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AGI Dreams Podcast – June 09, 2026 · AGI Dreams – Open, Uncensored, & Local - AI News Digest

• 0:00
  Anthropic
• 0:00
  published
• 0:01
  a
• 0:01
  detailed
• 0:01
  guide
• 0:02
  on
• 0:02
  using
• 0:02
  Claude
• 0:02
  Opus
• 0:02
  to
• 0:03
  build
• 0:03
  threat
• 0:03
  models,
• 0:04
  discover
• 0:04
  vulnerabilities,
• 0:05
  and
• 0:05
  verify,
• 0:06
  triage,
• 0:06
  and
• 0:06
  patch
• 0:07
  them
• 0:07
  —
• 0:07
  and
• 0:08
  the
• 0:08
  core
• 0:08
  takeaway
• 0:08
  deserves
• 0:09
  the
• 0:09
  headline:
• 0:09
  discovery
• 0:10
  is
• 0:10
  now
• 0:10
  straightforward
• 0:11
  to
• 0:11
  parallelize,
• 0:12
  and
• 0:12
  the
• 0:12
  bottleneck
• 0:12
  has
• 0:13
  shifted
• 0:13
  to
• 0:13
  everything
• 0:13
  that
• 0:13
  comes
• 0:14
  after.
• 0:15
  As
• 0:15
  of
• 0:15
  late
• 0:15
  May
• 0:15
  2026,
• 0:17
  the
• 0:17
  team
• 0:17
  had
• 0:17
  disclosed
• 0:18
  1,596
• 0:19
  vulnerabilities
• 0:20
  in
• 0:20
  open-source
• 0:20
  software;
• 0:21
  only
• 0:22
  97
• 0:22
  had
• 0:22
  been
• 0:22
  patched.
• 0:24
  That
• 0:24
  ratio
• 0:24
  tells
• 0:25
  the
• 0:25
  whole
• 0:25
  story
• 0:25
  about
• 0:26
  where
• 0:26
  the
• 0:26
  field
• 0:26
  actually
• 0:27
  stands.
• 0:28
  The
• 0:28
  guide
• 0:28
  distills
• 0:29
  a
• 0:29
  six-step
• 0:29
  pipeline
• 0:30
  refined
• 0:30
  from
• 0:30
  working
• 0:30
  with
• 0:31
  offensive-security
• 0:31
  teams:
• 0:32
  define
• 0:32
  the
• 0:33
  threat
• 0:33
  model,
• 0:33
  build
• 0:34
  a
• 0:34
  sandbox,
• 0:34
  discover
• 0:35
  vulnerabilities,
• 0:36
  independently
• 0:36
  verify
• 0:37
  findings,
• 0:38
  triage
• 0:38
  by
• 0:38
  root
• 0:38
  cause
• 0:39
  and
• 0:39
  severity,
• 0:40
  then
• 0:40
  patch
• 0:40
  and
• 0:40
  re-scan.
• 0:41
  Several
• 0:42
  details
• 0:42
  stand
• 0:42
  out
• 0:42
  for
• 0:43
  practitioners.
• 0:44
  First,
• 0:45
  prescriptive
• 0:45
  prompts
• 0:45
  make
• 0:46
  discovery
• 0:46
  worse
• 0:46
  —
• 0:47
  frontier
• 0:48
  models
• 0:48
  perform
• 0:48
  better
• 0:49
  with
• 0:49
  goal-and-context
• 0:50
  framing
• 0:50
  than
• 0:50
  with
• 0:50
  long
• 0:51
  checklists.
• 0:52
  Second,
• 0:53
  separating
• 0:53
  discovery
• 0:54
  from
• 0:54
  verification
• 0:54
  is
• 0:54
  critical:
• 0:55
  when
• 0:55
  agents
• 0:56
  try
• 0:56
  to
• 0:56
  do
• 0:56
  both
• 0:56
  simultaneously,
• 0:58
  they
• 0:58
  self-censor
• 0:58
  and
• 0:58
  filter
• 0:59
  out
• 0:59
  true
• 0:59
  positives.
• 1:00
  One
• 1:01
  team
• 1:01
  reported
• 1:01
  that
• 1:01
  adding
• 1:02
  an
• 1:02
  adversarial
• 1:03
  verifier
• 1:03
  roughly
• 1:03
  halved
• 1:04
  the
• 1:04
  false-positive
• 1:05
  rate,
• 1:05
  and
• 1:05
  requiring
• 1:06
  a
• 1:06
  proof-of-concept
• 1:07
  on
• 1:07
  top
• 1:07
  brought
• 1:07
  it
• 1:08
  to
• 1:08
  near
• 1:08
  zero.
• 1:09
  Third,
• 1:09
  one
• 1:10
  offensive-security
• 1:11
  team
• 1:11
  found
• 1:11
  that
• 1:11
  giving
• 1:11
  the
• 1:11
  model
• 1:12
  a
• 1:12
  live
• 1:12
  test
• 1:12
  bed
• 1:13
  —
• 1:13
  not
• 1:13
  just
• 1:13
  source
• 1:14
  code
• 1:14
  —
• 1:14
  improved
• 1:15
  their
• 1:15
  true-positive
• 1:15
  rate
• 1:16
  to
• 1:16
  nearly
• 1:16
  100
• 1:17
  percent.
• 1:18
  The
• 1:18
  sandbox,
• 1:19
  it
• 1:19
  turns
• 1:19
  out,
• 1:19
  is
• 1:20
  the
• 1:20
  biggest
• 1:20
  single
• 1:20
  lever.
• 1:21
  The
• 1:22
  disclosure
• 1:22
  gap
• 1:22
  matters
• 1:23
  because
• 1:23
  on
• 1:23
  the
• 1:23
  other
• 1:23
  end
• 1:23
  of
• 1:24
  the
• 1:24
  pipeline,
• 1:24
  breached
• 1:25
  organizations
• 1:25
  are
• 1:25
  taking
• 1:26
  longer
• 1:26
  to
• 1:26
  tell
• 1:26
  people
• 1:27
  about
• 1:27
  it.
• 1:28
  Troy
• 1:28
  Hunt
• 1:29
  loaded
• 1:29
  the
• 1:29
  1,000th
• 1:29
  breach
• 1:30
  into
• 1:30
  Have
• 1:30
  I
• 1:30
  Been
• 1:30
  Pwned
• 1:31
  and
• 1:31
  used
• 1:31
  the
• 1:31
  occasion
• 1:32
  to
• 1:32
  document
• 1:32
  an
• 1:32
  accelerating
• 1:33
  pattern:
• 1:33
  Carnival
• 1:34
  took
• 1:34
  43
• 1:35
  days
• 1:35
  to
• 1:35
  notify
• 1:35
  customers
• 1:36
  after
• 1:36
  ShinyHunters
• 1:37
  leaked
• 1:37
  8.7
• 1:38
  million
• 1:38
  records.
• 1:39
  Zara
• 1:39
  managed
• 1:40
  45.
• 1:41
  In
• 1:41
  both
• 1:41
  cases
• 1:41
  the
• 1:41
  data
• 1:42
  was
• 1:42
  publicly
• 1:42
  available
• 1:43
  within
• 1:43
  days
• 1:43
  —
• 1:44
  posted
• 1:44
  on
• 1:45
  dark-web
• 1:45
  sites,
• 1:45
  reposted
• 1:46
  across
• 1:46
  hacking
• 1:47
  forums
• 1:47
  and
• 1:47
  Telegram
• 1:48
  channels
• 1:48
  —
• 1:48
  while
• 1:49
  the
• 1:49
  companies
• 1:49
  were
• 1:49
  still
• 1:49
  telling
• 1:50
  customers
• 1:50
  no
• 1:50
  breach
• 1:51
  had
• 1:51
  occurred.
• 1:52
  Hunt's
• 1:52
  working
• 1:52
  theory:
• 1:53
  the
• 1:53
  proliferation
• 1:54
  of
• 1:54
  class-action
• 1:55
  lawsuits
• 1:55
  after
• 1:55
  breaches
• 1:56
  is
• 1:56
  driving
• 1:56
  a
• 1:56
  "litigation
• 1:57
  posture"
• 1:58
  that
• 1:58
  prioritizes
• 1:58
  legal
• 1:59
  exposure
• 1:59
  over
• 1:59
  customer
• 2:00
  protection.
• 2:01
  Privacy
• 2:01
  regulations
• 2:02
  like
• 2:02
  GDPR
• 2:03
  and
• 2:03
  CCPA
• 2:04
  contain
• 2:04
  carve-outs
• 2:05
  for
• 2:05
  when
• 2:05
  notification
• 2:06
  is
• 2:06
  required,
• 2:07
  and
• 2:07
  companies
• 2:07
  are
• 2:07
  exploiting
• 2:08
  them.
• 2:09
  The
• 2:09
  result
• 2:09
  is
• 2:09
  that
• 2:10
  HIBP,
• 2:10
  12.5
• 2:11
  years
• 2:11
  into
• 2:12
  its
• 2:12
  existence,
• 2:13
  still
• 2:13
  fulfills
• 2:13
  a
• 2:13
  function
• 2:14
  that
• 2:14
  regulation
• 2:15
  was
• 2:15
  supposed
• 2:15
  to
• 2:15
  make
• 2:15
  redundant.
• 2:20
  The
• 2:20
  tools
• 2:21
  wrapping
• 2:21
  AI
• 2:21
  coding
• 2:21
  agents
• 2:22
  are
• 2:22
  multiplying
• 2:22
  faster
• 2:23
  than
• 2:23
  the
• 2:23
  models
• 2:23
  themselves.
• 2:25
  ECC
• 2:25
  —
• 2:26
  the
• 2:26
  self-described
• 2:26
  "harness-native
• 2:27
  operator
• 2:27
  system
• 2:28
  for
• 2:28
  agentic
• 2:28
  work"
• 2:28
  —
• 2:29
  has
• 2:29
  grown
• 2:30
  to
• 2:30
  182K+
• 2:31
  stars,
• 2:32
  64
• 2:32
  agents,
• 2:33
  261
• 2:34
  skills,
• 2:34
  and
• 2:34
  support
• 2:35
  across
• 2:35
  Claude
• 2:35
  Code,
• 2:36
  Codex,
• 2:36
  Cursor,
• 2:37
  OpenCode,
• 2:37
  Gemini,
• 2:38
  Zed,
• 2:38
  and
• 2:38
  GitHub
• 2:38
  Copilot.
• 2:39
  Version
• 2:39
  2.0-rc.1
• 2:41
  adds
• 2:42
  a
• 2:42
  Rust
• 2:42
  control-plane
• 2:42
  prototype,
• 2:43
  operator
• 2:44
  workflows
• 2:44
  for
• 2:44
  brand
• 2:44
  voice
• 2:45
  and
• 2:45
  billing
• 2:45
  ops,
• 2:45
  an
• 2:45
  AgentShield
• 2:46
  security
• 2:46
  scanner,
• 2:47
  and
• 2:47
  a
• 2:47
  Tkinter
• 2:48
  dashboard.
• 2:48
  The
• 2:49
  philosophy
• 2:49
  is
• 2:49
  that
• 2:50
  agent
• 2:50
  harnesses
• 2:50
  converge
• 2:51
  while
• 2:51
  the
• 2:51
  model
• 2:51
  underneath
• 2:52
  remains
• 2:52
  interchangeable
• 2:52
  —
• 2:53
  the
• 2:53
  value
• 2:53
  is
• 2:54
  in
• 2:54
  skills,
• 2:54
  hooks,
• 2:54
  memory
• 2:54
  persistence,
• 2:55
  and
• 2:55
  continuous
• 2:56
  learning,
• 2:56
  not
• 2:57
  in
• 2:57
  any
• 2:57
  single
• 2:57
  provider.
• 2:58
  Backdoor
• 2:58
  takes
• 2:58
  that
• 2:59
  provider-agnosticism
• 3:00
  to
• 3:00
  its
• 3:00
  logical
• 3:00
  extreme:
• 3:01
  a
• 3:01
  lightweight
• 3:02
  proxy
• 3:02
  that
• 3:02
  intercepts
• 3:03
  Claude
• 3:03
  Code's
• 3:03
  API
• 3:04
  calls
• 3:04
  and
• 3:04
  reroutes
• 3:05
  them
• 3:05
  to
• 3:05
  any
• 3:05
  OpenAI-compatible
• 3:06
  backend.
• 3:07
  The
• 3:07
  pitch
• 3:07
  is
• 3:07
  blunt
• 3:08
  —
• 3:08
  500
• 3:08
  million
• 3:09
  tokens
• 3:09
  cost
• 3:09
  $9,834
• 3:11
  through
• 3:11
  Anthropic's
• 3:12
  API
• 3:12
  versus
• 3:12
  $5.34
• 3:14
  through
• 3:14
  DeepSeek
• 3:14
  V3
• 3:15
  Flash.
• 3:15
  That
• 3:16
  2,000x
• 3:16
  cost
• 3:17
  difference
• 3:17
  is
• 3:17
  the
• 3:17
  kind
• 3:18
  of
• 3:18
  number
• 3:18
  that
• 3:18
  makes
• 3:18
  enterprise
• 3:19
  procurement
• 3:19
  teams
• 3:20
  ask
• 3:20
  uncomfortable
• 3:20
  questions.
• 3:21
  The
• 3:22
  proxy
• 3:22
  translates
• 3:22
  request
• 3:23
  formats,
• 3:23
  handles
• 3:24
  streaming
• 3:24
  and
• 3:24
  tool
• 3:25
  calls
• 3:25
  transparently,
• 3:26
  and
• 3:26
  short-circuits
• 3:27
  Claude
• 3:27
  Code's
• 3:27
  internal
• 3:27
  housekeeping
• 3:28
  requests
• 3:28
  to
• 3:29
  avoid
• 3:29
  burning
• 3:29
  provider
• 3:29
  quota.
• 3:30
  Setup
• 3:31
  is
• 3:31
  three
• 3:31
  commands.
• 3:32
  Meanwhile,
• 3:32
  Graphify
• 3:33
  —
• 3:33
  the
• 3:34
  knowledge-graph
• 3:34
  builder
• 3:34
  for
• 3:35
  codebases
• 3:35
  covered
• 3:35
  here
• 3:35
  last
• 3:36
  month
• 3:36
  —
• 3:36
  continues
• 3:37
  gaining
• 3:37
  traction.
• 3:38
  A
• 3:38
  detailed
• 3:39
  walkthrough
• 3:39
  demonstrates
• 3:39
  the
• 3:39
  workflow:
• 3:40
  tree-sitter
• 3:41
  parses
• 3:41
  code
• 3:41
  into
• 3:41
  nodes
• 3:42
  and
• 3:42
  edges
• 3:42
  deterministically
• 3:43
  (no
• 3:44
  LLM
• 3:44
  involved),
• 3:44
  a
• 3:44
  second
• 3:45
  pass
• 3:45
  transcribes
• 3:45
  any
• 3:46
  video
• 3:46
  and
• 3:46
  audio,
• 3:47
  and
• 3:47
  a
• 3:47
  third
• 3:47
  pass
• 3:47
  uses
• 3:48
  an
• 3:48
  LLM
• 3:48
  for
• 3:48
  semantic
• 3:49
  analysis
• 3:49
  of
• 3:49
  docs
• 3:50
  and
• 3:50
  images.
• 3:51
  The
• 3:51
  resulting
• 3:52
  graph
• 3:52
  gives
• 3:52
  Claude
• 3:52
  Code
• 3:53
  a
• 3:53
  navigable
• 3:53
  map
• 3:54
  instead
• 3:54
  of
• 3:54
  forcing
• 3:54
  it
• 3:55
  to
• 3:55
  grep.
• 3:55
  One
• 3:56
  comparison
• 3:56
  showed
• 3:56
  roughly
• 3:57
  40%
• 3:57
  of
• 3:57
  the
• 3:57
  token
• 3:58
  cost
• 3:58
  for
• 3:58
  equivalent
• 3:59
  answers,
• 3:59
  with
• 3:59
  the
• 4:00
  graph
• 4:00
  auto-rebuilding
• 4:00
  on
• 4:01
  each
• 4:01
  commit
• 4:01
  via
• 4:01
  a
• 4:01
  post-commit
• 4:02
  hook
• 4:02
  at
• 4:02
  zero
• 4:02
  API
• 4:03
  cost.
• 4:04
  On
• 4:04
  the
• 4:04
  design-to-code
• 4:05
  front,
• 4:05
  ky-design-to-html
• 4:06
  is
• 4:07
  a
• 4:07
  skill
• 4:07
  for
• 4:07
  Codex
• 4:08
  and
• 4:08
  Claude
• 4:08
  that
• 4:08
  structures
• 4:09
  the
• 4:09
  screenshot-to-HTML
• 4:10
  pipeline
• 4:10
  into
• 4:10
  explicit
• 4:11
  stages:
• 4:12
  decompose
• 4:12
  the
• 4:12
  layout,
• 4:13
  separate
• 4:14
  visual
• 4:14
  assets
• 4:14
  from
• 4:14
  code
• 4:15
  structure,
• 4:15
  set
• 4:16
  the
• 4:16
  canvas
• 4:16
  ratio,
• 4:17
  generate
• 4:17
  HTML/CSS,
• 4:19
  take
• 4:19
  a
• 4:19
  browser
• 4:20
  screenshot,
• 4:20
  and
• 4:21
  compare
• 4:21
  against
• 4:21
  the
• 4:21
  original
• 4:22
  to
• 4:22
  correct
• 4:22
  visual
• 4:22
  errors.
• 4:23
  The
• 4:24
  insight
• 4:24
  is
• 4:24
  that
• 4:24
  forcing
• 4:25
  the
• 4:25
  AI
• 4:25
  to
• 4:25
  work
• 4:25
  in
• 4:25
  stages
• 4:26
  —
• 4:26
  rather
• 4:27
  than
• 4:27
  generating
• 4:27
  everything
• 4:28
  at
• 4:28
  once
• 4:28
  —
• 4:29
  prevents
• 4:29
  the
• 4:29
  tangled
• 4:29
  output
• 4:30
  that
• 4:30
  makes
• 4:30
  designers
• 4:31
  distrust
• 4:31
  AI
• 4:31
  code
• 4:32
  generation.
• 4:33
  Separately,
• 4:33
  Gitdot
• 4:34
  launched
• 4:34
  as
• 4:34
  an
• 4:34
  open-source
• 4:35
  GitHub
• 4:35
  alternative
• 4:36
  written
• 4:36
  in
• 4:36
  Rust,
• 4:37
  though
• 4:37
  details
• 4:37
  remain
• 4:37
  sparse
• 4:38
  beyond
• 4:38
  the
• 4:38
  landing
• 4:39
  page
• 4:39
  .
• 4:42
  Xiaomi
• 4:43
  and
• 4:43
  TileRT
• 4:43
  broke
• 4:44
  1,000
• 4:44
  tokens
• 4:45
  per
• 4:45
  second
• 4:45
  on
• 4:45
  a
• 4:45
  trillion-parameter
• 4:46
  model
• 4:46
  using
• 4:47
  a
• 4:47
  single
• 4:47
  8-GPU
• 4:48
  commodity
• 4:48
  node
• 4:48
  —
• 4:49
  no
• 4:49
  custom
• 4:49
  silicon,
• 4:50
  no
• 4:50
  wafer-scale
• 4:50
  integration,
• 4:51
  just
• 4:51
  aggressive
• 4:52
  model-system
• 4:52
  codesign
• 4:52
  on
• 4:53
  standard
• 4:53
  hardware.
• 4:53
  MiMo-V2.5-Pro-UltraSpeed
• 4:56
  combines
• 4:57
  three
• 4:57
  techniques.
• 4:58
  First,
• 4:58
  selective
• 4:59
  FP4
• 4:59
  quantization:
• 5:00
  only
• 5:00
  the
• 5:00
  MoE
• 5:01
  expert
• 5:01
  layers
• 5:01
  (the
• 5:02
  vast
• 5:02
  majority
• 5:02
  of
• 5:02
  parameters,
• 5:03
  and
• 5:03
  the
• 5:03
  most
• 5:03
  quantization-tolerant)
• 5:04
  are
• 5:05
  compressed
• 5:05
  to
• 5:05
  MXFP4,
• 5:07
  while
• 5:07
  attention
• 5:07
  and
• 5:07
  routing
• 5:08
  modules
• 5:08
  retain
• 5:08
  full
• 5:09
  precision.
• 5:10
  Quantization-aware
• 5:10
  training
• 5:11
  keeps
• 5:11
  benchmark
• 5:11
  scores
• 5:12
  essentially
• 5:12
  on
• 5:12
  par
• 5:12
  with
• 5:13
  the
• 5:13
  FP8
• 5:13
  original.
• 5:14
  Second,
• 5:15
  DFlash
• 5:15
  —
• 5:16
  a
• 5:16
  block-level
• 5:16
  masked
• 5:16
  parallel
• 5:17
  prediction
• 5:17
  method
• 5:17
  for
• 5:18
  speculative
• 5:18
  decoding
• 5:18
  —
• 5:19
  replaces
• 5:20
  the
• 5:20
  traditional
• 5:20
  serial
• 5:21
  draft
• 5:21
  model
• 5:21
  with
• 5:21
  a
• 5:21
  single-pass
• 5:22
  fill
• 5:22
  of
• 5:22
  an
• 5:22
  entire
• 5:22
  masked
• 5:23
  block.
• 5:24
  In
• 5:24
  coding
• 5:24
  scenarios,
• 5:25
  the
• 5:25
  system
• 5:25
  achieves
• 5:25
  an
• 5:25
  average
• 5:26
  acceptance
• 5:26
  length
• 5:26
  of
• 5:26
  6.3
• 5:27
  out
• 5:27
  of
• 5:27
  8
• 5:27
  draft
• 5:28
  tokens
• 5:28
  per
• 5:28
  verification
• 5:29
  round,
• 5:29
  meaning
• 5:30
  the
• 5:30
  large
• 5:30
  model
• 5:30
  confirms
• 5:31
  6-7
• 5:31
  tokens
• 5:31
  "in
• 5:32
  one
• 5:32
  breath."
• 5:33
  Third,
• 5:33
  TileRT's
• 5:34
  execution
• 5:34
  model
• 5:35
  eliminates
• 5:35
  operator-boundary
• 5:36
  overhead
• 5:36
  entirely:
• 5:37
  the
• 5:37
  compute
• 5:38
  pipeline
• 5:38
  stays
• 5:38
  persistently
• 5:39
  resident
• 5:39
  on
• 5:39
  the
• 5:39
  GPU,
• 5:41
  with
• 5:41
  warp
• 5:41
  specialization
• 5:42
  decomposing
• 5:42
  communication,
• 5:43
  data
• 5:43
  movement,
• 5:44
  and
• 5:44
  tensor
• 5:44
  computation
• 5:45
  into
• 5:45
  independently
• 5:45
  orchestrated
• 5:46
  execution
• 5:46
  domains.
• 5:48
  At
• 5:48
  1,000
• 5:48
  tokens
• 5:49
  per
• 5:49
  second,
• 5:49
  each
• 5:50
  operator's
• 5:50
  lifecycle
• 5:50
  is
• 5:51
  compressed
• 5:51
  to
• 5:51
  microseconds,
• 5:52
  and
• 5:52
  the
• 5:52
  traditional
• 5:53
  per-operator-launch
• 5:53
  paradigm
• 5:54
  becomes
• 5:54
  the
• 5:54
  bottleneck
• 5:55
  —
• 5:56
  so
• 5:56
  TileRT
• 5:56
  discards
• 5:57
  it.
• 5:57
  On
• 5:58
  the
• 5:58
  training
• 5:58
  side,
• 5:59
  a
• 5:59
  paper
• 5:59
  from
• 6:00
  Seoul
• 6:00
  National
• 6:00
  University
• 6:01
  introduces
• 6:01
  POISE
• 6:02
  (Policy
• 6:03
  Optimization
• 6:04
  with
• 6:04
  Internal
• 6:04
  State
• 6:04
  Value
• 6:05
  Estimation),
• 6:06
  which
• 6:06
  extracts
• 6:06
  a
• 6:06
  baseline
• 6:07
  for
• 6:07
  reinforcement
• 6:08
  learning
• 6:08
  from
• 6:08
  the
• 6:08
  policy
• 6:09
  model's
• 6:09
  own
• 6:09
  hidden
• 6:09
  states
• 6:10
  rather
• 6:10
  than
• 6:10
  training
• 6:11
  a
• 6:11
  separate
• 6:11
  LLM-scale
• 6:12
  critic
• 6:13
  (PPO)
• 6:14
  or
• 6:14
  sampling
• 6:14
  multiple
• 6:15
  rollouts
• 6:15
  per
• 6:15
  prompt
• 6:16
  (GRPO).
• 6:17
  A
• 6:17
  lightweight
• 6:18
  linear
• 6:18
  probe
• 6:19
  predicts
• 6:19
  expected
• 6:20
  reward
• 6:20
  from
• 6:20
  prompt
• 6:20
  hidden
• 6:21
  states,
• 6:21
  reasoning-trajectory
• 6:22
  hidden
• 6:22
  states,
• 6:23
  and
• 6:23
  token-entropy
• 6:24
  statistics.
• 6:25
  A
• 6:25
  cross-rollout
• 6:26
  construction
• 6:26
  —
• 6:27
  where
• 6:27
  each
• 6:27
  rollout's
• 6:28
  value
• 6:28
  is
• 6:28
  predicted
• 6:29
  from
• 6:29
  an
• 6:29
  independent
• 6:30
  rollout's
• 6:30
  internal
• 6:30
  states
• 6:31
  —
• 6:31
  preserves
• 6:32
  gradient
• 6:32
  unbiasedness.
• 6:34
  On
• 6:34
  Qwen3-4B,
• 6:36
  POISE
• 6:37
  matches
• 6:37
  the
• 6:37
  DAPO
• 6:38
  algorithm
• 6:38
  while
• 6:38
  requiring
• 6:39
  roughly
• 6:39
  25%
• 6:40
  less
• 6:40
  wall-clock
• 6:41
  time,
• 6:41
  because
• 6:42
  it
• 6:42
  allocates
• 6:42
  the
• 6:42
  saved
• 6:42
  compute
• 6:43
  budget
• 6:43
  to
• 6:43
  more
• 6:43
  distinct
• 6:44
  prompts
• 6:44
  per
• 6:44
  batch
• 6:45
  rather
• 6:45
  than
• 6:45
  repeated
• 6:45
  sampling
• 6:46
  of
• 6:46
  the
• 6:46
  same
• 6:46
  prompt.
• 6:50
  Omni
• 6:50
  is
• 6:50
  a
• 6:50
  macOS
• 6:51
  app
• 6:51
  that
• 6:51
  indexes
• 6:52
  local
• 6:52
  files
• 6:53
  and
• 6:53
  searches
• 6:53
  them
• 6:53
  by
• 6:53
  meaning
• 6:53
  —
• 6:54
  not
• 6:54
  filename
• 6:55
  —
• 6:55
  using
• 6:55
  Jina's
• 6:56
  omni-modal
• 6:56
  embedding
• 6:57
  model
• 6:57
  running
• 6:57
  entirely
• 6:58
  on
• 6:58
  Apple
• 6:58
  GPUs
• 6:59
  via
• 6:59
  a
• 6:59
  native
• 6:59
  MLX-Swift
• 7:00
  port.
• 7:00
  Text,
• 7:01
  code,
• 7:01
  PDFs,
• 7:02
  images,
• 7:03
  audio,
• 7:03
  and
• 7:03
  video
• 7:03
  all
• 7:04
  land
• 7:04
  in
• 7:04
  a
• 7:04
  single
• 7:04
  shared
• 7:05
  vector
• 7:05
  space.
• 7:06
  The
• 7:06
  model
• 7:06
  downloads
• 7:07
  once
• 7:07
  (~2-3
• 7:08
  GB
• 7:08
  depending
• 7:09
  on
• 7:09
  variant);
• 7:09
  after
• 7:09
  that,
• 7:10
  indexing
• 7:10
  and
• 7:10
  search
• 7:11
  run
• 7:11
  with
• 7:11
  no
• 7:11
  network
• 7:11
  at
• 7:11
  all.
• 7:12
  Airgap
• 7:13
  the
• 7:13
  Mac
• 7:13
  and
• 7:13
  Omni
• 7:13
  keeps
• 7:14
  working.
• 7:15
  Search
• 7:15
  is
• 7:15
  brute-force
• 7:16
  exact
• 7:16
  cosine:
• 7:17
  one
• 7:17
  MLX
• 7:18
  matmul
• 7:18
  of
• 7:18
  the
• 7:18
  query
• 7:18
  against
• 7:19
  a
• 7:19
  resident
• 7:19
  bf16
• 7:20
  matrix
• 7:20
  on
• 7:20
  the
• 7:20
  GPU,
• 7:21
  no
• 7:21
  approximate
• 7:22
  index,
• 7:22
  no
• 7:22
  recall
• 7:22
  tradeoff.
• 7:23
  The
• 7:24
  matrix
• 7:24
  is
• 7:24
  split
• 7:24
  into
• 7:24
  a
• 7:24
  GPU-resident
• 7:25
  base
• 7:25
  plus
• 7:26
  a
• 7:26
  small
• 7:26
  delta
• 7:26
  of
• 7:26
  rows
• 7:27
  added
• 7:27
  since
• 7:27
  the
• 7:27
  last
• 7:28
  rebuild,
• 7:28
  scored
• 7:28
  by
• 7:29
  a
• 7:29
  second
• 7:29
  fused
• 7:29
  matmul
• 7:30
  so
• 7:30
  indexing
• 7:30
  never
• 7:30
  forces
• 7:31
  a
• 7:31
  full
• 7:31
  matrix
• 7:31
  recopy
• 7:32
  per
• 7:32
  query.
• 7:33
  Idle
• 7:33
  search
• 7:33
  latency
• 7:34
  is
• 7:34
  a
• 7:34
  few
• 7:34
  milliseconds.
• 7:35
  Embeddings
• 7:36
  are
• 7:36
  stored
• 7:36
  as
• 7:36
  bf16
• 7:37
  (2
• 7:37
  bytes
• 7:37
  per
• 7:37
  dimension),
• 7:38
  halving
• 7:38
  the
• 7:38
  size
• 7:39
  of
• 7:39
  fp32
• 7:40
  with
• 7:40
  negligible
• 7:40
  recall
• 7:40
  loss
• 7:41
  on
• 7:41
  L2-normalized
• 7:42
  vectors.
• 7:43
  The
• 7:43
  architecture
• 7:44
  is
• 7:44
  a
• 7:44
  Qwen3
• 7:44
  text
• 7:45
  tower,
• 7:45
  a
• 7:45
  Qwen3-VL
• 7:47
  vision
• 7:47
  tower
• 7:47
  (also
• 7:48
  used
• 7:48
  for
• 7:48
  video
• 7:48
  frames
• 7:49
  and
• 7:49
  scanned
• 7:49
  PDFs),
• 7:50
  and
• 7:50
  a
• 7:50
  Whisper-style
• 7:51
  audio
• 7:51
  tower
• 7:51
  —
• 7:52
  all
• 7:52
  modalities
• 7:52
  in
• 7:52
  one
• 7:53
  shared
• 7:53
  space.
• 7:54
  Apple's
• 7:54
  broader
• 7:55
  play
• 7:55
  in
• 7:55
  the
• 7:55
  same
• 7:55
  direction
• 7:56
  got
• 7:56
  a
• 7:56
  fresh
• 7:56
  coat
• 7:56
  of
• 7:57
  paint
• 7:57
  with
• 7:57
  the
• 7:57
  "Siri
• 7:57
  AI"
• 7:58
  announcement:
• 7:59
  next-generation
• 7:59
  Apple
• 8:00
  Intelligence
• 8:00
  with
• 8:00
  a
• 8:00
  standalone
• 8:01
  conversational
• 8:01
  app,
• 8:02
  personal
• 8:02
  context
• 8:03
  search
• 8:03
  across
• 8:03
  photos,
• 8:04
  email,
• 8:04
  and
• 8:04
  notes,
• 8:05
  Visual
• 8:05
  Intelligence
• 8:06
  on
• 8:06
  iPad
• 8:06
  and
• 8:07
  Mac,
• 8:07
  Spatial
• 8:08
  Reframing
• 8:08
  for
• 8:08
  photos,
• 8:09
  and
• 8:09
  live
• 8:09
  translation
• 8:10
  across
• 8:10
  Messages,
• 8:11
  FaceTime,
• 8:11
  and
• 8:11
  AirPods.
• 8:13
  The
• 8:13
  recurring
• 8:13
  theme
• 8:13
  is
• 8:13
  "on-device
• 8:14
  processing"
• 8:14
  —
• 8:15
  your
• 8:15
  data
• 8:15
  is
• 8:16
  never
• 8:16
  stored,
• 8:16
  used
• 8:17
  only
• 8:17
  for
• 8:17
  your
• 8:17
  requests,
• 8:18
  with
• 8:18
  Private
• 8:19
  Cloud
• 8:19
  Compute
• 8:19
  handling
• 8:20
  what
• 8:20
  the
• 8:20
  local
• 8:20
  model
• 8:20
  cannot.
• 8:21
  Whether
• 8:22
  this
• 8:22
  constitutes
• 8:22
  genuine
• 8:23
  technical
• 8:23
  progress
• 8:24
  or
• 8:24
  a
• 8:24
  marketing-cadence
• 8:25
  refresh
• 8:25
  of
• 8:25
  capabilities
• 8:26
  announced
• 8:26
  at
• 8:26
  WWDC
• 8:28
  will
• 8:28
  depend
• 8:28
  on
• 8:28
  the
• 8:28
  implementation
• 8:29
  details
• 8:29
  that
• 8:29
  ship
• 8:30
  later
• 8:30
  this
• 8:30
  year.
• 8:33
  The
• 8:33
  ESP32
• 8:34
  Bit
• 8:35
  Pirate
• 8:35
  is
• 8:35
  an
• 8:35
  open-source
• 8:36
  firmware
• 8:36
  that
• 8:36
  turns
• 8:36
  an
• 8:37
  ESP32-S3
• 8:38
  into
• 8:38
  a
• 8:38
  multi-protocol
• 8:39
  hardware
• 8:39
  hacking
• 8:39
  tool:
• 8:40
  I2C,
• 8:40
  SPI,
• 8:41
  UART,
• 8:42
  1-Wire,
• 8:42
  JTAG,
• 8:43
  CAN,
• 8:43
  Bluetooth,
• 8:43
  Wi-Fi,
• 8:44
  Sub-GHz,
• 8:45
  RFID,
• 8:45
  infrared,
• 8:46
  USB
• 8:46
  HID,
• 8:46
  and
• 8:47
  more,
• 8:47
  all
• 8:47
  accessible
• 8:48
  via
• 8:48
  serial
• 8:48
  terminal
• 8:49
  or
• 8:49
  a
• 8:49
  web-based
• 8:49
  CLI.
• 8:50
  It
• 8:50
  supports
• 8:51
  sniffing,
• 8:51
  sending,
• 8:52
  scripting
• 8:52
  (Bus
• 8:53
  Pirate-style
• 8:53
  bytecode
• 8:54
  or
• 8:54
  Python),
• 8:55
  EEPROM/flash
• 8:56
  dump
• 8:56
  tools,
• 8:57
  baudrate
• 8:57
  auto-detection,
• 8:58
  and
• 8:58
  over
• 8:58
  80
• 8:59
  infrared
• 8:59
  protocols.
• 9:00
  Compatible
• 9:01
  devices
• 9:01
  range
• 9:01
  from
• 9:02
  the
• 9:02
  $8
• 9:03
  ESP32-S3
• 9:04
  dev
• 9:04
  kit
• 9:04
  to
• 9:04
  the
• 9:05
  M5
• 9:05
  Cardputer
• 9:05
  with
• 9:05
  its
• 9:06
  built-in
• 9:06
  keyboard,
• 9:06
  screen,
• 9:07
  and
• 9:07
  battery
• 9:07
  for
• 9:08
  fully
• 9:08
  standalone
• 9:08
  field
• 9:09
  use.
• 9:10
  It
• 9:10
  is,
• 9:10
  in
• 9:10
  effect,
• 9:11
  a
• 9:11
  Swiss
• 9:11
  Army
• 9:12
  knife
• 9:12
  for
• 9:12
  protocol
• 9:12
  analysis
• 9:13
  at
• 9:13
  a
• 9:13
  fraction
• 9:14
  of
• 9:14
  the
• 9:14
  cost
• 9:14
  of
• 9:14
  commercial
• 9:14
  bus
• 9:15
  analyzers.
• 9:16
  At
• 9:16
  the
• 9:16
  other
• 9:17
  end
• 9:17
  of
• 9:17
  the
• 9:17
  firmware
• 9:17
  stack,
• 9:18
  Arthur
• 9:18
  Heymans
• 9:19
  documented
• 9:19
  porting
• 9:20
  the
• 9:20
  ThinkPad
• 9:20
  X61
• 9:21
  to
• 9:21
  coreboot
• 9:21
  —
• 9:22
  and
• 9:22
  his
• 9:23
  honest
• 9:23
  account
• 9:23
  of
• 9:23
  using
• 9:24
  Claude
• 9:24
  Opus
• 9:24
  4.6
• 9:25
  to
• 9:25
  speed
• 9:26
  up
• 9:26
  reverse
• 9:26
  engineering
• 9:27
  is
• 9:27
  more
• 9:27
  instructive
• 9:28
  than
• 9:28
  most
• 9:28
  AI
• 9:29
  productivity
• 9:29
  claims.
• 9:30
  The
• 9:31
  GM965
• 9:33
  northbridge
• 9:33
  and
• 9:34
  ICH8
• 9:34
  southbridge
• 9:35
  had
• 9:35
  no
• 9:35
  leaked
• 9:35
  documentation,
• 9:37
  so
• 9:37
  the
• 9:37
  only
• 9:37
  path
• 9:38
  was
• 9:38
  reverse
• 9:38
  engineering
• 9:38
  the
• 9:39
  vendor
• 9:39
  BIOS.
• 9:40
  The
• 9:40
  LLM
• 9:41
  extracted
• 9:41
  the
• 9:41
  raminit
• 9:41
  initialization
• 9:42
  sequence
• 9:43
  from
• 9:43
  a
• 9:43
  Phoenix
• 9:43
  BIOS
• 9:44
  using
• 9:44
  Ghidra's
• 9:44
  MCP
• 9:45
  bridge
• 9:45
  and
• 9:45
  radare2
• 9:46
  for
• 9:46
  16-bit
• 9:47
  real-mode
• 9:47
  code.
• 9:48
  Then
• 9:48
  came
• 9:48
  the
• 9:48
  punchline:
• 9:50
  "The
• 9:50
  LLM
• 9:50
  was
• 9:50
  able
• 9:51
  to
• 9:51
  extract
• 9:51
  all
• 9:51
  of
• 9:52
  the
• 9:52
  raminit
• 9:52
  initialization
• 9:53
  sequence.
• 9:54
  2
• 9:54
  prompts,
• 9:55
  done.
• 9:56
  I
• 9:56
  wasn't
• 9:56
  even
• 9:56
  looking
• 9:57
  at
• 9:57
  the
• 9:57
  code
• 9:57
  since
• 9:57
  I
• 9:57
  was
• 9:58
  doing
• 9:58
  a
• 9:58
  workout
• 9:58
  at
• 9:58
  the
• 9:58
  gym
• 9:59
  and
• 9:59
  when
• 9:59
  I
• 9:59
  got
• 9:59
  back
• 10:00
  it
• 10:00
  worked
• 10:00
  on
• 10:00
  first
• 10:00
  try.
• 10:01
  The
• 10:01
  previous
• 10:02
  section
• 10:02
  was
• 10:02
  a
• 10:02
  complete
• 10:03
  lie."
• 10:04
  In
• 10:04
  reality,
• 10:04
  the
• 10:04
  model
• 10:05
  needed
• 10:05
  constant
• 10:05
  hand-holding
• 10:06
  —
• 10:07
  wrong
• 10:07
  register
• 10:08
  sizes,
• 10:08
  confused
• 10:09
  CAS
• 10:09
  semantics,
• 10:10
  hallucinated
• 10:10
  register
• 10:11
  block
• 10:11
  semantics,
• 10:12
  multiple
• 10:12
  raminit
• 10:13
  copies
• 10:13
  in
• 10:13
  the
• 10:13
  firmware
• 10:14
  that
• 10:14
  confused
• 10:14
  it.
• 10:15
  What
• 10:16
  months
• 10:16
  of
• 10:16
  manual
• 10:16
  RE
• 10:17
  compressed
• 10:17
  to
• 10:17
  was
• 10:17
  a
• 10:18
  few
• 10:18
  weeks,
• 10:18
  not
• 10:19
  a
• 10:19
  few
• 10:19
  prompts.
• 10:20
  The
• 10:20
  reviewer
• 10:21
  found
• 10:21
  wrong
• 10:21
  register
• 10:21
  names,
• 10:22
  reserved
• 10:23
  bits
• 10:23
  treated
• 10:23
  as
• 10:23
  real,
• 10:24
  and
• 10:24
  timing
• 10:25
  tables
• 10:25
  indexed
• 10:25
  backward.
• 10:26
  Vibe
• 10:27
  reverse
• 10:27
  engineering,
• 10:28
  Heymans
• 10:28
  concludes,
• 10:29
  won't
• 10:29
  be
• 10:29
  upstreamable
• 10:30
  without
• 10:30
  a
• 10:30
  real
• 10:30
  engineer
• 10:31
  anytime
• 10:31
  soon
• 10:31
  —
• 10:32
  but
• 10:33
  the
• 10:33
  economics
• 10:33
  of
• 10:33
  firmware
• 10:34
  RE
• 10:34
  have
• 10:34
  permanently
• 10:35
  shifted.
• 10:38
  Researchers
• 10:38
  have
• 10:38
  documented
• 10:39
  more
• 10:39
  than
• 10:39
  450
• 10:40
  images
• 10:41
  bearing
• 10:41
  signs
• 10:42
  of
• 10:42
  manipulation
• 10:42
  in
• 10:42
  Thermo
• 10:43
  Fisher
• 10:43
  Scientific's
• 10:44
  online
• 10:44
  antibody
• 10:44
  catalog
• 10:45
  —
• 10:45
  Western
• 10:46
  blots
• 10:46
  with
• 10:46
  identical
• 10:47
  bands
• 10:47
  after
• 10:47
  flipping
• 10:48
  and
• 10:48
  rotation,
• 10:48
  conspicuous
• 10:49
  Photoshop-style
• 10:50
  brushstrokes
• 10:50
  visible
• 10:51
  under
• 10:51
  contrast
• 10:52
  adjustment,
• 10:52
  and
• 10:53
  copy-pasted
• 10:53
  blocks
• 10:54
  of
• 10:54
  background
• 10:54
  noise.
• 10:55
  One
• 10:55
  background
• 10:55
  pattern
• 10:56
  appeared
• 10:56
  in
• 10:56
  verification
• 10:57
  data
• 10:57
  for
• 10:57
  at
• 10:57
  least
• 10:57
  50
• 10:58
  different
• 10:58
  antibodies,
• 10:59
  each
• 10:59
  with
• 10:59
  the
• 10:59
  band
• 11:00
  repositioned
• 11:00
  to
• 11:00
  match
• 11:01
  the
• 11:01
  expected
• 11:01
  protein
• 11:02
  of
• 11:02
  interest.
• 11:03
  Thermo
• 11:03
  Fisher's
• 11:03
  response
• 11:04
  was
• 11:04
  to
• 11:04
  state
• 11:04
  that
• 11:05
  "some
• 11:05
  images
• 11:05
  may
• 11:06
  have
• 11:06
  been
• 11:06
  adjusted
• 11:06
  to
• 11:06
  clarify
• 11:07
  for
• 11:07
  presentation
• 11:07
  purposes"
• 11:08
  —
• 11:08
  a
• 11:08
  phrase
• 11:09
  repeated
• 11:09
  six
• 11:09
  times
• 11:10
  in
• 11:10
  a
• 11:10
  15-point
• 11:11
  FAQ.
• 11:12
  Given
• 11:12
  that
• 11:12
  antibodies
• 11:13
  cost
• 11:13
  $400-500
• 11:14
  per
• 11:14
  vial
• 11:15
  and
• 11:15
  that
• 11:15
  members
• 11:15
  of
• 11:15
  an
• 11:15
  independent
• 11:16
  validation
• 11:16
  initiative
• 11:17
  have
• 11:17
  found
• 11:17
  more
• 11:17
  than
• 11:18
  50%
• 11:18
  of
• 11:18
  all
• 11:19
  antibodies
• 11:19
  fail
• 11:19
  in
• 11:19
  one
• 11:20
  or
• 11:20
  more
• 11:20
  applications,
• 11:21
  unreliable
• 11:21
  vendor-provided
• 11:22
  verification
• 11:23
  data
• 11:23
  isn't
• 11:23
  just
• 11:24
  an
• 11:24
  integrity
• 11:24
  problem
• 11:24
  —
• 11:25
  it's
• 11:25
  an
• 11:25
  obstacle
• 11:26
  to
• 11:26
  reproducible
• 11:26
  science
• 11:27
  that
• 11:27
  costs
• 11:27
  labs
• 11:27
  weeks
• 11:28
  of
• 11:28
  wasted
• 11:28
  experiments
• 11:28
  and
• 11:29
  thousands
• 11:29
  of
• 11:29
  dollars.
• 11:31
  The
• 11:31
  institutional
• 11:31
  erosion
• 11:32
  extends
• 11:32
  to
• 11:32
  the
• 11:32
  digital
• 11:32
  record.
• 11:34
  Over
• 11:34
  340
• 11:35
  local
• 11:35
  news
• 11:35
  outlets
• 11:35
  are
• 11:35
  now
• 11:36
  blocking
• 11:36
  the
• 11:36
  Internet
• 11:36
  Archive's
• 11:37
  Wayback
• 11:37
  Machine
• 11:38
  crawlers,
• 11:38
  citing
• 11:39
  concerns
• 11:39
  that
• 11:39
  LLM
• 11:40
  chatbots
• 11:40
  would
• 11:40
  "improperly
• 11:41
  cite"
• 11:41
  their
• 11:41
  content.
• 11:42
  Meanwhile,
• 11:43
  these
• 11:43
  same
• 11:43
  outlets
• 11:44
  are
• 11:44
  happy
• 11:44
  to
• 11:44
  let
• 11:44
  paid
• 11:45
  archiving
• 11:45
  services
• 11:46
  like
• 11:46
  ProQuest
• 11:46
  and
• 11:46
  LexisNexis
• 11:47
  index
• 11:47
  their
• 11:48
  work
• 11:48
  —
• 11:48
  revealing
• 11:49
  a
• 11:49
  financial
• 11:49
  incentive
• 11:50
  dressed
• 11:50
  up
• 11:50
  as
• 11:50
  an
• 11:50
  AI-scraping
• 11:51
  concern.
• 11:52
  The
• 11:52
  direct
• 11:53
  effect:
• 11:54
  when
• 11:54
  content
• 11:54
  vanishes
• 11:55
  during
• 11:55
  a
• 11:55
  system
• 11:55
  migration,
• 11:56
  buyout,
• 11:56
  or
• 11:56
  bankruptcy,
• 11:57
  the
• 11:57
  independent
• 11:58
  archival
• 11:58
  record
• 11:58
  vanishes
• 11:59
  with
• 11:59
  it.
• 12:00
  Microsoft
• 12:00
  is
• 12:00
  adding
• 12:01
  its
• 12:01
  own
• 12:01
  form
• 12:01
  of
• 12:01
  data
• 12:02
  impermanence:
• 12:03
  OneDrive
• 12:04
  data
• 12:04
  now
• 12:04
  has
• 12:04
  an
• 12:04
  expiry
• 12:05
  date,
• 12:05
  a
• 12:05
  policy
• 12:06
  shift
• 12:06
  that
• 12:06
  transforms
• 12:07
  cloud
• 12:07
  storage
• 12:07
  from
• 12:08
  "permanent
• 12:08
  backup"
• 12:08
  to
• 12:09
  "rental
• 12:09
  with
• 12:09
  terms"
• 12:09
  .
• 12:10
  A
• 12:11
  blog
• 12:11
  post
• 12:11
  coining
• 12:12
  the
• 12:12
  term
• 12:12
  "dopamine
• 12:13
  fracking"
• 12:13
  captures
• 12:14
  the
• 12:14
  broader
• 12:14
  dynamic
• 12:15
  —
• 12:16
  the
• 12:16
  systematic
• 12:17
  extraction
• 12:17
  of
• 12:17
  the
• 12:18
  most
• 12:18
  concentrated
• 12:18
  engagement
• 12:19
  signal
• 12:19
  from
• 12:19
  any
• 12:20
  activity,
• 12:20
  destroying
• 12:21
  complexity,
• 12:22
  nuance,
• 12:22
  and
• 12:23
  long-term
• 12:23
  sustainability
• 12:24
  in
• 12:24
  the
• 12:24
  process,
• 12:25
  the
• 12:25
  way
• 12:25
  synthetic
• 12:25
  strawberry
• 12:26
  flavoring
• 12:26
  erases
• 12:27
  the
• 12:27
  experience
• 12:27
  of
• 12:28
  an
• 12:28
  actual
• 12:28
  strawberry
• 12:28
  .
• 12:31
  A
• 12:31
  Hugging
• 12:31
  Face
• 12:31
  engineer
• 12:32
  asked
• 12:32
  a
• 12:32
  coding
• 12:33
  agent
• 12:33
  to
• 12:33
  build
• 12:33
  a
• 12:33
  3D
• 12:34
  Paris
• 12:34
  gallery
• 12:35
  from
• 12:35
  Gaussian
• 12:35
  splats
• 12:35
  —
• 12:36
  and
• 12:36
  never
• 12:36
  opened
• 12:37
  an
• 12:37
  image
• 12:37
  generator
• 12:38
  or
• 12:38
  touched
• 12:38
  a
• 12:38
  3D
• 12:39
  reconstruction
• 12:39
  tool.
• 12:40
  The
• 12:40
  agent
• 12:40
  called
• 12:40
  two
• 12:41
  HF
• 12:41
  Spaces
• 12:41
  via
• 12:42
  their
• 12:42
  agents.md
• 12:43
  endpoints:
• 12:43
  one
• 12:43
  for
• 12:44
  image
• 12:44
  generation,
• 12:45
  one
• 12:45
  for
• 12:45
  single-image
• 12:46
  3D
• 12:46
  reconstruction.
• 12:47
  No
• 12:47
  client
• 12:48
  library,
• 12:48
  no
• 12:48
  hardcoded
• 12:49
  integration.
• 12:50
  The
• 12:50
  agent
• 12:50
  read
• 12:51
  the
• 12:51
  API
• 12:51
  schema,
• 12:51
  drove
• 12:52
  each
• 12:52
  Space
• 12:52
  end-to-end,
• 12:53
  noticed
• 12:54
  that
• 12:54
  TripoSplat
• 12:54
  outputs
• 12:55
  were
• 12:55
  Y-down
• 12:55
  and
• 12:56
  flipped
• 12:56
  them
• 12:56
  upright,
• 12:57
  compressed
• 12:57
  files
• 12:57
  to
• 12:58
  SPLAT
• 12:58
  format
• 12:58
  (3x
• 12:59
  smaller),
• 12:59
  and
• 12:59
  built
• 13:00
  a
• 13:00
  Three.js
• 13:01
  viewer
• 13:01
  with
• 13:01
  scroll-to-switch
• 13:02
  and
• 13:02
  drag-to-rotate.
• 13:03
  The
• 13:03
  thesis:
• 13:04
  every
• 13:04
  Gradio
• 13:04
  Space
• 13:05
  now
• 13:05
  exposes
• 13:06
  a
• 13:06
  plain-text
• 13:06
  interface
• 13:07
  that
• 13:07
  makes
• 13:07
  it
• 13:07
  a
• 13:07
  callable
• 13:08
  building
• 13:08
  block,
• 13:08
  and
• 13:09
  the
• 13:09
  real
• 13:09
  unlock
• 13:09
  is
• 13:09
  composability
• 13:10
  —
• 13:11
  the
• 13:11
  output
• 13:11
  of
• 13:11
  one
• 13:11
  Space
• 13:12
  becomes
• 13:12
  the
• 13:12
  input
• 13:13
  to
• 13:13
  the
• 13:13
  next.
• 13:13
  That
• 13:14
  composability
• 13:14
  principle
• 13:15
  extends
• 13:15
  well
• 13:15
  beyond
• 13:16
  multimedia.
• 13:17
  Sidewinder,
• 13:18
  a
• 13:18
  new
• 13:18
  DNA
• 13:19
  synthesis
• 13:19
  method
• 13:19
  from
• 13:19
  Caltech,
• 13:20
  assembles
• 13:21
  dozens
• 13:21
  of
• 13:21
  genetic
• 13:22
  sequences
• 13:22
  simultaneously
• 13:23
  in
• 13:23
  a
• 13:23
  single
• 13:24
  test
• 13:24
  tube
• 13:24
  with
• 13:25
  one
• 13:25
  incorrect
• 13:25
  junction
• 13:26
  per
• 13:26
  10
• 13:26
  million
• 13:26
  assembly
• 13:27
  events
• 13:27
  —
• 13:28
  orders
• 13:28
  of
• 13:28
  magnitude
• 13:29
  better
• 13:29
  than
• 13:29
  conventional
• 13:29
  methods.
• 13:30
  Each
• 13:31
  oligo
• 13:31
  fragment
• 13:31
  gets
• 13:31
  a
• 13:31
  unique
• 13:32
  molecular
• 13:32
  barcode
• 13:33
  that
• 13:33
  ensures
• 13:33
  it
• 13:34
  links
• 13:34
  only
• 13:34
  with
• 13:34
  its
• 13:34
  intended
• 13:35
  neighbor,
• 13:35
  like
• 13:35
  page
• 13:36
  numbers
• 13:36
  on
• 13:36
  a
• 13:36
  manuscript.
• 13:38
  A
• 13:38
  software
• 13:38
  tool
• 13:38
  called
• 13:39
  PyWinder
• 13:39
  generates
• 13:39
  the
• 13:40
  barcodes
• 13:40
  in
• 13:40
  minutes
• 13:40
  on
• 13:41
  a
• 13:41
  standard
• 13:41
  laptop.
• 13:42
  In
• 13:42
  a
• 13:42
  demonstration,
• 13:43
  the
• 13:43
  team
• 13:44
  used
• 13:44
  Evo
• 13:44
  2
• 13:44
  to
• 13:45
  redesign
• 13:45
  a
• 13:45
  12,500-letter
• 13:46
  DNA
• 13:47
  sequence
• 13:47
  of
• 13:47
  a
• 13:47
  viral
• 13:48
  genome,
• 13:48
  then
• 13:49
  built
• 13:49
  it
• 13:49
  from
• 13:49
  scratch
• 13:50
  with
• 13:50
  Sidewinder
• 13:50
  —
• 13:51
  no
• 13:51
  errors.
• 13:53
  What
• 13:53
  would
• 13:53
  have
• 13:53
  taken
• 13:53
  a
• 13:53
  month
• 13:53
  with
• 13:54
  conventional
• 13:54
  commercial
• 13:55
  methods
• 13:55
  took
• 13:55
  days.
• 13:56
  The
• 13:56
  company
• 13:56
  Genyro
• 13:57
  was
• 13:57
  founded
• 13:57
  to
• 13:57
  commercialize
• 13:58
  the
• 13:58
  technology.
• 13:59
  The
• 14:00
  building-block
• 14:00
  philosophy
• 14:01
  also
• 14:01
  shows
• 14:01
  up
• 14:02
  in
• 14:02
  a
• 14:02
  20-year-old
• 14:02
  computational
• 14:03
  design
• 14:03
  project:
• 14:05
  thi.ng,
• 14:08
  a
• 14:08
  collection
• 14:09
  of
• 14:09
  over
• 14:09
  200
• 14:09
  TypeScript
• 14:10
  packages
• 14:10
  in
• 14:11
  a
• 14:11
  monorepo
• 14:11
  totaling
• 14:12
  ~245K
• 14:13
  lines
• 14:13
  of
• 14:13
  code,
• 14:14
  covering
• 14:15
  everything
• 14:15
  from
• 14:15
  transducers
• 14:16
  and
• 14:16
  reactive
• 14:17
  streams
• 14:17
  to
• 14:17
  cellular
• 14:18
  automata,
• 14:19
  distance
• 14:19
  fields,
• 14:20
  and
• 14:20
  DSL
• 14:20
  infrastructure.
• 14:22
  With
• 14:22
  185
• 14:23
  documented
• 14:24
  example
• 14:24
  projects,
• 14:25
  it
• 14:25
  represents
• 14:26
  the
• 14:26
  kind
• 14:26
  of
• 14:26
  well-documented,
• 14:27
  composable
• 14:28
  toolkit
• 14:29
  that
• 14:29
  Mitchell
• 14:29
  Hashimoto's
• 14:30
  "building-block
• 14:31
  economy"
• 14:32
  thesis
• 14:32
  predicts
• 14:32
  AI
• 14:33
  agents
• 14:33
  will
• 14:33
  increasingly
• 14:34
  prefer
• 14:34
  to
• 14:34
  assemble
• 14:35
  rather
• 14:35
  than
• 14:36
  write
• 14:36
  from
• 14:36
  scratch.
• 14:37
  On
• 14:37
  the
• 14:37
  research
• 14:38
  side,
• 14:38
  the
• 14:39
  ST-PT
• 14:39
  framework
• 14:40
  reinterprets
• 14:40
  the
• 14:41
  Transformer
• 14:41
  as
• 14:41
  a
• 14:42
  programmable
• 14:42
  factor
• 14:43
  graph
• 14:43
  —
• 14:44
  a
• 14:44
  Conditional
• 14:45
  Random
• 14:45
  Field
• 14:45
  where
• 14:46
  graph
• 14:46
  topology,
• 14:47
  factor
• 14:47
  potentials,
• 14:48
  and
• 14:48
  inference
• 14:49
  protocol
• 14:49
  become
• 14:50
  explicit
• 14:50
  design
• 14:51
  levers
• 14:51
  for
• 14:51
  time-series
• 14:52
  modeling,
• 14:53
  achieving
• 14:53
  competitive
• 14:54
  results
• 14:54
  on
• 14:54
  long-horizon
• 14:55
  forecasting
• 14:56
  benchmarks
• 14:56
  by
• 14:57
  injecting
• 14:57
  symbolic
• 14:58
  priors
• 14:58
  (periodicity,
• 14:59
  trend,
• 15:00
  lag)
• 15:01
  directly
• 15:01
  into
• 15:01
  the
• 15:01
  graph
• 15:02
  structure
• 15:03
  rather
• 15:03
  than
• 15:03
  through
• 15:03
  architectural
• 15:04
  hacks
• 15:04
  .
• 15:05
  The
• 15:05
  SANA-WM
• 15:06
  bidirectional
• 15:07
  model
• 15:07
  from
• 15:07
  the
• 15:07
  Efficient-Large-Model
• 15:09
  group
• 15:09
  rounds
• 15:09
  out
• 15:09
  the
• 15:10
  emerging
• 15:10
  stack
• 15:10
  of
• 15:10
  composable
• 15:11
  generative
• 15:11
  primitives
• 15:12
  now
• 15:12
  available
• 15:13
  on
• 15:13
  the
• 15:13
  Hub
• 15:13
  .