
  in
• 14:50
  a
• 14:50
  $1,081
• 14:52
  invoice
• 14:52
  after
• 14:52
  usage
• 14:53
  continued
• 14:53
  past
• 14:54
  the
• 14:54
  free
• 14:54
  tier
• 14:54
  with
• 14:54
  no
• 14:54
  automatic
• 14:55
  cutoff.
• 14:56
  "Disruption"
• 14:57
  in
• 14:57
  Blacksmith's
• 14:57
  terms
• 14:58
  meant
• 14:58
  flagging
• 14:58
  the
• 14:58
  account,
• 14:59
  not
• 14:59
  suspending
• 14:59
  it.
• 15:00
  If
• 15:00
  a
• 15:00
  cloud
• 15:01
  service
• 15:01
  requires
• 15:01
  no
• 15:02
  credit
• 15:02
  card
• 15:02
  upfront
• 15:03
  and
• 15:03
  has
• 15:03
  no
• 15:03
  hard
• 15:03
  spending
• 15:04
  cap,
• 15:04
  your
• 15:04
  budget
• 15:05
  exists
• 15:05
  at
• 15:05
  their
• 15:05
  discretion.
• 15:06
  On
• 15:07
  the
• 15:07
  model
• 15:07
  release
• 15:07
  front,
• 15:08
  Hugging
• 15:08
  Face
• 15:08
  saw
• 15:09
  drops
• 15:09
  of
• 15:09
  AEON-7's
• 15:12
  Qwen3.6-27B
• 15:15
  uncensored
• 15:16
  variant
• 15:16
  and
• 15:16
  Google's
• 15:17
  Gemma-4-26B
• 15:18
  assistant-tuned
• 15:18
  model,
• 15:19
  both
• 15:19
  expanding
• 15:20
  open-weight
• 15:20
  options
• 15:21
  at
• 15:21
  the
• 15:21
  26-27B
• 15:24
  parameter
• 15:24
  tier
• 15:24
  where
• 15:24
  single-GPU
• 15:25
  deployment
• 15:26
  remains
• 15:26
  practical