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AGI Dreams Podcast – March 03, 2026 · AGI Dreams – Open, Uncensored, & Local - AI News Digest

• 0:00
  A
• 0:00
  joint
• 0:00
  investigation
• 0:01
  by
• 0:01
  Swedish
• 0:01
  newspapers
• 0:02
  Svenska
• 0:02
  Dagbladet
• 0:03
  and
• 0:03
  Göteborgs-Posten
• 0:04
  has
• 0:05
  exposed
• 0:05
  what
• 0:05
  happens
• 0:06
  after
• 0:06
  Meta's
• 0:06
  AI
• 0:07
  smart
• 0:07
  glasses
• 0:07
  capture
• 0:08
  footage
• 0:08
  and
• 0:08
  it
• 0:09
  enters
• 0:09
  the
• 0:09
  company's
• 0:09
  training
• 0:10
  pipeline.
• 0:10
  Workers
• 0:11
  at
• 0:11
  Sama,
• 0:12
  a
• 0:12
  Meta
• 0:12
  subcontractor
• 0:13
  in
• 0:13
  Nairobi,
• 0:14
  describe
• 0:14
  annotating
• 0:15
  video
• 0:15
  that
• 0:15
  includes
• 0:15
  bathroom
• 0:16
  visits,
• 0:17
  sexual
• 0:17
  encounters,
• 0:18
  exposed
• 0:18
  bank
• 0:18
  cards,
• 0:19
  and
• 0:19
  intimate
• 0:20
  domestic
• 0:20
  scenes
• 0:20
  —
• 0:21
  content
• 0:21
  generated
• 0:22
  by
• 0:22
  users
• 0:22
  who
• 0:22
  likely
• 0:23
  had
• 0:23
  no
• 0:23
  idea
• 0:23
  the
• 0:23
  glasses
• 0:23
  were
• 0:24
  recording,
• 0:24
  let
• 0:25
  alone
• 0:25
  that
• 0:25
  the
• 0:25
  footage
• 0:25
  would
• 0:25
  be
• 0:25
  reviewed
• 0:26
  by
• 0:26
  human
• 0:26
  eyes
• 0:27
  thousands
• 0:27
  of
• 0:27
  miles
• 0:27
  away.
• 0:28
  "We
• 0:29
  see
• 0:29
  everything
• 0:29
  —
• 0:30
  from
• 0:30
  living
• 0:30
  rooms
• 0:31
  to
• 0:31
  naked
• 0:31
  bodies,"
• 0:31
  one
• 0:32
  worker
• 0:32
  told
• 0:32
  reporters.
• 0:33
  "Meta
• 0:34
  has
• 0:34
  that
• 0:34
  type
• 0:34
  of
• 0:34
  content
• 0:35
  in
• 0:35
  its
• 0:35
  databases."
• 0:36
  The
• 0:36
  workers
• 0:36
  operate
• 0:37
  under
• 0:37
  extensive
• 0:37
  NDAs
• 0:38
  —
• 0:38
  speaking
• 0:39
  to
• 0:39
  journalists
• 0:39
  risks
• 0:40
  their
• 0:40
  livelihoods
• 0:41
  and,
• 0:41
  in
• 0:41
  many
• 0:41
  cases,
• 0:42
  a
• 0:42
  return
• 0:42
  to
• 0:42
  Nairobi's
• 0:43
  slums.
• 0:44
  The
• 0:44
  office
• 0:44
  is
• 0:44
  surveilled
• 0:44
  with
• 0:45
  cameras,
• 0:45
  and
• 0:45
  personal
• 0:46
  phones
• 0:46
  are
• 0:46
  banned.
• 0:47
  These
• 0:47
  are
• 0:47
  the
• 0:47
  manual
• 0:48
  laborers
• 0:48
  of
• 0:48
  the
• 0:48
  AI
• 0:49
  revolution,
• 0:50
  teaching
• 0:50
  machines
• 0:51
  to
• 0:51
  see
• 0:51
  while
• 0:51
  being
• 0:51
  forbidden
• 0:52
  from
• 0:52
  discussing
• 0:53
  what
• 0:53
  they
• 0:53
  themselves
• 0:53
  witness
• 0:53
  .
• 0:54
  The
• 0:55
  investigation's
• 0:55
  power
• 0:56
  lies
• 0:56
  in
• 0:56
  its
• 0:56
  specificity.
• 0:57
  Sales
• 0:58
  staff
• 0:58
  at
• 0:58
  Swedish
• 0:59
  retailers
• 0:59
  Synsam
• 0:59
  and
• 1:00
  Synoptik
• 1:00
  told
• 1:00
  reporters
• 1:01
  that
• 1:01
  users
• 1:01
  retain
• 1:02
  "full
• 1:02
  control"
• 1:03
  of
• 1:03
  their
• 1:03
  data
• 1:03
  and
• 1:04
  that
• 1:04
  "nothing
• 1:04
  is
• 1:04
  shared"
• 1:04
  with
• 1:05
  Meta.
• 1:05
  When
• 1:06
  the
• 1:06
  reporters
• 1:06
  bought
• 1:06
  a
• 1:06
  pair
• 1:07
  and
• 1:07
  analyzed
• 1:07
  network
• 1:08
  traffic,
• 1:08
  the
• 1:08
  glasses
• 1:09
  maintained
• 1:09
  constant
• 1:10
  communication
• 1:11
  with
• 1:11
  Meta
• 1:11
  servers
• 1:11
  in
• 1:11
  Luleå
• 1:12
  and
• 1:12
  Denmark.
• 1:13
  Meta's
• 1:14
  AI
• 1:14
  features
• 1:14
  cannot
• 1:15
  function
• 1:15
  locally
• 1:15
  —
• 1:16
  every
• 1:16
  query,
• 1:17
  every
• 1:17
  image
• 1:17
  the
• 1:18
  glasses
• 1:18
  analyze,
• 1:19
  passes
• 1:19
  through
• 1:19
  Meta's
• 1:20
  infrastructure.
• 1:21
  The
• 1:21
  company's
• 1:22
  terms
• 1:22
  of
• 1:22
  service
• 1:23
  explicitly
• 1:23
  state
• 1:23
  that
• 1:24
  interactions
• 1:24
  "may
• 1:24
  be
• 1:24
  reviewed"
• 1:25
  by
• 1:25
  automated
• 1:26
  or
• 1:26
  human
• 1:26
  processes,
• 1:27
  and
• 1:27
  that
• 1:27
  the
• 1:27
  AI
• 1:28
  assistant
• 1:28
  "may
• 1:28
  store
• 1:29
  and
• 1:29
  use
• 1:29
  information
• 1:30
  shared
• 1:30
  with
• 1:30
  them."
• 1:31
  Users
• 1:31
  get
• 1:31
  no
• 1:32
  opt-out
• 1:32
  for
• 1:32
  this
• 1:32
  data
• 1:33
  processing;
• 1:34
  it
• 1:34
  is
• 1:34
  mandatory
• 1:34
  for
• 1:35
  the
• 1:35
  AI
• 1:35
  functions
• 1:35
  to
• 1:36
  work.
• 1:36
  The
• 1:36
  GDPR
• 1:37
  implications
• 1:38
  are
• 1:38
  stark.
• 1:39
  Kleanthi
• 1:40
  Sardeli
• 1:40
  of
• 1:40
  NOYB
• 1:40
  (None
• 1:41
  Of
• 1:41
  Your
• 1:41
  Business)
• 1:41
  notes
• 1:42
  that
• 1:42
  when
• 1:42
  users
• 1:42
  speak
• 1:43
  a
• 1:43
  command,
• 1:44
  the
• 1:44
  camera
• 1:44
  may
• 1:44
  already
• 1:45
  be
• 1:45
  recording
• 1:45
  without
• 1:46
  explicit
• 1:46
  consent
• 1:46
  —
• 1:48
  a
• 1:48
  transparency
• 1:48
  violation
• 1:49
  under
• 1:49
  European
• 1:50
  law.
• 1:51
  Petter
• 1:51
  Flink
• 1:52
  of
• 1:52
  Sweden's
• 1:52
  privacy
• 1:53
  authority,
• 1:53
  IMY,
• 1:54
  was
• 1:54
  blunt:
• 1:55
  "The
• 1:56
  user
• 1:56
  really
• 1:56
  has
• 1:56
  no
• 1:57
  idea
• 1:57
  what
• 1:57
  is
• 1:57
  happening
• 1:58
  behind
• 1:58
  the
• 1:58
  scenes."
• 1:59
  The
• 1:59
  data
• 1:59
  Meta
• 2:00
  collects,
• 2:00
  he
• 2:00
  emphasized,
• 2:01
  is
• 2:01
  more
• 2:02
  valuable
• 2:02
  than
• 2:02
  the
• 2:02
  glasses
• 2:03
  themselves.
• 2:04
  Meta
• 2:04
  sold
• 2:04
  seven
• 2:05
  million
• 2:05
  units
• 2:06
  in
• 2:06
  2025,
• 2:07
  tripling
• 2:07
  the
• 2:07
  combined
• 2:08
  total
• 2:08
  of
• 2:08
  the
• 2:08
  prior
• 2:09
  two
• 2:09
  years.
• 2:10
  Despite
• 2:11
  two
• 2:11
  months
• 2:11
  of
• 2:11
  requests,
• 2:12
  Meta
• 2:12
  provided
• 2:13
  only
• 2:13
  boilerplate
• 2:14
  responses.
• 2:15
  Meanwhile,
• 2:16
  the
• 2:16
  now-shuttered
• 2:16
  AI
• 2:17
  Search
• 2:17
  Index
• 2:18
  had
• 2:18
  tried
• 2:18
  to
• 2:18
  bring
• 2:18
  visibility
• 2:19
  to
• 2:19
  the
• 2:19
  other
• 2:19
  side
• 2:20
  of
• 2:20
  the
• 2:20
  surveillance
• 2:20
  equation
• 2:21
  —
• 2:21
  tracking
• 2:22
  which
• 2:22
  AI
• 2:22
  agents
• 2:23
  (GPTBot,
• 2:24
  ClaudeBot,
• 2:25
  PerplexityBot,
• 2:26
  and
• 2:26
  50+
• 2:26
  others)
• 2:27
  visit
• 2:27
  your
• 2:27
  website,
• 2:28
  a
• 2:28
  niche
• 2:28
  that
• 2:29
  proved
• 2:29
  there
• 2:29
  is
• 2:29
  demand
• 2:30
  for
• 2:30
  understanding
• 2:30
  who
• 2:31
  is
• 2:31
  watching,
• 2:31
  even
• 2:32
  when
• 2:32
  the
• 2:32
  watchers
• 2:32
  are
• 2:32
  machines
• 2:33
  .
• 2:36
  What
• 2:36
  does
• 2:36
  Apple's
• 2:37
  M4
• 2:37
  Neural
• 2:37
  Engine
• 2:38
  actually
• 2:38
  look
• 2:38
  like
• 2:39
  from
• 2:39
  the
• 2:39
  inside?
• 2:40
  Manjeet
• 2:41
  Singh
• 2:41
  and
• 2:41
  Claude
• 2:41
  Opus
• 2:42
  4.6,
• 2:43
  working
• 2:43
  as
• 2:44
  a
• 2:44
  human-AI
• 2:44
  collaborative
• 2:45
  pair,
• 2:45
  reverse-engineered
• 2:46
  the
• 2:46
  entire
• 2:47
  software
• 2:47
  stack
• 2:47
  from
• 2:48
  CoreML
• 2:48
  down
• 2:48
  to
• 2:48
  the
• 2:49
  IOKit
• 2:49
  kernel
• 2:49
  driver.
• 2:50
  They
• 2:50
  mapped
• 2:51
  40+
• 2:51
  private
• 2:51
  Objective-C
• 2:52
  classes
• 2:53
  in
• 2:53
  AppleNeuralEngine.framework
• 2:55
  and
• 2:55
  discovered
• 2:55
  a
• 2:55
  direct
• 2:56
  compile-load-evaluate
• 2:57
  pipeline
• 2:57
  via
• 2:57
  the
• 2:57
  undocumented
• 2:58
  ANEClient
• 2:59
  API
• 2:59
  —
• 3:00
  bypassing
• 3:00
  CoreML
• 3:01
  entirely
• 3:01
  .
• 3:02
  The
• 3:02
  findings
• 3:02
  are
• 3:02
  technically
• 3:03
  revealing.
• 3:04
  The
• 3:04
  ANE
• 3:04
  is
• 3:04
  a
• 3:05
  graph
• 3:05
  execution
• 3:05
  engine
• 3:05
  —
• 3:06
  not
• 3:06
  a
• 3:06
  CPU,
• 3:07
  not
• 3:08
  a
• 3:08
  GPU
• 3:08
  —
• 3:09
  that
• 3:09
  takes
• 3:09
  a
• 3:09
  compiled
• 3:10
  neural
• 3:10
  network
• 3:10
  graph
• 3:11
  and
• 3:11
  executes
• 3:11
  it
• 3:11
  as
• 3:11
  one
• 3:12
  atomic
• 3:12
  operation.
• 3:13
  Programs
• 3:14
  are
• 3:14
  compiled
• 3:14
  from
• 3:14
  MIL
• 3:15
  (Machine
• 3:15
  Learning
• 3:15
  Intermediate
• 3:16
  Language),
• 3:17
  a
• 3:17
  typed
• 3:17
  SSA
• 3:18
  representation,
• 3:19
  into
• 3:19
  E5
• 3:19
  binaries
• 3:20
  that
• 3:20
  function
• 3:20
  more
• 3:21
  like
• 3:21
  parameterized
• 3:21
  configurations
• 3:22
  than
• 3:23
  traditional
• 3:23
  machine
• 3:23
  code:
• 3:24
  a
• 3:25
  1024×1024
• 3:26
  matmul
• 3:27
  compiles
• 3:27
  to
• 3:27
  just
• 3:27
  2,688
• 3:29
  bytes,
• 3:29
  nearly
• 3:30
  identical
• 3:30
  to
• 3:30
  a
• 3:30
  128×128
• 3:32
  matmul.
• 3:33
  The
• 3:34
  hardware
• 3:34
  supports
• 3:34
  a
• 3:34
  queue
• 3:35
  depth
• 3:35
  of
• 3:35
  127
• 3:36
  in-flight
• 3:37
  evaluations,
• 3:38
  independent
• 3:38
  DVFS
• 3:39
  (dynamic
• 3:39
  voltage
• 3:40
  and
• 3:40
  frequency
• 3:40
  scaling)
• 3:41
  with
• 3:41
  hardware
• 3:41
  and
• 3:42
  software
• 3:42
  adaptive
• 3:42
  triggers,
• 3:43
  and
• 3:43
  zero-copy
• 3:44
  I/O
• 3:44
  via
• 3:45
  IOSurfaces
• 3:45
  shared
• 3:45
  between
• 3:46
  GPU
• 3:46
  and
• 3:46
  ANE.
• 3:48
  The
• 3:48
  team
• 3:48
  also
• 3:48
  found
• 3:49
  ANEInMemoryModelDescriptor,
• 3:50
  which
• 3:51
  accepts
• 3:51
  MIL
• 3:51
  programs
• 3:52
  directly
• 3:52
  in
• 3:52
  memory
• 3:52
  —
• 3:53
  critical
• 3:54
  for
• 3:54
  training
• 3:54
  scenarios
• 3:54
  where
• 3:55
  filesystem
• 3:55
  round-trips
• 3:56
  are
• 3:56
  unacceptable.
• 3:57
  Apple's
• 3:57
  marketed
• 3:58
  "38
• 3:59
  TOPS"
• 4:00
  figure,
• 4:00
  the
• 4:01
  researchers
• 4:01
  warn,
• 4:02
  is
• 4:02
  misleading;
• 4:03
  actual
• 4:03
  peak
• 4:03
  throughput
• 4:04
  measured
• 4:04
  by
• 4:04
  bypassing
• 4:05
  CoreML
• 4:05
  paints
• 4:06
  a
• 4:06
  different
• 4:06
  picture,
• 4:07
  detailed
• 4:07
  in
• 4:07
  Part
• 4:08
  2
• 4:08
  of
• 4:08
  the
• 4:08
  series.
• 4:09
  On
• 4:09
  the
• 4:09
  firmware
• 4:09
  security
• 4:10
  front,
• 4:11
  researcher
• 4:11
  coderush
• 4:11
  published
• 4:12
  the
• 4:12
  final
• 4:12
  installment
• 4:13
  of
• 4:13
  the
• 4:13
  Hydroph0bia
• 4:13
  series
• 4:14
  —
• 4:15
  a
• 4:15
  SecureBoot
• 4:15
  bypass
• 4:16
  (CVE-2025-4275)
• 4:22
  affecting
• 4:22
  UEFI
• 4:22
  firmware
• 4:23
  from
• 4:23
  Insyde
• 4:23
  H2O
• 4:24
  with
• 4:24
  massive
• 4:24
  supply
• 4:25
  chain
• 4:25
  impact.
• 4:26
  Ten
• 4:27
  days
• 4:27
  past
• 4:27
  embargo,
• 4:28
  only
• 4:28
  Dell
• 4:28
  had
• 4:28
  shipped
• 4:29
  BIOS
• 4:29
  fixes.
• 4:30
  Lenovo
• 4:30
  set
• 4:31
  remediation
• 4:31
  for
• 4:31
  no
• 4:32
  earlier
• 4:32
  than
• 4:32
  July
• 4:32
  30.
• 4:34
  HP,
• 4:35
  Acer,
• 4:35
  and
• 4:35
  Fujitsu
• 4:36
  remained
• 4:36
  silent.
• 4:37
  The
• 4:37
  fix
• 4:38
  itself
• 4:38
  is
• 4:38
  instructive:
• 4:40
  Insyde
• 4:40
  added
• 4:41
  calls
• 4:41
  to
• 4:41
  remove
• 4:41
  shadow
• 4:42
  variables
• 4:42
  and
• 4:42
  registered
• 4:43
  VarCheck
• 4:43
  handlers
• 4:44
  to
• 4:44
  prevent
• 4:44
  them
• 4:44
  being
• 4:45
  set
• 4:45
  from
• 4:45
  the
• 4:45
  OS.
• 4:46
  But
• 4:46
  the
• 4:46
  researcher
• 4:47
  assessed
• 4:47
  the
• 4:47
  fix
• 4:48
  as
• 4:48
  insufficient
• 4:48
  —
• 4:49
  an
• 4:50
  attacker
• 4:50
  with
• 4:50
  SPI
• 4:51
  programming
• 4:51
  hardware
• 4:52
  or
• 4:52
  a
• 4:52
  flash
• 4:53
  write
• 4:53
  protection
• 4:53
  bypass
• 4:54
  could
• 4:54
  still
• 4:54
  circumvent
• 4:55
  both
• 4:55
  protections.
• 4:57
  The
• 4:57
  real
• 4:57
  fix,
• 4:57
  he
• 4:58
  argues,
• 4:59
  is
• 4:59
  to
• 4:59
  stop
• 4:59
  using
• 4:59
  NVRAM
• 5:00
  for
• 5:00
  security-sensitive
• 5:01
  applications
• 5:01
  entirely.
• 5:03
  Insyde's
• 5:03
  security
• 5:04
  team
• 5:04
  acknowledged
• 5:04
  the
• 5:05
  limitation,
• 5:06
  confirming
• 5:06
  regressions
• 5:07
  forced
• 5:07
  a
• 5:07
  weaker
• 5:07
  fix
• 5:08
  and
• 5:08
  promising
• 5:08
  a
• 5:08
  proper
• 5:09
  remediation
• 5:09
  within
• 5:09
  six
• 5:10
  months
• 5:10
  .
• 5:12
  Alibaba's
• 5:12
  Qwen3.5
• 5:15
  continues
• 5:16
  to
• 5:16
  cement
• 5:16
  itself
• 5:17
  as
• 5:17
  the
• 5:17
  open-weight
• 5:17
  model
• 5:18
  to
• 5:18
  beat.
• 5:18
  The
• 5:19
  122B
• 5:20
  mixture-of-experts
• 5:21
  variant
• 5:21
  —
• 5:21
  with
• 5:22
  roughly
• 5:22
  10B
• 5:22
  active
• 5:23
  parameters
• 5:23
  per
• 5:23
  token
• 5:24
  —
• 5:24
  now
• 5:25
  runs
• 5:25
  on
• 5:25
  a
• 5:25
  consumer-grade
• 5:26
  3×RTX
• 5:27
  3090
• 5:27
  setup
• 5:28
  (72GB
• 5:28
  VRAM)
• 5:29
  at
• 5:29
  25
• 5:29
  tokens
• 5:30
  per
• 5:30
  second
• 5:31
  using
• 5:31
  Q3
• 5:31
  K
• 5:31
  quantization.
• 5:33
  Community
• 5:33
  reports
• 5:34
  confirm
• 5:34
  it
• 5:34
  handles
• 5:35
  the
• 5:35
  "car
• 5:35
  wash
• 5:36
  test"
• 5:36
  (a
• 5:36
  spatial
• 5:37
  reasoning
• 5:37
  probe
• 5:37
  designed
• 5:38
  to
• 5:38
  exploit
• 5:38
  training-set
• 5:39
  biases
• 5:39
  toward
• 5:39
  "walk
• 5:40
  vs.
• 5:40
  drive"
• 5:40
  answers
• 5:41
  —
• 5:41
  you
• 5:41
  ask
• 5:42
  if
• 5:42
  you
• 5:42
  should
• 5:42
  walk
• 5:42
  or
• 5:42
  drive
• 5:43
  to
• 5:43
  a
• 5:43
  car
• 5:43
  wash
• 5:43
  100m
• 5:44
  away,
• 5:45
  and
• 5:45
  weaker
• 5:45
  models
• 5:46
  suggest
• 5:46
  walking)
• 5:46
  correctly,
• 5:47
  and
• 5:47
  early
• 5:48
  adopters
• 5:48
  on
• 5:48
  IQ2
• 5:49
  KL
• 5:49
  quants
• 5:49
  report
• 5:50
  50+
• 5:50
  tokens
• 5:51
  per
• 5:51
  second
• 5:51
  on
• 5:51
  dual
• 5:51
  3090s
• 5:52
  with
• 5:52
  the
• 5:52
  ik
• 5:52
  llama
• 5:53
  runtime.
• 5:54
  One
• 5:54
  user
• 5:54
  running
• 5:55
  NVFP4
• 5:56
  on
• 5:57
  4×3090s
• 5:58
  reports
• 5:58
  110
• 5:59
  tokens
• 5:59
  per
• 5:59
  second
• 6:00
  with
• 6:00
  265K
• 6:01
  context
• 6:02
  and
• 6:02
  no
• 6:02
  speed
• 6:03
  degradation
• 6:03
  even
• 6:03
  past
• 6:04
  100K
• 6:05
  tokens
• 6:06
  .
• 6:06
  Qwen3.5
• 6:07
  also
• 6:08
  turns
• 6:08
  out
• 6:08
  to
• 6:08
  be
• 6:08
  natively
• 6:08
  multimodal.
• 6:09
  Image
• 6:10
  understanding
• 6:10
  works
• 6:10
  out
• 6:11
  of
• 6:11
  the
• 6:11
  box
• 6:11
  with
• 6:11
  llama.cpp
• 6:12
  —
• 6:13
  the
• 6:13
  key
• 6:13
  is
• 6:13
  adding
• 6:13
  a
• 6:14
  `modalities`
• 6:14
  configuration
• 6:15
  block
• 6:15
  to
• 6:15
  the
• 6:15
  opencode
• 6:16
  JSON
• 6:16
  file
• 6:16
  specifying
• 6:17
  text
• 6:17
  and
• 6:17
  image
• 6:17
  as
• 6:18
  input
• 6:18
  types.
• 6:19
  At
• 6:19
  35B
• 6:20
  parameters,
• 6:20
  users
• 6:21
  report
• 6:21
  over
• 6:21
  100
• 6:22
  tokens
• 6:22
  per
• 6:22
  second
• 6:23
  with
• 6:23
  tool-use
• 6:23
  and
• 6:24
  scheduler
• 6:24
  plugins,
• 6:25
  turning
• 6:25
  it
• 6:25
  into
• 6:25
  a
• 6:25
  functional
• 6:26
  vision-capable
• 6:26
  local
• 6:27
  agent
• 6:27
  .
• 6:28
  Perplexity
• 6:28
  entered
• 6:29
  the
• 6:29
  embedding
• 6:29
  space
• 6:29
  with
• 6:30
  pplx-embed,
• 6:31
  a
• 6:31
  family
• 6:31
  built
• 6:32
  on
• 6:32
  diffusion-pretrained
• 6:33
  Qwen3
• 6:33
  backbones
• 6:34
  using
• 6:34
  multi-stage
• 6:35
  contrastive
• 6:35
  learning.
• 6:36
  Two
• 6:36
  variants
• 6:37
  ship:
• 6:38
  pplx-embed-v1
• 6:39
  for
• 6:39
  independent
• 6:40
  texts
• 6:40
  (no
• 6:40
  instruction
• 6:41
  prefix
• 6:41
  needed)
• 6:41
  and
• 6:42
  pplx-embed-context-v1
• 6:43
  for
• 6:44
  context-aware
• 6:44
  document
• 6:45
  chunks.
• 6:46
  Both
• 6:46
  produce
• 6:46
  int8-quantized
• 6:47
  embeddings,
• 6:48
  cutting
• 6:49
  storage
• 6:49
  costs
• 6:49
  while
• 6:50
  reportedly
• 6:50
  outperforming
• 6:51
  Google
• 6:51
  and
• 6:51
  Alibaba
• 6:52
  on
• 6:52
  retrieval
• 6:52
  benchmarks
• 6:53
  .
• 6:53
  On
• 6:54
  the
• 6:54
  voice
• 6:54
  synthesis
• 6:54
  front,
• 6:55
  faster-qwen3-tts
• 6:56
  delivers
• 6:56
  real-time
• 6:57
  Qwen3-TTS
• 6:58
  inference
• 6:58
  using
• 6:58
  pure
• 6:58
  CUDA
• 6:59
  graph
• 6:59
  capture
• 6:59
  —
• 7:00
  no
• 7:00
  Flash
• 7:01
  Attention,
• 7:01
  no
• 7:01
  vLLM,
• 7:02
  no
• 7:02
  Triton,
• 7:03
  just
• 7:03
  `torch.cuda.CUDAGraph`.
• 7:07
  The
• 7:07
  technique
• 7:08
  captures
• 7:08
  the
• 7:08
  entire
• 7:09
  decode
• 7:09
  step
• 7:09
  —
• 7:10
  both
• 7:10
  the
• 7:10
  28-layer
• 7:11
  Talker
• 7:12
  and
• 7:12
  5-layer
• 7:12
  Code
• 7:13
  Predictor
• 7:13
  transformers
• 7:13
  —
• 7:14
  and
• 7:14
  replays
• 7:15
  it
• 7:15
  as
• 7:15
  a
• 7:15
  single
• 7:15
  GPU
• 7:16
  operation,
• 7:17
  eliminating
• 7:17
  Python
• 7:18
  overhead
• 7:18
  between
• 7:19
  ~500
• 7:19
  small
• 7:20
  kernel
• 7:20
  launches
• 7:20
  per
• 7:20
  step.
• 7:21
  On
• 7:22
  an
• 7:22
  RTX
• 7:22
  4090,
• 7:23
  throughput
• 7:24
  jumps
• 7:24
  from
• 7:24
  0.82×
• 7:25
  to
• 7:25
  4.78×
• 7:26
  real-time,
• 7:27
  with
• 7:27
  time-to-first-audio
• 7:28
  dropping
• 7:29
  from
• 7:29
  800ms
• 7:30
  to
• 7:30
  156ms.
• 7:32
  On
• 7:32
  a
• 7:32
  Jetson
• 7:33
  AGX
• 7:33
  Orin,
• 7:34
  the
• 7:34
  0.6B
• 7:35
  model
• 7:35
  goes
• 7:35
  from
• 7:36
  0.179×
• 7:37
  (slower
• 7:38
  than
• 7:38
  real-time)
• 7:39
  to
• 7:39
  1.307×
• 7:39
  (usable
• 7:40
  streaming),
• 7:41
  a
• 7:41
  7.3×
• 7:42
  speedup
• 7:42
  .
• 7:45
  The
• 7:45
  AI
• 7:45
  coding
• 7:46
  agent
• 7:46
  era
• 7:46
  has
• 7:46
  arrived
• 7:47
  at
• 7:47
  its
• 7:47
  coordination
• 7:47
  problem.
• 7:48
  Running
• 7:49
  one
• 7:49
  agent
• 7:49
  in
• 7:49
  a
• 7:49
  terminal
• 7:50
  is
• 7:50
  trivial;
• 7:51
  running
• 7:51
  thirty
• 7:52
  across
• 7:52
  different
• 7:52
  issues,
• 7:53
  branches,
• 7:53
  and
• 7:54
  PRs
• 7:54
  is
• 7:54
  a
• 7:54
  logistics
• 7:55
  nightmare.
• 7:56
  Two
• 7:56
  new
• 7:56
  open-source
• 7:56
  projects
• 7:57
  attack
• 7:57
  this
• 7:57
  from
• 7:57
  complementary
• 7:58
  angles.
• 7:59
  agentchattr
• 7:59
  is
• 7:59
  a
• 7:59
  local
• 8:00
  chat
• 8:00
  server
• 8:00
  where
• 8:00
  AI
• 8:01
  agents
• 8:01
  and
• 8:01
  humans
• 8:02
  share
• 8:02
  a
• 8:02
  Slack-like
• 8:02
  workspace
• 8:03
  with
• 8:03
  channels.
• 8:04
  Claude
• 8:04
  Code,
• 8:05
  Codex,
• 8:05
  and
• 8:05
  Gemini
• 8:06
  CLI
• 8:06
  all
• 8:06
  connect
• 8:07
  via
• 8:07
  MCP
• 8:07
  (Model
• 8:08
  Context
• 8:08
  Protocol),
• 8:09
  and
• 8:09
  when
• 8:09
  anyone
• 8:09
  @mentions
• 8:10
  an
• 8:10
  agent,
• 8:11
  the
• 8:11
  server
• 8:11
  auto-injects
• 8:12
  a
• 8:12
  prompt
• 8:12
  into
• 8:12
  that
• 8:12
  agent's
• 8:13
  terminal.
• 8:14
  Agents
• 8:14
  can
• 8:14
  wake
• 8:14
  each
• 8:14
  other
• 8:15
  up,
• 8:15
  coordinate
• 8:16
  autonomously,
• 8:17
  and
• 8:17
  report
• 8:17
  back
• 8:17
  without
• 8:18
  manual
• 8:18
  copy-pasting.
• 8:19
  A
• 8:19
  per-channel
• 8:20
  loop
• 8:20
  guard
• 8:20
  pauses
• 8:21
  after
• 8:21
  N
• 8:21
  agent-to-agent
• 8:22
  hops
• 8:22
  to
• 8:22
  prevent
• 8:22
  runaway
• 8:23
  conversations,
• 8:24
  and
• 8:24
  human
• 8:24
  @mentions
• 8:25
  always
• 8:25
  pass
• 8:25
  through
• 8:26
  even
• 8:26
  when
• 8:26
  the
• 8:26
  guard
• 8:26
  is
• 8:26
  active.
• 8:27
  The
• 8:28
  token
• 8:28
  overhead
• 8:28
  is
• 8:28
  surprisingly
• 8:29
  modest:
• 8:30
  ~850
• 8:30
  tokens
• 8:31
  for
• 8:31
  tool
• 8:31
  definitions
• 8:32
  in
• 8:32
  the
• 8:32
  system
• 8:32
  prompt,
• 8:33
  plus
• 8:33
  ~40
• 8:34
  tokens
• 8:34
  per
• 8:34
  message
• 8:34
  for
• 8:34
  JSON
• 8:35
  metadata.
• 8:36
  Multi-instance
• 8:36
  support
• 8:37
  means
• 8:37
  you
• 8:37
  can
• 8:37
  run
• 8:37
  multiple
• 8:38
  Claudes
• 8:38
  with
• 8:38
  distinct
• 8:39
  identities
• 8:39
  and
• 8:39
  colors
• 8:40
  .
• 8:40
  ComposioHQ's
• 8:41
  Agent
• 8:41
  Orchestrator
• 8:42
  takes
• 8:42
  a
• 8:42
  more
• 8:42
  structured
• 8:43
  approach:
• 8:44
  each
• 8:44
  agent
• 8:44
  gets
• 8:44
  its
• 8:44
  own
• 8:45
  git
• 8:45
  worktree,
• 8:45
  its
• 8:46
  own
• 8:46
  branch,
• 8:46
  and
• 8:46
  its
• 8:46
  own
• 8:47
  PR.
• 8:47
  CI
• 8:48
  failures
• 8:48
  trigger
• 8:49
  automatic
• 8:49
  fix
• 8:49
  attempts.
• 8:50
  Reviewer
• 8:51
  comments
• 8:51
  get
• 8:51
  routed
• 8:51
  to
• 8:51
  the
• 8:52
  agent
• 8:52
  for
• 8:52
  resolution.
• 8:53
  The
• 8:53
  system
• 8:54
  is
• 8:54
  agent-agnostic
• 8:55
  (Claude
• 8:55
  Code,
• 8:55
  Codex,
• 8:56
  Aider),
• 8:57
  runtime-agnostic
• 8:58
  (tmux,
• 8:58
  Docker),
• 8:59
  and
• 8:59
  tracker-agnostic
• 9:00
  (GitHub,
• 9:00
  Linear),
• 9:01
  with
• 9:01
  eight
• 9:01
  swappable
• 9:02
  plugin
• 9:02
  slots
• 9:02
  covering
• 9:03
  every
• 9:03
  abstraction
• 9:04
  from
• 9:04
  workspace
• 9:04
  isolation
• 9:05
  to
• 9:05
  notification
• 9:06
  routing
• 9:06
  .
• 9:06
  While
• 9:07
  these
• 9:07
  tools
• 9:07
  solve
• 9:07
  the
• 9:07
  engineering
• 9:08
  coordination
• 9:08
  problem,
• 9:09
  the
• 9:09
  theoretical
• 9:10
  foundations
• 9:10
  of
• 9:11
  multi-agent
• 9:11
  coordination
• 9:12
  are
• 9:12
  advancing
• 9:12
  in
• 9:12
  parallel.
• 9:13
  A
• 9:13
  Tsinghua-ByteDance
• 9:14
  team
• 9:15
  published
• 9:15
  OMAD,
• 9:16
  among
• 9:16
  the
• 9:16
  first
• 9:17
  online
• 9:17
  off-policy
• 9:18
  multi-agent
• 9:18
  reinforcement
• 9:19
  learning
• 9:19
  frameworks
• 9:20
  using
• 9:20
  diffusion
• 9:21
  policies.
• 9:22
  The
• 9:22
  core
• 9:22
  innovation
• 9:23
  is
• 9:23
  a
• 9:23
  relaxed
• 9:23
  policy
• 9:24
  objective
• 9:24
  that
• 9:25
  maximizes
• 9:25
  scaled
• 9:26
  joint
• 9:26
  entropy,
• 9:27
  enabling
• 9:27
  coordinated
• 9:28
  exploration
• 9:29
  without
• 9:29
  tractable
• 9:30
  likelihood
• 9:30
  computation
• 9:30
  —
• 9:32
  a
• 9:32
  fundamental
• 9:32
  limitation
• 9:33
  of
• 9:33
  diffusion
• 9:33
  models
• 9:34
  that
• 9:34
  has
• 9:34
  previously
• 9:35
  confined
• 9:35
  them
• 9:35
  to
• 9:35
  offline
• 9:36
  and
• 9:36
  single-agent
• 9:37
  settings.
• 9:38
  Within
• 9:38
  the
• 9:38
  CTDE
• 9:39
  (centralized
• 9:39
  training,
• 9:40
  decentralized
• 9:41
  execution)
• 9:42
  paradigm,
• 9:43
  they
• 9:43
  employ
• 9:43
  a
• 9:43
  joint
• 9:44
  distributional
• 9:44
  value
• 9:45
  function
• 9:45
  to
• 9:45
  optimize
• 9:46
  decentralized
• 9:46
  diffusion
• 9:47
  policies
• 9:47
  simultaneously.
• 9:49
  Results
• 9:50
  across
• 9:50
  10
• 9:50
  continuous
• 9:51
  control
• 9:51
  tasks
• 9:52
  in
• 9:52
  MPE
• 9:52
  and
• 9:53
  MAMuJoCo
• 9:53
  show
• 9:53
  2.5×
• 9:54
  to
• 9:54
  5×
• 9:55
  gains
• 9:55
  in
• 9:55
  sample
• 9:56
  efficiency
• 9:56
  over
• 9:57
  state-of-the-art
• 9:57
  baselines
• 9:57
  .
• 10:00
  Corridor
• 10:01
  Digital's
• 10:01
  Niko
• 10:01
  Pueringer
• 10:02
  released
• 10:02
  CorridorKey,
• 10:03
  a
• 10:03
  neural
• 10:03
  network
• 10:04
  that
• 10:04
  solves
• 10:04
  the
• 10:04
  green
• 10:05
  screen
• 10:05
  "unmixing"
• 10:06
  problem
• 10:06
  from
• 10:06
  first
• 10:07
  principles.
• 10:08
  Unlike
• 10:08
  conventional
• 10:09
  AI
• 10:09
  roto
• 10:09
  tools
• 10:10
  that
• 10:10
  output
• 10:10
  a
• 10:10
  binary
• 10:10
  mask,
• 10:11
  CorridorKey
• 10:12
  predicts
• 10:12
  the
• 10:12
  true
• 10:13
  un-multiplied
• 10:13
  straight
• 10:14
  foreground
• 10:14
  color
• 10:14
  and
• 10:15
  a
• 10:15
  clean
• 10:15
  linear
• 10:15
  alpha
• 10:16
  channel
• 10:16
  for
• 10:16
  every
• 10:17
  pixel
• 10:17
  —
• 10:17
  including
• 10:18
  motion
• 10:18
  blur,
• 10:19
  out-of-focus
• 10:19
  edges,
• 10:20
  and
• 10:20
  translucent
• 10:20
  regions.
• 10:21
  It
• 10:22
  outputs
• 10:22
  16-bit
• 10:23
  and
• 10:23
  32-bit
• 10:23
  linear
• 10:24
  float
• 10:24
  EXR
• 10:24
  files
• 10:25
  natively
• 10:25
  for
• 10:25
  integration
• 10:26
  with
• 10:26
  Nuke,
• 10:26
  Fusion,
• 10:26
  or
• 10:27
  Resolve,
• 10:27
  handles
• 10:28
  4K
• 10:28
  plates
• 10:28
  via
• 10:29
  dynamic
• 10:29
  resolution
• 10:29
  scaling
• 10:30
  from
• 10:30
  a
• 10:30
  2048×2048
• 10:31
  backbone,
• 10:32
  and
• 10:32
  includes
• 10:32
  morphological
• 10:33
  cleanup
• 10:33
  for
• 10:33
  tracking
• 10:34
  markers.
• 10:35
  Hardware
• 10:35
  requirements
• 10:35
  are
• 10:35
  steep:
• 10:36
  inference
• 10:37
  at
• 10:37
  native
• 10:37
  resolution
• 10:37
  needs
• 10:37
  ~22.7GB
• 10:39
  VRAM
• 10:40
  (at
• 10:40
  least
• 10:40
  a
• 10:40
  3090),
• 10:41
  and
• 10:41
  the
• 10:41
  optional
• 10:42
  GVM
• 10:42
  alpha
• 10:42
  hint
• 10:43
  generator
• 10:43
  demands
• 10:43
  80GB+.
• 10:45
  The
• 10:45
  license
• 10:46
  permits
• 10:46
  commercial
• 10:46
  use
• 10:47
  for
• 10:47
  processing
• 10:47
  footage
• 10:48
  but
• 10:48
  prohibits
• 10:48
  repackaging
• 10:49
  the
• 10:49
  tool
• 10:49
  for
• 10:49
  sale
• 10:50
  or
• 10:50
  offering
• 10:51
  it
• 10:51
  as
• 10:51
  a
• 10:51
  paid
• 10:51
  API
• 10:52
  service
• 10:52
  —
• 10:53
  a
• 10:53
  pragmatic
• 10:53
  approach
• 10:54
  to
• 10:54
  open-sourcing
• 10:54
  creative
• 10:55
  tools
• 10:55
  while
• 10:55
  protecting
• 10:56
  against
• 10:56
  commoditization
• 10:56
  .
• 10:58
  On
• 10:58
  the
• 10:58
  audio
• 10:58
  side,
• 10:59
  LoopMaker
• 10:59
  runs
• 11:00
  AI
• 11:00
  music
• 11:00
  generation
• 11:01
  entirely
• 11:01
  on-device
• 11:02
  using
• 11:02
  Apple's
• 11:02
  MLX
• 11:03
  framework.
• 11:04
  Built
• 11:04
  natively
• 11:05
  in
• 11:05
  Swift
• 11:05
  for
• 11:05
  macOS,
• 11:06
  it
• 11:06
  generates
• 11:07
  tracks
• 11:07
  up
• 11:07
  to
• 11:07
  four
• 11:07
  minutes
• 11:08
  long
• 11:08
  with
• 11:08
  optional
• 11:08
  lyrics
• 11:09
  and
• 11:09
  vocals
• 11:09
  across
• 11:10
  six
• 11:10
  genre
• 11:10
  modes,
• 11:11
  all
• 11:11
  on
• 11:11
  M-series
• 11:12
  chips
• 11:12
  with
• 11:12
  zero
• 11:12
  internet
• 11:13
  required
• 11:13
  after
• 11:14
  the
• 11:14
  initial
• 11:14
  model
• 11:14
  download.
• 11:15
  The
• 11:15
  pitch
• 11:16
  is
• 11:16
  simple:
• 11:17
  when
• 11:17
  you
• 11:17
  stop
• 11:17
  paying
• 11:17
  Suno
• 11:18
  or
• 11:18
  Stable
• 11:18
  Audio,
• 11:19
  your
• 11:19
  workflow
• 11:19
  doesn't
• 11:20
  break
• 11:20
  .
• 11:21
  ACE-Step
• 11:21
  1.5,
• 11:22
  currently
• 11:23
  trending
• 11:23
  on
• 11:23
  HuggingFace,
• 11:24
  continues
• 11:25
  pushing
• 11:25
  the
• 11:25
  open
• 11:26
  music
• 11:26
  generation
• 11:26
  envelope
• 11:27
  .
• 11:28
  And
• 11:28
  in
• 11:28
  the
• 11:28
  visualization
• 11:28
  space,
• 11:29
  Sherlock
• 11:29
  —
• 11:30
  a
• 11:30
  two-year
• 11:30
  solo
• 11:31
  project
• 11:31
  —
• 11:32
  offers
• 11:32
  a
• 11:32
  declarative
• 11:33
  DSL
• 11:33
  for
• 11:33
  cinematic
• 11:34
  math
• 11:34
  and
• 11:34
  physics
• 11:35
  animations
• 11:35
  that
• 11:35
  compiles
• 11:36
  directly
• 11:36
  into
• 11:36
  animated
• 11:37
  scenes,
• 11:38
  with
• 11:38
  its
• 11:38
  own
• 11:38
  syntax,
• 11:39
  compiler,
• 11:39
  runtime,
• 11:40
  CLI,
• 11:41
  and
• 11:41
  live
• 11:41
  preview
• 11:41
  .
• 11:44
  The
• 11:44
  vibe
• 11:44
  coding
• 11:44
  quality
• 11:45
  crisis
• 11:45
  continues
• 11:46
  to
• 11:46
  sharpen.
• 11:47
  A
• 11:47
  candid
• 11:47
  Reddit
• 11:48
  thread
• 11:48
  captures
• 11:48
  the
• 11:48
  trap:
• 11:49
  you
• 11:49
  build
• 11:50
  an
• 11:50
  entire
• 11:50
  app
• 11:50
  with
• 11:50
  Cursor
• 11:51
  and
• 11:51
  Claude,
• 11:52
  it
• 11:52
  works
• 11:52
  beautifully,
• 11:53
  and
• 11:53
  then
• 11:53
  you
• 11:53
  realize
• 11:54
  adding
• 11:54
  new
• 11:54
  features
• 11:54
  risks
• 11:55
  breaking
• 11:55
  code
• 11:55
  you
• 11:56
  don't
• 11:56
  fully
• 11:56
  understand.
• 11:57
  Asking
• 11:58
  the
• 11:58
  AI
• 11:58
  to
• 11:58
  write
• 11:58
  tests
• 11:59
  produces
• 11:59
  tests
• 11:59
  as
• 11:59
  brittle
• 12:00
  as
• 12:00
  the
• 12:00
  code
• 12:00
  itself,
• 12:01
  leading
• 12:02
  to
• 12:02
  more
• 12:02
  time
• 12:02
  fixing
• 12:02
  broken
• 12:03
  tests
• 12:03
  than
• 12:03
  actual
• 12:04
  bugs.
• 12:04
  Community
• 12:05
  responses
• 12:05
  split
• 12:06
  into
• 12:06
  two
• 12:06
  camps:
• 12:07
  the
• 12:07
  "learn
• 12:07
  robust
• 12:07
  testing
• 12:08
  practices"
• 12:09
  school
• 12:09
  (strict
• 12:09
  dependency
• 12:10
  injection,
• 12:11
  fakes
• 12:11
  over
• 12:11
  mocks,
• 12:12
  TDD
• 12:12
  from
• 12:12
  day
• 12:12
  one,
• 12:13
  code
• 12:13
  review
• 12:14
  before
• 12:14
  implementation)
• 12:15
  and
• 12:15
  the
• 12:15
  "plain
• 12:15
  English
• 12:16
  first"
• 12:16
  approach
• 12:16
  (BDD
• 12:17
  specs,
• 12:17
  Playwright
• 12:18
  codegen
• 12:18
  for
• 12:18
  zero-code
• 12:19
  recording).
• 12:20
  One
• 12:20
  commenter
• 12:21
  built
• 12:21
  an
• 12:21
  automated
• 12:21
  QA
• 12:22
  system
• 12:22
  where
• 12:22
  agents
• 12:23
  bring
• 12:23
  up
• 12:23
  the
• 12:23
  app,
• 12:24
  click
• 12:24
  through
• 12:24
  it,
• 12:25
  and
• 12:25
  curl
• 12:25
  webhook
• 12:25
  endpoints
• 12:26
  —
• 12:27
  surfacing
• 12:27
  bugs
• 12:27
  that
• 12:28
  unit
• 12:28
  tests
• 12:28
  never
• 12:29
  catch,
• 12:29
  though
• 12:29
  the
• 12:29
  process
• 12:30
  requires
• 12:30
  significant
• 12:31
  babysitting
• 12:31
  due
• 12:32
  to
• 12:32
  permission
• 12:32
  prompts.
• 12:33
  The
• 12:33
  uncomfortable
• 12:34
  consensus:
• 12:35
  systematic
• 12:35
  test
• 12:36
  design
• 12:36
  remains
• 12:36
  non-negotiable,
• 12:37
  AI-assisted
• 12:38
  or
• 12:38
  not
• 12:38
  .
• 12:39
  One
• 12:39
  pragmatic
• 12:40
  response
• 12:40
  to
• 12:40
  the
• 12:41
  visual
• 12:41
  gap
• 12:41
  in
• 12:41
  text-based
• 12:42
  coding
• 12:42
  agents:
• 12:43
  a
• 12:43
  Claude
• 12:43
  Code
• 12:44
  skill
• 12:44
  that
• 12:44
  generates
• 12:44
  Excalidraw
• 12:45
  diagrams
• 12:46
  from
• 12:46
  any
• 12:46
  input
• 12:46
  —
• 12:47
  concepts,
• 12:47
  PDFs,
• 12:48
  research
• 12:49
  notes.
• 12:50
  The
• 12:50
  workflow
• 12:50
  packages
• 12:51
  a
• 12:51
  multi-step
• 12:51
  autonomous
• 12:52
  process
• 12:52
  into
• 12:52
  a
• 12:52
  single
• 12:53
  prompt:
• 12:54
  assess
• 12:54
  complexity,
• 12:55
  map
• 12:56
  visual
• 12:56
  patterns,
• 12:57
  generate
• 12:57
  the
• 12:57
  JSON,
• 12:58
  then
• 12:59
  validate
• 12:59
  its
• 12:59
  own
• 12:59
  output
• 13:00
  by
• 13:00
  invoking
• 13:01
  a
• 13:01
  Python
• 13:01
  script
• 13:01
  to
• 13:02
  render
• 13:02
  a
• 13:02
  PNG
• 13:03
  and
• 13:03
  inspect
• 13:03
  the
• 13:03
  result.
• 13:05
  The
• 13:05
  pattern
• 13:05
  —
• 13:06
  a
• 13:06
  full
• 13:06
  workflow
• 13:07
  with
• 13:07
  embedded
• 13:07
  code
• 13:07
  execution
• 13:08
  checkpoints
• 13:08
  —
• 13:09
  generalizes
• 13:10
  to
• 13:10
  any
• 13:10
  agent
• 13:10
  task
• 13:11
  requiring
• 13:11
  self-verification
• 13:12
  .
• 13:13
  For
• 13:13
  developers
• 13:13
  who
• 13:13
  live
• 13:14
  in
• 13:14
  terminals
• 13:14
  and
• 13:14
  want
• 13:15
  better
• 13:15
  tooling
• 13:15
  for
• 13:15
  reviewing
• 13:16
  AI-generated
• 13:16
  code,
• 13:17
  `dv`
• 13:18
  offers
• 13:18
  a
• 13:18
  Go-based
• 13:18
  diff
• 13:19
  viewer
• 13:19
  with
• 13:19
  split
• 13:19
  and
• 13:19
  unified
• 13:20
  views,
• 13:21
  intraline
• 13:21
  highlighting,
• 13:22
  synchronized
• 13:22
  scrolling,
• 13:23
  mouse
• 13:23
  support,
• 13:24
  theming,
• 13:24
  and
• 13:24
  a
• 13:25
  command
• 13:25
  palette
• 13:25
  —
• 13:26
  all
• 13:26
  without
• 13:26
  leaving
• 13:26
  the
• 13:26
  terminal
• 13:27
  .
• 13:27
  On
• 13:27
  the
• 13:27
  retrieval
• 13:28
  front,
• 13:28
  ReasonDB
• 13:29
  takes
• 13:29
  a
• 13:29
  different
• 13:29
  path
• 13:29
  from
• 13:30
  vector
• 13:30
  search:
• 13:31
  it
• 13:31
  preserves
• 13:31
  document
• 13:32
  structure
• 13:32
  as
• 13:32
  a
• 13:32
  hierarchy
• 13:33
  (headings,
• 13:33
  sections,
• 13:34
  paragraphs),
• 13:35
  builds
• 13:36
  bottom-up
• 13:36
  LLM
• 13:36
  summaries
• 13:37
  at
• 13:37
  each
• 13:37
  node,
• 13:38
  then
• 13:38
  navigates
• 13:39
  the
• 13:39
  tree
• 13:39
  via
• 13:39
  BM25
• 13:40
  narrowing
• 13:40
  and
• 13:41
  beam-search
• 13:41
  traversal
• 13:41
  —
• 13:42
  visiting
• 13:43
  ~25
• 13:43
  nodes
• 13:43
  out
• 13:44
  of
• 13:44
  millions
• 13:44
  instead
• 13:44
  of
• 13:44
  searching
• 13:45
  a
• 13:45
  flat
• 13:45
  embedding
• 13:45
  index.
• 13:46
  Built
• 13:46
  in
• 13:47
  Rust
• 13:47
  with
• 13:47
  redb
• 13:47
  and
• 13:47
  tantivy,
• 13:48
  it
• 13:48
  exposes
• 13:49
  an
• 13:49
  SQL-like
• 13:49
  language
• 13:50
  where
• 13:50
  `SEARCH`
• 13:50
  is
• 13:50
  BM25
• 13:51
  and
• 13:51
  `REASON`
• 13:51
  triggers
• 13:52
  LLM-guided
• 13:52
  traversal
• 13:53
  .
• 13:53
  And
• 13:54
  for
• 13:54
  those
• 13:54
  extending
• 13:54
  their
• 13:54
  agentic
• 13:55
  toolkit,
• 13:56
  the
• 13:56
  Nano-Banana
• 13:56
  Plugin
• 13:56
  offers
• 13:57
  a
• 13:57
  minimal
• 13:57
  Claude
• 13:57
  Code
• 13:58
  plugin
• 13:58
  template
• 13:58
  for
• 13:58
  experimentation
• 13:59
  .