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

• 0:00
  A
• 0:00
  security
• 0:00
  researcher
• 0:01
  just
• 0:01
  dropped
• 0:01
  a
• 0:01
  full
• 0:02
  public
• 0:02
  disclosure
• 0:03
  of
• 0:03
  a
• 0:03
  one-click
• 0:03
  GitHub
• 0:04
  token
• 0:04
  theft
• 0:04
  via
• 0:05
  VSCode's
• 0:05
  browser-based
• 0:06
  editor
• 0:06
  —
• 0:07
  and
• 0:07
  the
• 0:07
  attack
• 0:08
  chain
• 0:08
  is
• 0:08
  both
• 0:08
  elegant
• 0:08
  and
• 0:09
  alarming.
• 0:10
  When
• 0:10
  you
• 0:10
  open
• 0:10
  any
• 0:11
  repository
• 0:11
  on
• 0:12
  github.dev,
• 0:13
  the
• 0:14
  page
• 0:14
  receives
• 0:14
  an
• 0:14
  OAuth
• 0:15
  token
• 0:15
  scoped
• 0:15
  not
• 0:16
  to
• 0:16
  that
• 0:16
  repository
• 0:17
  but
• 0:17
  to
• 0:17
  your
• 0:17
  entire
• 0:17
  GitHub
• 0:18
  account.
• 0:19
  VSCode's
• 0:19
  webview
• 0:19
  sandboxing
• 0:20
  uses
• 0:20
  cross-origin
• 0:21
  iframes,
• 0:22
  but
• 0:22
  keyboard
• 0:22
  events
• 0:23
  are
• 0:23
  forwarded
• 0:23
  from
• 0:23
  webviews
• 0:24
  back
• 0:24
  to
• 0:24
  the
• 0:24
  main
• 0:24
  window
• 0:24
  via
• 0:25
  postMessage
• 0:25
  to
• 0:25
  keep
• 0:26
  shortcuts
• 0:26
  working.
• 0:27
  A
• 0:27
  malicious
• 0:28
  Jupyter
• 0:28
  notebook
• 0:28
  exploits
• 0:29
  this
• 0:29
  gap:
• 0:30
  JavaScript
• 0:30
  inside
• 0:30
  the
• 0:30
  sandboxed
• 0:31
  webview
• 0:31
  fabricates
• 0:32
  keyboard
• 0:32
  events
• 0:32
  that
• 0:32
  trigger
• 0:33
  real
• 0:33
  VSCode
• 0:33
  shortcuts.
• 0:34
  The
• 0:34
  sequence
• 0:35
  installs
• 0:35
  a
• 0:35
  workspace
• 0:36
  extension
• 0:36
  from
• 0:38
  .vscode/extensions/
• 0:39
  (bypassing
• 0:40
  the
• 0:40
  trusted
• 0:41
  publisher
• 0:41
  dialog
• 0:42
  because
• 0:42
  workspace
• 0:42
  extensions
• 0:43
  in
• 0:43
  a
• 0:43
  trusted
• 0:43
  workspace
• 0:44
  skip
• 0:44
  that
• 0:44
  check),
• 0:45
  contributes
• 0:45
  a
• 0:45
  custom
• 0:46
  keybinding,
• 0:46
  then
• 0:47
  uses
• 0:47
  that
• 0:47
  keybinding
• 0:48
  to
• 0:48
  install
• 0:48
  an
• 0:48
  attacker-controlled
• 0:49
  extension
• 0:49
  that
• 0:49
  exfiltrates
• 0:50
  the
• 0:50
  full-access
• 0:51
  token.
• 0:52
  No
• 0:52
  CSRF
• 0:52
  tokens
• 0:53
  protect
• 0:53
  github.dev.
• 0:55
  If
• 0:55
  you
• 0:55
  have
• 0:55
  ever
• 0:56
  navigated
• 0:56
  past
• 0:56
  the
• 0:56
  site's
• 0:57
  initial
• 0:57
  dialog,
• 0:58
  any
• 0:58
  link
• 0:58
  on
• 0:58
  the
• 0:59
  internet
• 0:59
  can
• 0:59
  redirect
• 0:59
  you
• 0:59
  straight
• 1:00
  into
• 1:00
  the
• 1:00
  exploit
• 1:01
  with
• 1:01
  zero
• 1:01
  additional
• 1:02
  interaction.
• 1:03
  The
• 1:03
  researcher
• 1:03
  chose
• 1:04
  full
• 1:04
  public
• 1:04
  disclosure,
• 1:05
  citing
• 1:05
  Microsoft's
• 1:06
  Security
• 1:06
  Response
• 1:07
  Center
• 1:07
  history
• 1:07
  of
• 1:08
  silently
• 1:08
  patching
• 1:08
  reported
• 1:09
  VSCode
• 1:09
  bugs
• 1:10
  without
• 1:10
  credit
• 1:10
  and
• 1:11
  marking
• 1:11
  them
• 1:11
  as
• 1:11
  having
• 1:11
  no
• 1:12
  security
• 1:12
  impact.
• 1:13
  A
• 1:13
  recent
• 1:14
  Starlabs
• 1:14
  XSS-to-RCE
• 1:17
  report
• 1:17
  received
• 1:18
  the
• 1:18
  same
• 1:18
  "ineligible,
• 1:19
  low
• 1:19
  severity"
• 1:20
  treatment.
• 1:21
  The
• 1:21
  broader
• 1:21
  pattern
• 1:22
  is
• 1:22
  what
• 1:22
  matters:
• 1:23
  developer
• 1:23
  tooling
• 1:24
  sits
• 1:24
  at
• 1:24
  the
• 1:24
  intersection
• 1:25
  of
• 1:25
  maximum
• 1:25
  privilege
• 1:26
  and
• 1:26
  minimal
• 1:26
  user
• 1:26
  friction,
• 1:27
  making
• 1:27
  IDE
• 1:28
  exploits
• 1:28
  among
• 1:29
  the
• 1:29
  most
• 1:29
  consequential
• 1:29
  attack
• 1:30
  surfaces
• 1:30
  of
• 1:30
  the
• 1:30
  agentic
• 1:31
  era.
• 1:32
  GitHub
• 1:32
  Security
• 1:33
  received
• 1:33
  a
• 1:33
  one-hour
• 1:33
  heads-up
• 1:34
  before
• 1:34
  the
• 1:34
  post
• 1:34
  went
• 1:35
  live.
• 1:36
  Meanwhile,
• 1:37
  Cloudflare's
• 1:37
  Turnstile
• 1:38
  bot-verification
• 1:38
  system
• 1:39
  has
• 1:39
  started
• 1:39
  requiring
• 1:40
  WebGL
• 1:40
  renderer
• 1:41
  information
• 1:41
  —
• 1:42
  effectively
• 1:43
  demanding
• 1:43
  GPU-level
• 1:44
  device
• 1:44
  fingerprinting
• 1:45
  to
• 1:45
  prove
• 1:45
  you
• 1:45
  are
• 1:45
  human.
• 1:46
  Privacy-hardened
• 1:47
  browsers
• 1:47
  that
• 1:47
  spoof
• 1:48
  or
• 1:48
  block
• 1:48
  WebGL
• 1:49
  data
• 1:49
  now
• 1:49
  loop
• 1:50
  indefinitely
• 1:50
  on
• 1:50
  Turnstile
• 1:51
  challenges.
• 1:52
  WebKit
• 1:53
  has
• 1:53
  blocked
• 1:53
  this
• 1:54
  class
• 1:54
  of
• 1:54
  fingerprinting
• 1:55
  for
• 1:55
  years,
• 1:56
  which
• 1:56
  means
• 1:56
  Cloudflare
• 1:57
  likely
• 1:57
  whitelists
• 1:57
  Safari
• 1:58
  while
• 1:58
  penalizing
• 1:59
  privacy-conscious
• 1:59
  configurations
• 2:00
  on
• 2:00
  other
• 2:00
  browsers.
• 2:02
  Firefox's
• 2:03
  fingerprinting
• 2:03
  protection
• 2:04
  is
• 2:04
  separately
• 2:04
  undermined
• 2:05
  by
• 2:05
  Bugzilla#1916271,
• 2:11
  which
• 2:11
  leaks
• 2:11
  sanitized
• 2:12
  GPU
• 2:12
  characteristics
• 2:13
  where
• 2:13
  WebKit
• 2:13
  and
• 2:14
  Blink
• 2:14
  return
• 2:14
  hardcoded
• 2:15
  strings.
• 2:16
  The
• 2:16
  result:
• 2:17
  bot
• 2:17
  defense
• 2:17
  is
• 2:17
  converging
• 2:18
  with
• 2:18
  surveillance
• 2:18
  infrastructure,
• 2:20
  and
• 2:20
  the
• 2:20
  users
• 2:20
  who
• 2:20
  care
• 2:20
  most
• 2:21
  about
• 2:21
  privacy
• 2:21
  are
• 2:22
  the
• 2:22
  ones
• 2:22
  most
• 2:22
  likely
• 2:22
  to
• 2:23
  be
• 2:23
  locked
• 2:23
  out.
• 2:24
  On
• 2:24
  the
• 2:24
  customer-facing
• 2:25
  end
• 2:25
  of
• 2:25
  trust
• 2:25
  failures,
• 2:26
  an
• 2:26
  Anthropic
• 2:27
  user
• 2:27
  reports
• 2:27
  being
• 2:28
  trapped
• 2:28
  in
• 2:28
  an
• 2:28
  infinite
• 2:28
  loop
• 2:29
  with
• 2:29
  the
• 2:29
  company's
• 2:29
  AI
• 2:29
  support
• 2:30
  bot
• 2:30
  after
• 2:30
  fraudulent
• 2:31
  charges
• 2:31
  appeared
• 2:32
  on
• 2:32
  their
• 2:32
  card.
• 2:33
  The
• 2:33
  bot
• 2:33
  acknowledged
• 2:34
  the
• 2:34
  fraud
• 2:34
  in
• 2:34
  writing,
• 2:35
  stated
• 2:35
  that
• 2:35
  a
• 2:35
  human
• 2:36
  agent
• 2:36
  needed
• 2:36
  to
• 2:36
  handle
• 2:36
  it,
• 2:37
  then
• 2:37
  auto-closed
• 2:38
  the
• 2:38
  conversation
• 2:38
  without
• 2:38
  acting
• 2:39
  —
• 2:39
  repeatedly.
• 2:41
  Because
• 2:41
  the
• 2:41
  victim
• 2:41
  is
• 2:41
  not
• 2:42
  a
• 2:42
  paid
• 2:42
  Claude
• 2:42
  subscriber,
• 2:43
  there
• 2:43
  is
• 2:43
  no
• 2:43
  path
• 2:44
  to
• 2:44
  human
• 2:44
  support.
• 2:45
  The
• 2:45
  recommended
• 2:46
  help
• 2:46
  center
• 2:46
  page
• 2:47
  is
• 2:47
  inaccessible.
• 2:48
  It
• 2:48
  is
• 2:48
  a
• 2:48
  grimly
• 2:49
  ironic
• 2:49
  case:
• 2:50
  the
• 2:50
  company
• 2:50
  building
• 2:51
  frontier
• 2:51
  AI
• 2:52
  safety
• 2:52
  research
• 2:52
  cannot
• 2:53
  build
• 2:53
  a
• 2:53
  support
• 2:53
  bot
• 2:54
  that
• 2:54
  knows
• 2:54
  when
• 2:54
  to
• 2:54
  hand
• 2:54
  off
• 2:55
  to
• 2:55
  a
• 2:55
  human.
• 2:58
  Tracebit
• 2:58
  published
• 2:58
  the
• 2:59
  most
• 2:59
  rigorous
• 2:59
  public
• 3:00
  benchmark
• 3:00
  of
• 3:00
  AI
• 3:00
  offensive
• 3:01
  agents
• 3:01
  to
• 3:01
  date,
• 3:01
  and
• 3:01
  the
• 3:02
  headline
• 3:02
  finding
• 3:02
  is
• 3:02
  not
• 3:03
  what
• 3:03
  you
• 3:03
  would
• 3:03
  expect.
• 3:04
  The
• 3:04
  company
• 3:04
  pointed
• 3:04
  10
• 3:05
  frontier
• 3:05
  models
• 3:06
  at
• 3:06
  a
• 3:06
  controlled
• 3:06
  AWS
• 3:07
  cyber
• 3:07
  range
• 3:07
  —
• 3:08
  roughly
• 3:08
  300
• 3:09
  resources
• 3:09
  across
• 3:09
  S3,
• 3:10
  IAM,
• 3:10
  EC2,
• 3:11
  Lambda,
• 3:11
  and
• 3:11
  more
• 3:12
  —
• 3:12
  and
• 3:12
  measured
• 3:13
  how
• 3:13
  fast
• 3:13
  they
• 3:13
  achieve
• 3:14
  admin
• 3:14
  privilege
• 3:14
  escalation,
• 3:15
  both
• 3:15
  with
• 3:15
  and
• 3:15
  without
• 3:16
  canary
• 3:16
  resources
• 3:17
  deployed.
• 3:17
  Across
• 3:18
  599
• 3:19
  scored
• 3:19
  runs,
• 3:20
  AI
• 3:20
  agents
• 3:20
  reached
• 3:21
  admin
• 3:21
  in
• 3:21
  an
• 3:21
  average
• 3:21
  of
• 3:22
  14
• 3:22
  minutes.
• 3:23
  That
• 3:23
  is
• 3:23
  fast,
• 3:24
  but
• 3:24
  the
• 3:24
  real
• 3:24
  result
• 3:25
  is
• 3:25
  about
• 3:25
  defense:
• 3:26
  95.9%
• 3:27
  of
• 3:27
  successful
• 3:28
  compromise
• 3:28
  runs
• 3:28
  had
• 3:29
  already
• 3:29
  tripped
• 3:29
  a
• 3:29
  canary
• 3:29
  before
• 3:30
  the
• 3:30
  agent's
• 3:30
  first
• 3:30
  critical
• 3:31
  action,
• 3:31
  with
• 3:31
  a
• 3:31
  median
• 3:32
  warning
• 3:32
  gap
• 3:32
  of
• 3:32
  8
• 3:32
  minutes.
• 3:33
  Defenders
• 3:34
  got
• 3:34
  nearly
• 3:34
  as
• 3:34
  much
• 3:34
  lead
• 3:35
  time
• 3:35
  as
• 3:35
  the
• 3:35
  entire
• 3:35
  attack
• 3:36
  took.
• 3:37
  The
• 3:37
  surprise
• 3:37
  finding
• 3:38
  concerns
• 3:38
  disclosure
• 3:38
  —
• 3:39
  simply
• 3:39
  telling
• 3:40
  the
• 3:40
  model
• 3:40
  that
• 3:40
  deception
• 3:41
  technology
• 3:41
  exists
• 3:42
  dropped
• 3:42
  the
• 3:42
  full-compromise
• 3:43
  rate
• 3:43
  (admin
• 3:44
  plus
• 3:44
  persistence)
• 3:45
  from
• 3:45
  20%
• 3:46
  to
• 3:46
  3%.
• 3:47
  For
• 3:47
  Claude
• 3:47
  Opus
• 3:48
  4.7
• 3:48
  specifically,
• 3:49
  the
• 3:49
  rate
• 3:50
  collapsed
• 3:50
  from
• 3:50
  68%
• 3:51
  to
• 3:51
  0%.
• 3:52
  But
• 3:52
  deploying
• 3:53
  canaries
• 3:53
  without
• 3:53
  informing
• 3:54
  the
• 3:54
  model
• 3:54
  had
• 3:54
  almost
• 3:54
  no
• 3:55
  effect
• 3:55
  on
• 3:55
  success
• 3:55
  rates,
• 3:56
  suggesting
• 3:56
  the
• 3:57
  deterrent
• 3:57
  is
• 3:57
  cognitive
• 3:58
  rather
• 3:58
  than
• 3:58
  technical.
• 3:59
  In
• 4:00
  one
• 4:00
  memorable
• 4:00
  transcript,
• 4:01
  a
• 4:01
  model
• 4:02
  explicitly
• 4:02
  identified
• 4:03
  suspected
• 4:03
  canaries,
• 4:04
  articulated
• 4:05
  its
• 4:05
  avoidance
• 4:06
  strategy
• 4:06
  in
• 4:06
  its
• 4:06
  reasoning
• 4:07
  trace,
• 4:07
  then
• 4:07
  tripped
• 4:08
  a
• 4:08
  different
• 4:08
  canary
• 4:08
  anyway.
• 4:10
  The
• 4:10
  more
• 4:10
  capable
• 4:11
  the
• 4:11
  model,
• 4:11
  the
• 4:11
  more
• 4:12
  canaries
• 4:12
  it
• 4:12
  triggered
• 4:12
  —
• 4:14
  because
• 4:14
  thorough
• 4:15
  enumeration
• 4:15
  of
• 4:15
  high-value
• 4:16
  resources
• 4:17
  is
• 4:17
  precisely
• 4:17
  what
• 4:18
  canaries
• 4:18
  are
• 4:18
  designed
• 4:18
  to
• 4:19
  catch.
• 4:20
  The
• 4:20
  2×2
• 4:20
  experimental
• 4:21
  design
• 4:21
  draws
• 4:22
  from
• 4:22
  Ferguson-Walter
• 4:23
  et
• 4:23
  al.'s
• 4:24
  2019
• 4:24
  study
• 4:25
  of
• 4:25
  130+
• 4:26
  professional
• 4:27
  red-teamers
• 4:27
  and
• 4:28
  found
• 4:28
  remarkably
• 4:29
  similar
• 4:29
  patterns:
• 4:30
  awareness
• 4:31
  of
• 4:31
  deception
• 4:31
  changes
• 4:32
  attacker
• 4:32
  behavior
• 4:33
  regardless
• 4:33
  of
• 4:33
  whether
• 4:33
  decoys
• 4:34
  are
• 4:34
  actually
• 4:34
  present.
• 4:36
  Of
• 4:36
  the
• 4:36
  951
• 4:37
  raw
• 4:37
  runs,
• 4:38
  301
• 4:39
  were
• 4:39
  excluded
• 4:40
  for
• 4:40
  guardrail
• 4:40
  refusals
• 4:41
  alone
• 4:41
  —
• 4:42
  the
• 4:42
  models
• 4:42
  that
• 4:43
  would
• 4:43
  not
• 4:43
  attack
• 4:43
  were
• 4:43
  almost
• 4:44
  as
• 4:44
  common
• 4:44
  as
• 4:45
  the
• 4:45
  ones
• 4:45
  that
• 4:45
  broke
• 4:45
  through.
• 4:46
  Claude
• 4:47
  Sonnet
• 4:47
  4.6
• 4:48
  and
• 4:48
  GPT-5.5
• 4:51
  produced
• 4:51
  too
• 4:51
  few
• 4:52
  valid
• 4:52
  runs
• 4:52
  to
• 4:52
  score.
• 4:54
  On
• 4:54
  the
• 4:54
  defensive
• 4:55
  tooling
• 4:55
  side,
• 4:56
  Puck
• 4:56
  Scout
• 4:56
  is
• 4:56
  a
• 4:56
  new
• 4:56
  open-source
• 4:57
  MCP
• 4:57
  server
• 4:58
  (Go)
• 4:59
  paired
• 4:59
  with
• 4:59
  endpoint
• 5:00
  agents
• 5:00
  (Rust)
• 5:01
  that
• 5:01
  lets
• 5:02
  security
• 5:02
  engineers
• 5:02
  query
• 5:03
  their
• 5:03
  fleet
• 5:03
  in
• 5:03
  plain
• 5:04
  English
• 5:04
  and
• 5:04
  receive
• 5:05
  narrative
• 5:05
  answers
• 5:06
  with
• 5:06
  containment
• 5:06
  recommendations.
• 5:08
  The
• 5:08
  safety
• 5:08
  model
• 5:09
  is
• 5:09
  well-considered:
• 5:10
  a
• 5:10
  compiled-in
• 5:11
  typed
• 5:11
  allowlist
• 5:11
  is
• 5:12
  enforced
• 5:12
  independently
• 5:13
  by
• 5:13
  both
• 5:13
  server
• 5:13
  and
• 5:14
  agent,
• 5:15
  meaning
• 5:15
  a
• 5:15
  compromised
• 5:16
  server
• 5:16
  cannot
• 5:16
  instruct
• 5:17
  agents
• 5:17
  to
• 5:17
  execute
• 5:18
  anything
• 5:18
  outside
• 5:18
  the
• 5:18
  grammar.
• 5:19
  Worst-case
• 5:20
  compromise
• 5:20
  is
• 5:21
  unauthorized
• 5:21
  read
• 5:21
  access,
• 5:22
  never
• 5:23
  modification.
• 5:24
  It
• 5:24
  auto-registers
• 5:25
  with
• 5:25
  Claude
• 5:25
  Code
• 5:26
  and
• 5:26
  includes
• 5:26
  YAML-based
• 5:28
  investigation
• 5:29
  playbooks
• 5:30
  that
• 5:30
  anyone
• 5:30
  can
• 5:30
  contribute.
• 5:32
  On
• 5:32
  the
• 5:32
  opposite
• 5:32
  end
• 5:33
  of
• 5:33
  the
• 5:33
  spectrum,
• 5:33
  Void-Tools
• 5:35
  v2.1
• 5:36
  ships
• 5:36
  150+
• 5:37
  terminal
• 5:38
  tools
• 5:38
  spanning
• 5:38
  OSINT,
• 5:39
  Discord
• 5:40
  automation,
• 5:41
  network
• 5:41
  scanning,
• 5:42
  and
• 5:42
  webhook
• 5:42
  spamming
• 5:42
  —
• 5:43
  labeled
• 5:44
  "educational
• 5:44
  use
• 5:45
  only,"
• 5:46
  though
• 5:46
  the
• 5:46
  inclusion
• 5:46
  of
• 5:46
  a
• 5:46
  Discord
• 5:47
  server
• 5:47
  nuker
• 5:48
  and
• 5:48
  webhook
• 5:48
  "destroyer"
• 5:49
  suggests
• 5:50
  a
• 5:50
  flexible
• 5:50
  curriculum.
• 5:54
  Memory
• 5:54
  OS
• 5:54
  takes
• 5:54
  a
• 5:55
  serious
• 5:55
  run
• 5:55
  at
• 5:55
  the
• 5:56
  problem
• 5:56
  every
• 5:56
  heavy
• 5:57
  AI
• 5:57
  agent
• 5:57
  user
• 5:58
  knows:
• 5:59
  the
• 5:59
  agent
• 5:59
  forgets
• 5:59
  everything
• 6:00
  between
• 6:00
  sessions.
• 6:01
  This
• 6:01
  is
• 6:01
  a
• 6:01
  7-layer
• 6:02
  memory
• 6:02
  operating
• 6:02
  system
• 6:03
  for
• 6:03
  the
• 6:03
  Hermes
• 6:03
  Agent,
• 6:04
  running
• 6:04
  entirely
• 6:05
  locally
• 6:05
  with
• 6:06
  no
• 6:06
  cloud
• 6:06
  subscription
• 6:06
  —
• 6:07
  Qdrant
• 6:07
  for
• 6:07
  vectors,
• 6:08
  Redis
• 6:08
  for
• 6:08
  caching,
• 6:09
  SQLite
• 6:09
  with
• 6:10
  FTS5
• 6:10
  for
• 6:10
  full-text
• 6:11
  search,
• 6:11
  and
• 6:11
  a
• 6:11
  heavily
• 6:12
  forked
• 6:12
  Icarus
• 6:12
  plugin
• 6:13
  for
• 6:13
  cross-session
• 6:13
  extraction.
• 6:14
  The
• 6:14
  architecture
• 6:15
  spans
• 6:15
  workspace
• 6:15
  files
• 6:16
  injected
• 6:16
  on
• 6:16
  every
• 6:17
  prompt,
• 6:17
  structured
• 6:18
  facts
• 6:18
  with
• 6:18
  trust
• 6:19
  scoring
• 6:19
  and
• 6:19
  entity
• 6:19
  resolution,
• 6:20
  a
• 6:20
  vector
• 6:21
  database
• 6:21
  with
• 6:21
  4-level
• 6:22
  fallback
• 6:22
  (hybrid
• 6:22
  →
• 6:23
  dense
• 6:23
  →
• 6:23
  lexical
• 6:24
  →
• 6:24
  SQLite),
• 6:24
  a
• 6:25
  self-curating
• 6:25
  LLM
• 6:26
  wiki,
• 6:26
  and
• 6:26
  weekly
• 6:27
  decay
• 6:27
  scanning
• 6:27
  that
• 6:28
  merges
• 6:28
  semantically
• 6:28
  duplicate
• 6:29
  entries
• 6:29
  above
• 6:29
  0.92
• 6:30
  cosine
• 6:31
  similarity.
• 6:32
  The
• 6:32
  most
• 6:32
  interesting
• 6:32
  design
• 6:33
  insight
• 6:33
  is
• 6:33
  Layer
• 6:34
  7
• 6:34
  —
• 6:35
  the
• 6:35
  "Ground
• 6:35
  Truth
• 6:35
  hierarchy."
• 6:37
  Without
• 6:37
  it,
• 6:37
  the
• 6:38
  agent
• 6:38
  exhibits
• 6:38
  what
• 6:38
  the
• 6:38
  developers
• 6:39
  call
• 6:39
  "memory-zero
• 6:40
  behavior":
• 6:41
  it
• 6:41
  re-queries
• 6:42
  Qdrant,
• 6:42
  re-runs
• 6:43
  fabric
• 6:43
  recall,
• 6:44
  and
• 6:44
  re-searches
• 6:45
  session
• 6:45
  history
• 6:45
  to
• 6:45
  verify
• 6:46
  information
• 6:46
  already
• 6:47
  present
• 6:47
  in
• 6:47
  its
• 6:47
  context,
• 6:48
  burning
• 6:49
  tokens
• 6:49
  on
• 6:49
  redundant
• 6:49
  rediscovery.
• 6:51
  The
• 6:51
  fix
• 6:51
  is
• 6:51
  a
• 6:51
  pair
• 6:51
  of
• 6:51
  files
• 6:52
  (SOUL.md,
• 6:53
  rulebook.md)
• 6:54
  that
• 6:54
  explicitly
• 6:55
  instruct
• 6:55
  the
• 6:55
  agent
• 6:56
  to
• 6:56
  treat
• 6:56
  injected
• 6:56
  memory
• 6:57
  as
• 6:57
  authoritative.
• 6:58
  It
• 6:58
  is
• 6:58
  a
• 6:58
  blunt
• 6:59
  solution
• 6:59
  to
• 6:59
  a
• 6:59
  subtle
• 6:59
  problem
• 7:00
  —
• 7:00
  LLMs
• 7:01
  default
• 7:01
  to
• 7:01
  verification
• 7:02
  behavior
• 7:03
  even
• 7:03
  when
• 7:03
  the
• 7:03
  answer
• 7:03
  is
• 7:03
  already
• 7:04
  in-context.
• 7:05
  Gograph
• 7:05
  attacks
• 7:06
  a
• 7:06
  related
• 7:06
  cost
• 7:06
  problem
• 7:07
  from
• 7:07
  the
• 7:07
  MCP
• 7:07
  angle.
• 7:08
  It
• 7:08
  is
• 7:08
  an
• 7:09
  AST-based
• 7:09
  indexing
• 7:09
  engine
• 7:10
  for
• 7:10
  Go
• 7:10
  repositories
• 7:11
  that
• 7:11
  exposes
• 7:11
  structural
• 7:12
  code
• 7:12
  understanding
• 7:12
  directly
• 7:13
  to
• 7:13
  Claude
• 7:13
  via
• 7:13
  Model
• 7:14
  Context
• 7:14
  Protocol.
• 7:15
  Instead
• 7:15
  of
• 7:15
  6–10
• 7:17
  sequential
• 7:17
  grep-and-read
• 7:18
  tool
• 7:18
  calls
• 7:18
  consuming
• 7:19
  15k–25k
• 7:20
  tokens,
• 7:21
  a
• 7:21
  single
• 7:21
  gograph
• 7:22
  context
• 7:22
  call
• 7:22
  bundles
• 7:22
  a
• 7:23
  symbol's
• 7:23
  definition,
• 7:24
  source,
• 7:24
  callers,
• 7:24
  callees,
• 7:25
  and
• 7:25
  linked
• 7:26
  tests
• 7:26
  in
• 7:26
  under
• 7:26
  800
• 7:26
  tokens
• 7:27
  —
• 7:28
  a
• 7:28
  claimed
• 7:28
  95%
• 7:29
  reduction.
• 7:30
  It
• 7:30
  runs
• 7:30
  entirely
• 7:30
  locally
• 7:31
  and
• 7:31
  includes
• 7:31
  pre-edit
• 7:32
  risk
• 7:32
  planning
• 7:32
  and
• 7:33
  architectural
• 7:33
  overview
• 7:33
  tools.
• 7:35
  These
• 7:35
  practical
• 7:35
  infrastructure
• 7:36
  projects
• 7:36
  contrast
• 7:37
  with
• 7:37
  the
• 7:37
  broader
• 7:37
  "software
• 7:38
  factory"
• 7:38
  pitch
• 7:39
  making
• 7:39
  the
• 7:39
  rounds:
• 7:40
  one
• 7:40
  editorial
• 7:41
  argues
• 7:41
  that
• 7:41
  the
• 7:41
  model
• 7:42
  is
• 7:42
  not
• 7:42
  the
• 7:42
  factory
• 7:42
  —
• 7:43
  the
• 7:43
  harness
• 7:43
  is
• 7:43
  —
• 7:44
  advocating
• 7:45
  for
• 7:45
  SPARC-structured
• 7:45
  development
• 7:46
  loops
• 7:46
  with
• 7:46
  ADR-recorded
• 7:47
  decisions
• 7:48
  and
• 7:48
  TDD-verified
• 7:49
  outputs.
• 7:50
  The
• 7:50
  observation
• 7:51
  that
• 7:51
  "smaller
• 7:52
  agents,
• 7:52
  smaller
• 7:53
  tasks,
• 7:53
  smaller
• 7:54
  diffs,
• 7:54
  better
• 7:55
  routing"
• 7:55
  outperforms
• 7:56
  ambitious
• 7:56
  orchestration
• 7:57
  is
• 7:57
  borne
• 7:57
  out
• 7:57
  by
• 7:57
  experience,
• 7:59
  though
• 7:59
  community
• 7:59
  response
• 8:00
  ranges
• 8:00
  from
• 8:00
  enthusiastic
• 8:01
  to
• 8:02
  "I
• 8:02
  built
• 8:02
  everything
• 8:03
  and
• 8:03
  don't
• 8:03
  use
• 8:03
  any
• 8:04
  of
• 8:04
  it
• 8:04
  because
• 8:04
  I
• 8:04
  can
• 8:04
  chain
• 8:05
  9
• 8:05
  skills
• 8:05
  on
• 8:06
  a
• 8:06
  command
• 8:06
  prompt
• 8:06
  and
• 8:06
  walk
• 8:07
  away."
• 8:10
  HCompany's
• 8:10
  Holo3.1
• 8:12
  is
• 8:12
  a
• 8:12
  direct
• 8:13
  answer
• 8:13
  to
• 8:13
  a
• 8:13
  production
• 8:14
  deployment
• 8:14
  problem:
• 8:15
  computer-use
• 8:15
  agents
• 8:16
  that
• 8:16
  work
• 8:16
  in
• 8:16
  one
• 8:16
  environment
• 8:17
  rarely
• 8:17
  transfer
• 8:18
  cleanly
• 8:18
  to
• 8:18
  another.
• 8:19
  Built
• 8:19
  on
• 8:19
  the
• 8:19
  Qwen
• 8:20
  family,
• 8:20
  Holo3.1
• 8:22
  expands
• 8:23
  beyond
• 8:23
  desktop
• 8:23
  and
• 8:24
  browser
• 8:24
  into
• 8:24
  mobile
• 8:24
  —
• 8:25
  scoring
• 8:25
  79.3%
• 8:27
  on
• 8:27
  AndroidWorld
• 8:27
  with
• 8:27
  the
• 8:27
  35B-A3B
• 8:28
  model
• 8:29
  (up
• 8:30
  from
• 8:30
  67%),
• 8:31
  and
• 8:32
  72%
• 8:32
  with
• 8:33
  the
• 8:33
  smaller
• 8:33
  4B
• 8:33
  and
• 8:33
  9B
• 8:34
  variants
• 8:34
  (up
• 8:35
  from
• 8:35
  58%).
• 8:36
  For
• 8:36
  the
• 8:36
  first
• 8:36
  time,
• 8:37
  HCompany
• 8:37
  ships
• 8:38
  quantized
• 8:38
  checkpoints:
• 8:39
  FP8,
• 8:40
  Q4
• 8:40
  GGUF,
• 8:41
  and
• 8:41
  NVFP4,
• 8:43
  with
• 8:43
  NVFP4
• 8:44
  delivering
• 8:45
  1.41×
• 8:46
  the
• 8:46
  throughput
• 8:46
  of
• 8:46
  FP8
• 8:47
  on
• 8:47
  DGX
• 8:47
  Spark
• 8:48
  and
• 8:48
  cutting
• 8:48
  average
• 8:48
  agent
• 8:49
  step
• 8:49
  time
• 8:49
  from
• 8:49
  6.8s
• 8:50
  to
• 8:50
  3.3s.
• 8:52
  The
• 8:52
  Q4
• 8:52
  GGUF
• 8:52
  checkpoints
• 8:53
  run
• 8:53
  on
• 8:53
  Apple
• 8:54
  Silicon,
• 8:54
  keeping
• 8:54
  execution
• 8:55
  fully
• 8:55
  local
• 8:56
  and
• 8:56
  private.
• 8:56
  Native
• 8:57
  function-calling
• 8:57
  protocol
• 8:58
  support
• 8:58
  now
• 8:58
  achieves
• 8:59
  near-parity
• 8:59
  with
• 8:59
  structured
• 9:00
  JSON
• 9:00
  output.
• 9:01
  On
• 9:01
  the
• 9:01
  kernel
• 9:01
  side,
• 9:02
  a
• 9:02
  new
• 9:02
  fused
• 9:03
  Mixture-of-Experts
• 9:04
  dispatch
• 9:04
  kernel
• 9:04
  written
• 9:05
  entirely
• 9:05
  in
• 9:05
  Triton
• 9:05
  reaches
• 9:06
  89–131%
• 9:08
  of
• 9:08
  Megablocks
• 9:09
  (Stanford's
• 9:10
  CUDA-optimized
• 9:11
  MoE
• 9:12
  library)
• 9:12
  at
• 9:13
  inference
• 9:13
  batch
• 9:13
  sizes
• 9:14
  up
• 9:14
  to
• 9:14
  512
• 9:14
  tokens
• 9:15
  —
• 9:16
  and
• 9:16
  runs
• 9:16
  on
• 9:16
  AMD
• 9:17
  MI300X
• 9:19
  with
• 9:20
  zero
• 9:20
  code
• 9:20
  changes.
• 9:21
  The
• 9:21
  key
• 9:21
  optimization
• 9:22
  fuses
• 9:22
  gate
• 9:23
  and
• 9:23
  up
• 9:23
  projections
• 9:23
  so
• 9:24
  the
• 9:24
  SwiGLU
• 9:24
  intermediate
• 9:24
  never
• 9:25
  leaves
• 9:25
  registers,
• 9:26
  cutting
• 9:26
  35%
• 9:27
  of
• 9:27
  global
• 9:27
  memory
• 9:27
  traffic.
• 9:28
  Fewer
• 9:28
  kernel
• 9:29
  launches
• 9:29
  (5
• 9:30
  vs.
• 9:30
  24+)
• 9:31
  help
• 9:31
  but
• 9:31
  matter
• 9:32
  less
• 9:32
  than
• 9:32
  the
• 9:32
  memory
• 9:32
  savings.
• 9:34
  The
• 9:34
  honest
• 9:34
  limitation:
• 9:35
  it
• 9:35
  falls
• 9:36
  behind
• 9:36
  Megablocks
• 9:36
  at
• 9:36
  2048+
• 9:38
  tokens,
• 9:38
  and
• 9:39
  64+
• 9:39
  experts
• 9:40
  under
• 9:40
  heavy
• 9:40
  routing
• 9:40
  skew
• 9:41
  remain
• 9:41
  rough,
• 9:42
  so
• 9:42
  DeepSeek-V3-scale
• 9:43
  expert
• 9:44
  counts
• 9:44
  are
• 9:44
  not
• 9:44
  there
• 9:44
  yet.
• 9:45
  But
• 9:45
  for
• 9:45
  the
• 9:45
  AMD
• 9:46
  ecosystem
• 9:46
  where
• 9:47
  CUTLASS
• 9:47
  is
• 9:47
  unavailable
• 9:48
  and
• 9:48
  Triton
• 9:49
  is
• 9:49
  the
• 9:49
  primary
• 9:49
  kernel
• 9:50
  path,
• 9:50
  this
• 9:51
  closes
• 9:51
  a
• 9:51
  real
• 9:51
  gap.
• 9:52
  Eric
• 9:52
  Hartford
• 9:53
  and
• 9:53
  Lazarus
• 9:53
  AI
• 9:54
  released
• 9:54
  ReAligned-Qwen3.5,
• 9:58
  a
• 9:58
  series
• 9:58
  of
• 9:58
  models
• 9:58
  fine-tuned
• 9:59
  to
• 9:59
  reduce
• 9:59
  Chinese
• 10:00
  ideological
• 10:00
  bias,
• 10:01
  censorship,
• 10:02
  and
• 10:02
  state-narrative
• 10:02
  framing.
• 10:03
  The
• 10:03
  pipeline
• 10:04
  uses
• 10:04
  SFT
• 10:05
  plus
• 10:05
  GRPO
• 10:06
  with
• 10:06
  a
• 10:06
  custom
• 10:06
  dataset
• 10:07
  targeting
• 10:07
  a
• 10:07
  taxonomy
• 10:08
  of
• 10:08
  Chinese
• 10:08
  censorship,
• 10:09
  with
• 10:09
  Hartford's
• 10:10
  ReAligned
• 10:10
  classifier
• 10:10
  serving
• 10:11
  as
• 10:11
  the
• 10:11
  reward
• 10:11
  signal.
• 10:12
  Weights
• 10:13
  span
• 10:13
  0.8B
• 10:14
  to
• 10:14
  35B-A3B
• 10:16
  across
• 10:16
  FP16,
• 10:17
  FP8,
• 10:18
  and
• 10:19
  GGUF
• 10:19
  formats
• 10:20
  under
• 10:20
  the
• 10:20
  Apache
• 10:20
  2.0
• 10:21
  license.
• 10:22
  Rounding
• 10:23
  out
• 10:23
  the
• 10:23
  infrastructure
• 10:23
  space,
• 10:24
  KANX
• 10:24
  positions
• 10:25
  itself
• 10:25
  as
• 10:25
  the
• 10:25
  first
• 10:25
  production-ready
• 10:26
  Kolmogorov-Arnold
• 10:30
  Network
• 10:30
  library
• 10:30
  with
• 10:31
  pip
• 10:31
  installability,
• 10:32
  CI,
• 10:32
  API
• 10:33
  serving,
• 10:33
  and
• 10:33
  Kubernetes
• 10:34
  support
• 10:34
  —
• 10:35
  community
• 10:35
  reception
• 10:36
  split
• 10:36
  between
• 10:36
  praise
• 10:37
  for
• 10:37
  the
• 10:37
  production
• 10:37
  focus
• 10:38
  and
• 10:38
  accusations
• 10:38
  of
• 10:39
  AI-generated
• 10:39
  slop.
• 10:43
  HiDream-O1-Image
• 10:44
  arrives
• 10:45
  with
• 10:45
  an
• 10:45
  architectural
• 10:46
  bet
• 10:46
  the
• 10:46
  image
• 10:46
  generation
• 10:47
  community
• 10:47
  has
• 10:47
  debated
• 10:48
  for
• 10:48
  two
• 10:48
  years:
• 10:49
  eliminate
• 10:49
  the
• 10:49
  VAE
• 10:50
  and
• 10:50
  text
• 10:50
  encoder
• 10:51
  entirely,
• 10:52
  and
• 10:52
  train
• 10:52
  a
• 10:52
  single
• 10:53
  Pixel-level
• 10:53
  Unified
• 10:54
  Transformer
• 10:54
  (UiT)
• 10:55
  that
• 10:56
  natively
• 10:56
  encodes
• 10:56
  raw
• 10:57
  pixels,
• 10:57
  text,
• 10:58
  and
• 10:58
  task
• 10:58
  conditions
• 10:59
  in
• 10:59
  one
• 10:59
  shared
• 11:00
  token
• 11:00
  space.
• 11:01
  At
• 11:01
  8
• 11:01
  billion
• 11:01
  parameters,
• 11:02
  it
• 11:02
  handles
• 11:03
  text-to-image,
• 11:04
  instruction
• 11:04
  editing,
• 11:05
  subject-driven
• 11:06
  personalization,
• 11:07
  and
• 11:07
  storyboard
• 11:07
  generation
• 11:08
  —
• 11:09
  all
• 11:09
  in
• 11:09
  one
• 11:09
  model,
• 11:10
  up
• 11:10
  to
• 11:10
  2,048
• 11:11
  ×
• 11:11
  2,048
• 11:12
  resolution.
• 11:13
  Benchmarks
• 11:14
  are
• 11:14
  strong:
• 11:14
  0.90
• 11:15
  on
• 11:15
  GenEval
• 11:16
  (beating
• 11:16
  GPT
• 11:17
  Image
• 11:17
  2's
• 11:18
  0.89),
• 11:18
  89.83
• 11:19
  on
• 11:19
  DPG-Bench
• 11:20
  for
• 11:21
  dense
• 11:21
  prompt
• 11:21
  alignment,
• 11:22
  and
• 11:22
  #8
• 11:22
  in
• 11:22
  the
• 11:22
  Artificial
• 11:23
  Analysis
• 11:23
  Text
• 11:24
  to
• 11:24
  Image
• 11:24
  Arena.
• 11:25
  A
• 11:25
  built-in
• 11:25
  Reasoning-Driven
• 11:26
  Prompt
• 11:26
  Agent
• 11:27
  resolves
• 11:27
  layout,
• 11:27
  subject
• 11:28
  attributes,
• 11:29
  and
• 11:29
  text-rendering
• 11:29
  details
• 11:30
  before
• 11:30
  generation
• 11:31
  —
• 11:31
  essentially
• 11:32
  chain-of-thought
• 11:32
  reasoning
• 11:33
  applied
• 11:33
  to
• 11:33
  pixel
• 11:33
  synthesis.
• 11:35
  The
• 11:35
  technical
• 11:35
  report
• 11:38
  (arXiv:2605.11061)
• 11:40
  details
• 11:41
  the
• 11:41
  architecture.
• 11:41
  MIT
• 11:42
  licensed,
• 11:43
  with
• 11:43
  models
• 11:43
  from
• 11:43
  the
• 11:43
  full
• 11:44
  50-step
• 11:44
  version
• 11:45
  to
• 11:45
  a
• 11:45
  distilled
• 11:45
  28-step
• 11:46
  Dev
• 11:46
  variant
• 11:46
  on
• 11:47
  HuggingFace,
• 11:48
  and
• 11:48
  multi-reference
• 11:48
  personalization
• 11:49
  now
• 11:49
  supporting
• 11:50
  skeleton
• 11:50
  and
• 11:50
  layout
• 11:51
  conditioning
• 11:51
  for
• 11:51
  virtual
• 11:52
  try-on
• 11:52
  and
• 11:52
  group
• 11:52
  compositions.
• 11:54
  On
• 11:54
  the
• 11:54
  retrieval
• 11:54
  side,
• 11:55
  Kapa.ai
• 11:57
  published
• 11:58
  a
• 11:58
  detailed
• 11:58
  analysis
• 11:59
  of
• 11:59
  how
• 11:59
  they
• 11:59
  index
• 11:59
  images
• 12:00
  for
• 12:00
  their
• 12:00
  RAG-powered
• 12:01
  documentation
• 12:01
  assistants.
• 12:02
  The
• 12:02
  core
• 12:03
  insight:
• 12:04
  do
• 12:04
  not
• 12:04
  send
• 12:04
  images
• 12:05
  to
• 12:05
  the
• 12:05
  model
• 12:05
  at
• 12:05
  query
• 12:06
  time.
• 12:07
  Describe
• 12:07
  each
• 12:08
  image
• 12:08
  once
• 12:08
  at
• 12:08
  indexing
• 12:09
  time
• 12:09
  with
• 12:09
  a
• 12:09
  cheap
• 12:10
  vision
• 12:10
  model,
• 12:11
  store
• 12:11
  descriptions
• 12:11
  as
• 12:12
  text
• 12:12
  chunks,
• 12:13
  and
• 12:13
  retrieve
• 12:13
  them
• 12:13
  alongside
• 12:14
  ordinary
• 12:14
  text.
• 12:16
  Query-time
• 12:16
  multimodal
• 12:17
  fails
• 12:17
  at
• 12:17
  scale
• 12:18
  —
• 12:19
  raw
• 12:19
  images
• 12:19
  add
• 12:20
  27%
• 12:21
  to
• 12:21
  per-query
• 12:21
  cost
• 12:22
  on
• 12:22
  GPT
• 12:23
  and
• 12:23
  51%
• 12:24
  on
• 12:24
  Claude,
• 12:24
  and
• 12:25
  a
• 12:25
  typical
• 12:25
  question
• 12:25
  retrieves
• 12:26
  20–30
• 12:27
  images
• 12:28
  that
• 12:28
  quickly
• 12:28
  hit
• 12:29
  payload
• 12:29
  limits.
• 12:30
  Their
• 12:30
  zero-shot
• 12:31
  classifier
• 12:31
  filters
• 12:32
  junk
• 12:32
  images
• 12:33
  at
• 12:33
  96.8%
• 12:34
  accuracy
• 12:35
  on
• 12:35
  clear-cut
• 12:35
  cases,
• 12:36
  and
• 12:36
  separate
• 12:37
  caption
• 12:37
  chunks
• 12:37
  outperform
• 12:38
  inline
• 12:38
  captions
• 12:39
  on
• 12:39
  both
• 12:39
  cost
• 12:39
  and
• 12:40
  retrieval
• 12:40
  quality
• 12:40
  —
• 12:41
  the
• 12:42
  re-ranker
• 12:42
  promotes
• 12:42
  image-derived
• 12:43
  chunks
• 12:44
  into
• 12:44
  the
• 12:44
  top
• 12:44
  15
• 12:44
  on
• 12:45
  51%
• 12:46
  of
• 12:46
  queries
• 12:46
  while
• 12:46
  per-query
• 12:47
  overhead
• 12:47
  stays
• 12:48
  between
• 12:48
  1%
• 12:48
  and
• 12:49
  6%.
• 12:52
  The
• 12:52
  iOS
• 12:53
  sideloading
• 12:53
  ecosystem
• 12:54
  is
• 12:54
  quietly
• 12:55
  maturing
• 12:55
  into
• 12:55
  a
• 12:55
  real
• 12:56
  toolchain.
• 12:57
  LiveContainer
• 12:57
  is
• 12:57
  an
• 12:57
  app
• 12:58
  launcher
• 12:58
  —
• 12:59
  not
• 12:59
  an
• 12:59
  emulator
• 12:59
  or
• 13:00
  hypervisor
• 13:00
  —
• 13:01
  that
• 13:01
  runs
• 13:01
  iOS
• 13:01
  apps
• 13:02
  inside
• 13:02
  a
• 13:02
  container
• 13:02
  without
• 13:03
  actually
• 13:03
  installing
• 13:03
  them,
• 13:04
  bypassing
• 13:04
  the
• 13:04
  3-app/10-app-ID
• 13:08
  limit
• 13:08
  on
• 13:08
  free
• 13:08
  developer
• 13:08
  accounts.
• 13:09
  When
• 13:10
  JIT
• 13:10
  is
• 13:10
  available
• 13:11
  (below
• 13:11
  iOS
• 13:11
  26),
• 13:12
  codesigning
• 13:12
  is
• 13:12
  entirely
• 13:13
  bypassed;
• 13:14
  otherwise,
• 13:14
  apps
• 13:15
  are
• 13:15
  signed
• 13:15
  with
• 13:15
  LiveContainer's
• 13:16
  certificate.
• 13:17
  It
• 13:17
  supports
• 13:17
  running
• 13:18
  multiple
• 13:18
  apps
• 13:19
  simultaneously
• 13:20
  in
• 13:20
  resizable
• 13:20
  virtual
• 13:21
  windows
• 13:21
  with
• 13:21
  native
• 13:22
  Picture-in-Picture
• 13:22
  on
• 13:22
  iPad,
• 13:23
  and
• 13:23
  a
• 13:24
  URL-scheme
• 13:24
  deeplink
• 13:24
  system
• 13:25
  for
• 13:25
  launching
• 13:25
  containerized
• 13:26
  apps
• 13:26
  from
• 13:26
  the
• 13:26
  web.
• 13:27
  The
• 13:27
  security
• 13:28
  caveat
• 13:28
  is
• 13:28
  real:
• 13:29
  third-party
• 13:30
  closed-source
• 13:30
  builds
• 13:30
  have
• 13:30
  full
• 13:31
  access
• 13:31
  to
• 13:31
  your
• 13:31
  data
• 13:32
  including
• 13:32
  keychain
• 13:32
  items
• 13:33
  and
• 13:33
  login
• 13:33
  credentials.
• 13:34
  SideStore
• 13:35
  provides
• 13:35
  the
• 13:35
  distribution
• 13:36
  layer
• 13:36
  —
• 13:37
  an
• 13:37
  alternative
• 13:37
  app
• 13:38
  store
• 13:38
  requiring
• 13:38
  no
• 13:38
  jailbreak
• 13:39
  and,
• 13:39
  after
• 13:39
  initial
• 13:40
  setup,
• 13:40
  only
• 13:40
  Wi-Fi.
• 13:42
  Its
• 13:42
  catalog
• 13:43
  includes
• 13:43
  emulators
• 13:44
  from
• 13:44
  NES
• 13:44
  to
• 13:44
  Nintendo
• 13:45
  Switch,
• 13:46
  virtual
• 13:46
  machines
• 13:46
  with
• 13:47
  and
• 13:47
  without
• 13:47
  JIT
• 13:47
  support,
• 13:48
  Minecraft
• 13:49
  Java
• 13:49
  Edition
• 13:49
  ports,
• 13:50
  and
• 13:50
  iOS
• 13:50
  modifications.
• 13:52
  The
• 13:52
  pairing
• 13:52
  layer
• 13:52
  gets
• 13:53
  its
• 13:53
  own
• 13:53
  dedicated
• 13:54
  tool
• 13:54
  in
• 13:54
  idevice
• 13:54
  pair,
• 13:55
  a
• 13:55
  cross-platform
• 13:56
  Rust
• 13:56
  GUI
• 13:57
  for
• 13:57
  managing
• 13:57
  iOS
• 13:58
  device
• 13:58
  pairing
• 13:58
  files
• 13:59
  and
• 13:59
  wireless
• 13:59
  debugging,
• 14:00
  with
• 14:00
  built-in
• 14:00
  support
• 14:01
  for
• 14:01
  installing
• 14:02
  pairing
• 14:02
  files
• 14:02
  to
• 14:02
  SideStore,
• 14:03
  LiveContainer,
• 14:04
  StikDebug,
• 14:05
  and
• 14:05
  several
• 14:05
  other
• 14:05
  sideloading
• 14:06
  applications.
• 14:07
  Together,
• 14:08
  these
• 14:08
  three
• 14:08
  projects
• 14:08
  form
• 14:09
  a
• 14:09
  vertically
• 14:09
  integrated
• 14:10
  stack:
• 14:10
  idevice
• 14:11
  pair
• 14:11
  handles
• 14:11
  device
• 14:12
  trust,
• 14:12
  SideStore
• 14:13
  handles
• 14:13
  distribution,
• 14:14
  and
• 14:14
  LiveContainer
• 14:15
  handles
• 14:15
  execution
• 14:16
  —
• 14:17
  no
• 14:17
  jailbreak
• 14:17
  required
• 14:18
  at
• 14:18
  any
• 14:18
  layer.
• 14:21
  If
• 14:21
  your
• 14:21
  laptop
• 14:22
  has
• 14:22
  a
• 14:22
  discrete
• 14:22
  NVIDIA
• 14:23
  GPU
• 14:23
  sitting
• 14:24
  idle
• 14:24
  while
• 14:24
  the
• 14:24
  display
• 14:24
  runs
• 14:25
  off
• 14:25
  the
• 14:25
  integrated
• 14:25
  AMD
• 14:26
  chip,
• 14:26
  nbd-vram
• 14:27
  will
• 14:27
  turn
• 14:27
  that
• 14:27
  unused
• 14:28
  VRAM
• 14:28
  into
• 14:28
  high-priority
• 14:29
  swap
• 14:29
  space.
• 14:30
  The
• 14:30
  daemon
• 14:31
  allocates
• 14:31
  VRAM
• 14:31
  via
• 14:32
  the
• 14:32
  CUDA
• 14:32
  driver
• 14:32
  API
• 14:33
  and
• 14:33
  serves
• 14:33
  it
• 14:34
  as
• 14:34
  a
• 14:34
  block
• 14:34
  device
• 14:34
  over
• 14:34
  the
• 14:35
  NBD
• 14:35
  (Network
• 14:36
  Block
• 14:36
  Device)
• 14:37
  protocol
• 14:37
  through
• 14:38
  a
• 14:38
  Unix
• 14:38
  socket
• 14:38
  —
• 14:39
  no
• 14:39
  kernel
• 14:39
  module,
• 14:40
  no
• 14:40
  NVIDIA
• 14:41
  kernel
• 14:41
  symbols,
• 14:42
  survives
• 14:42
  driver
• 14:43
  updates
• 14:43
  without
• 14:43
  rebuilding.
• 14:44
  The
• 14:44
  performance
• 14:45
  finding
• 14:45
  that
• 14:45
  matters:
• 14:46
  for
• 14:46
  the
• 14:47
  sporadic
• 14:47
  4K
• 14:47
  page
• 14:48
  faults
• 14:48
  that
• 14:48
  characterize
• 14:49
  real
• 14:49
  laptop
• 14:49
  swap
• 14:50
  access,
• 14:51
  VRAM
• 14:51
  averages
• 14:52
  335μs
• 14:53
  latency
• 14:53
  versus
• 14:54
  NVMe's
• 14:54
  9.05ms
• 14:55
  —
• 14:56
  a
• 14:56
  27×
• 14:57
  advantage.
• 14:58
  NVMe
• 14:58
  is
• 14:58
  faster
• 14:59
  for
• 14:59
  sustained
• 14:59
  sequential
• 15:00
  throughput,
• 15:01
  but
• 15:01
  its
• 15:01
  Autonomous
• 15:01
  Power
• 15:01
  State
• 15:02
  Transitions
• 15:02
  mean
• 15:03
  it
• 15:03
  wakes
• 15:03
  cold
• 15:03
  on
• 15:03
  nearly
• 15:04
  every
• 15:04
  sporadic
• 15:04
  request,
• 15:05
  paying
• 15:05
  a
• 15:05
  ~9ms
• 15:06
  penalty
• 15:06
  each
• 15:07
  time.
• 15:08
  VRAM
• 15:08
  has
• 15:08
  no
• 15:08
  power
• 15:09
  states
• 15:09
  and
• 15:09
  responds
• 15:09
  consistently.
• 15:11
  One
• 15:11
  developer
• 15:11
  turned
• 15:12
  an
• 15:12
  RTX
• 15:12
  3070
• 15:13
  Laptop's
• 15:14
  8GB
• 15:14
  VRAM
• 15:15
  into
• 15:15
  7GB
• 15:15
  of
• 15:15
  swap,
• 15:16
  tripling
• 15:17
  addressable
• 15:17
  memory
• 15:17
  to
• 15:18
  ~46GB.
• 15:19
  In
• 15:19
  the
• 15:19
  category
• 15:20
  of
• 15:20
  creative
• 15:20
  misuse
• 15:21
  of
• 15:21
  corporate
• 15:21
  infrastructure,
• 15:22
  Chipotlai
• 15:23
  Max
• 15:23
  is
• 15:23
  a
• 15:23
  meme
• 15:23
  fork
• 15:24
  of
• 15:24
  OpenCode
• 15:25
  that
• 15:25
  hardcodes
• 15:25
  Chipotle's
• 15:26
  customer
• 15:26
  support
• 15:26
  chatbot
• 15:27
  "Pepper"
• 15:28
  as
• 15:28
  its
• 15:28
  default
• 15:28
  LLM
• 15:29
  backend.
• 15:30
  After
• 15:30
  Pepper
• 15:31
  went
• 15:31
  viral
• 15:31
  in
• 15:31
  March
• 15:32
  2026
• 15:32
  for
• 15:33
  solving
• 15:33
  LeetCode
• 15:33
  problems,
• 15:34
  someone
• 15:35
  reverse-engineered
• 15:35
  the
• 15:36
  Amelia
• 15:36
  WebSocket/SockJS
• 15:38
  +
• 15:39
  STOMP
• 15:40
  backend
• 15:40
  into
• 15:40
  an
• 15:40
  OpenAI-compatible
• 15:41
  proxy
• 15:42
  running
• 15:42
  on
• 15:42
  localhost.
• 15:43
  Cost
• 15:44
  per
• 15:44
  token:
• 15:45
  $0.00,
• 15:46
  "powered
• 15:46
  by
• 15:46
  Chipotle's
• 15:47
  cloud
• 15:47
  budget."
• 15:48
  The
• 15:48
  project
• 15:49
  helpfully
• 15:49
  lists
• 15:50
  seven
• 15:50
  additional
• 15:50
  corporate
• 15:51
  chatbots
• 15:51
  —
• 15:52
  Home
• 15:52
  Depot,
• 15:53
  Sephora,
• 15:53
  Nordstrom,
• 15:54
  IKEA,
• 15:55
  Expedia
• 15:55
  —
• 15:56
  awaiting
• 15:57
  community
• 15:57
  reverse-engineering.
• 15:59
  A
• 15:59
  video
• 15:59
  submission
• 16:00
  demonstrates
• 16:00
  NomixClicker,
• 16:01
  a
• 16:01
  cloud
• 16:02
  phone
• 16:02
  farm
• 16:02
  tool
• 16:03
  that
• 16:03
  schedules
• 16:03
  automated
• 16:04
  tasks
• 16:04
  on
• 16:04
  real
• 16:04
  iOS
• 16:05
  devices
• 16:05
  —
• 16:06
  the
• 16:06
  AI
• 16:06
  planner
• 16:07
  analyzes
• 16:07
  Instagram
• 16:08
  video
• 16:08
  content
• 16:09
  and
• 16:09
  generates
• 16:09
  contextual
• 16:10
  comments
• 16:10
  autonomously,
• 16:11
  with
• 16:11
  shared
• 16:12
  browser-based
• 16:12
  device
• 16:13
  access.
• 16:14
  On
• 16:14
  a
• 16:14
  more
• 16:14
  wholesome
• 16:15
  note,
• 16:16
  a
• 16:16
  46elks
• 16:17
  developer
• 16:17
  reflects
• 16:17
  that
• 16:18
  many
• 16:18
  computer
• 16:18
  science
• 16:19
  legends
• 16:19
  —
• 16:20
  Linus
• 16:20
  Torvalds,
• 16:21
  John
• 16:21
  Carmack,
• 16:22
  Chris
• 16:22
  Lattner,
• 16:23
  Fabrice
• 16:23
  Bellard
• 16:23
  —
• 16:25
  are
• 16:25
  still
• 16:25
  alive
• 16:26
  and
• 16:26
  actively
• 16:26
  programming,
• 16:27
  and
• 16:27
  extends
• 16:28
  a
• 16:28
  refreshingly
• 16:28
  low-tech
• 16:29
  invitation:
• 16:30
  just
• 16:30
  send
• 16:30
  one
• 16:30
  of
• 16:30
  them
• 16:30
  an
• 16:31
  email.