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AGI Dreams Podcast – June 15, 2026 · AGI Dreams – Open, Uncensored, & Local - AI News Digest

• 0:00
  The
• 0:00
  Trump
• 0:00
  administration's
• 0:01
  decision
• 0:01
  to
• 0:01
  slap
• 0:01
  export
• 0:02
  controls
• 0:02
  on
• 0:02
  Anthropic's
• 0:03
  Fable
• 0:03
  5
• 0:03
  and
• 0:03
  Mythos
• 0:04
  5
• 0:04
  models
• 0:04
  followed
• 0:05
  a
• 0:05
  frantic
• 0:05
  24-hour
• 0:06
  scramble
• 0:06
  that
• 0:06
  reads
• 0:07
  more
• 0:07
  like
• 0:07
  a
• 0:07
  diplomatic
• 0:08
  crisis
• 0:08
  than
• 0:08
  a
• 0:08
  tech-policy
• 0:09
  dispute.
• 0:10
  According
• 0:10
  to
• 0:10
  Politico's
• 0:10
  reconstruction,
• 0:12
  Amazon
• 0:12
  CEO
• 0:12
  Andy
• 0:13
  Jassy
• 0:13
  raised
• 0:13
  concerns
• 0:14
  about
• 0:14
  Fable's
• 0:14
  guardrail
• 0:15
  bypasses
• 0:15
  directly
• 0:16
  to
• 0:16
  the
• 0:16
  White
• 0:16
  House
• 0:16
  on
• 0:16
  Thursday
• 0:17
  —
• 0:17
  two
• 0:17
  days
• 0:17
  after
• 0:18
  public
• 0:18
  release.
• 0:18
  By
• 0:19
  Friday
• 0:19
  morning,
• 0:19
  Treasury
• 0:20
  Secretary
• 0:20
  Bessent,
• 0:21
  White
• 0:21
  House
• 0:21
  Cyber
• 0:21
  Director
• 0:22
  Cairncross,
• 0:23
  Commerce
• 0:23
  Secretary
• 0:23
  Lutnick,
• 0:24
  and
• 0:24
  other
• 0:24
  senior
• 0:25
  officials
• 0:25
  were
• 0:25
  in
• 0:25
  emergency
• 0:26
  meetings.
• 0:26
  When
• 0:27
  they
• 0:27
  finally
• 0:27
  reached
• 0:27
  CEO
• 0:28
  Dario
• 0:28
  Amodei
• 0:28
  —
• 0:29
  after
• 0:29
  what
• 0:29
  the
• 0:29
  administration
• 0:30
  claims
• 0:30
  was
• 0:30
  a
• 0:30
  delay
• 0:30
  and
• 0:31
  Anthropic
• 0:31
  flatly
• 0:31
  denies
• 0:32
  —
• 0:32
  three
• 0:32
  tense
• 0:33
  calls
• 0:33
  followed.
• 0:34
  Amodei
• 0:35
  defended
• 0:35
  Fable's
• 0:35
  safeguards
• 0:36
  and
• 0:36
  argued
• 0:36
  the
• 0:36
  bypasses
• 0:37
  were
• 0:37
  narrow
• 0:37
  rather
• 0:38
  than
• 0:38
  universal
• 0:38
  jailbreaks.
• 0:39
  Bessent
• 0:40
  told
• 0:40
  him
• 0:40
  directly
• 0:40
  he
• 0:41
  was
• 0:41
  making
• 0:41
  a
• 0:41
  "bad
• 0:41
  decision."
• 0:42
  Ninety
• 0:43
  minutes
• 0:43
  later,
• 0:43
  the
• 0:44
  export
• 0:44
  controls
• 0:44
  landed,
• 0:45
  disabling
• 0:45
  both
• 0:46
  models
• 0:46
  for
• 0:46
  all
• 0:46
  customers.
• 0:47
  The
• 0:48
  accounts
• 0:48
  diverge
• 0:48
  on
• 0:48
  good
• 0:48
  faith.
• 0:49
  The
• 0:49
  White
• 0:50
  House
• 0:50
  insists
• 0:50
  it
• 0:50
  spent
• 0:50
  hours
• 0:51
  "begging"
• 0:51
  Anthropic
• 0:51
  to
• 0:52
  cooperate;
• 0:52
  Anthropic
• 0:53
  counters
• 0:53
  it
• 0:53
  was
• 0:53
  given
• 0:54
  a
• 0:54
  90-minute
• 0:54
  deadline
• 0:55
  with
• 0:55
  "no
• 0:55
  details
• 0:56
  on
• 0:56
  the
• 0:56
  actual
• 0:56
  threat."
• 0:57
  Former
• 0:57
  AI
• 0:57
  czar
• 0:58
  David
• 0:58
  Sacks
• 0:58
  backed
• 0:59
  the
• 0:59
  administration,
• 1:00
  expressing
• 1:00
  bafflement
• 1:01
  that
• 1:01
  Anthropic
• 1:01
  "hasn't
• 1:01
  wanted
• 1:02
  to
• 1:02
  comply
• 1:02
  with
• 1:02
  safety
• 1:03
  requests
• 1:03
  that
• 1:03
  it
• 1:03
  previously
• 1:04
  said
• 1:04
  were
• 1:04
  its
• 1:04
  highest
• 1:04
  priority."
• 1:05
  Anthropic
• 1:06
  built
• 1:06
  its
• 1:06
  brand
• 1:07
  on
• 1:07
  being
• 1:07
  the
• 1:07
  safety-first
• 1:08
  lab
• 1:08
  —
• 1:08
  the
• 1:08
  company
• 1:09
  whose
• 1:09
  CEO
• 1:09
  likens
• 1:10
  his
• 1:10
  own
• 1:10
  technology
• 1:11
  to
• 1:11
  nuclear
• 1:11
  weapons.
• 1:12
  When
• 1:12
  the
• 1:12
  government
• 1:13
  took
• 1:13
  that
• 1:13
  framing
• 1:13
  at
• 1:14
  face
• 1:14
  value
• 1:14
  and
• 1:14
  demanded
• 1:15
  action,
• 1:15
  the
• 1:15
  company
• 1:16
  balked.
• 1:16
  The
• 1:17
  irony
• 1:17
  is
• 1:17
  structural.
• 1:18
  The
• 1:18
  guardrail
• 1:19
  architecture
• 1:19
  that
• 1:19
  triggered
• 1:20
  this
• 1:20
  crisis
• 1:20
  had
• 1:20
  already
• 1:21
  been
• 1:21
  under
• 1:21
  fire.
• 1:22
  Days
• 1:22
  before
• 1:22
  the
• 1:22
  export
• 1:23
  controls,
• 1:24
  Anthropic
• 1:24
  apologized
• 1:25
  for
• 1:25
  embedding
• 1:25
  invisible
• 1:26
  safeguards
• 1:26
  in
• 1:27
  Fable
• 1:27
  5
• 1:27
  that
• 1:27
  silently
• 1:28
  degraded
• 1:28
  responses
• 1:29
  when
• 1:29
  the
• 1:29
  system
• 1:30
  detected
• 1:30
  distillation
• 1:30
  attempts.
• 1:31
  Users
• 1:32
  were
• 1:32
  never
• 1:32
  told
• 1:32
  their
• 1:32
  queries
• 1:33
  triggered
• 1:33
  the
• 1:33
  filter
• 1:34
  or
• 1:34
  that
• 1:34
  responses
• 1:34
  had
• 1:35
  been
• 1:35
  altered.
• 1:36
  The
• 1:36
  system
• 1:36
  card
• 1:37
  disclosed
• 1:37
  the
• 1:37
  approach,
• 1:38
  but
• 1:38
  the
• 1:38
  practical
• 1:39
  effect
• 1:39
  was
• 1:39
  that
• 1:40
  security
• 1:40
  researchers
• 1:41
  and
• 1:41
  developers
• 1:41
  couldn't
• 1:41
  tell
• 1:42
  authentic
• 1:42
  outputs
• 1:43
  from
• 1:43
  quietly
• 1:43
  sabotaged
• 1:44
  ones.
• 1:45
  Anthropic
• 1:46
  reversed
• 1:46
  course
• 1:46
  under
• 1:46
  intense
• 1:47
  backlash,
• 1:48
  announcing
• 1:48
  queries
• 1:48
  would
• 1:49
  now
• 1:49
  fall
• 1:49
  back
• 1:49
  visibly
• 1:50
  to
• 1:50
  Opus
• 1:50
  4.8
• 1:51
  with
• 1:51
  explicit
• 1:51
  notification.
• 1:53
  "We
• 1:53
  went
• 1:53
  with
• 1:53
  invisible
• 1:54
  safeguards...
• 1:55
  and
• 1:55
  that
• 1:55
  was
• 1:55
  the
• 1:55
  wrong
• 1:56
  tradeoff."
• 1:57
  Reuven
• 1:57
  Cohen
• 1:57
  argued
• 1:58
  the
• 1:58
  Fable
• 1:58
  situation
• 1:59
  is
• 1:59
  "not
• 1:59
  an
• 1:59
  exception
• 1:59
  —
• 2:00
  it
• 2:01
  is
• 2:01
  a
• 2:01
  preview":
• 2:02
  frontier
• 2:02
  models
• 2:02
  are
• 2:03
  becoming
• 2:03
  instruments
• 2:03
  of
• 2:04
  state
• 2:04
  security
• 2:04
  policy,
• 2:05
  with
• 2:05
  ENISA
• 2:06
  and
• 2:06
  select
• 2:07
  enterprises
• 2:07
  getting
• 2:07
  hardened
• 2:08
  access
• 2:08
  while
• 2:09
  the
• 2:09
  open
• 2:09
  market
• 2:09
  gets
• 2:09
  whatever
• 2:10
  survives
• 2:10
  the
• 2:10
  regulatory
• 2:11
  gauntlet.
• 2:12
  Greg
• 2:12
  Isenberg's
• 2:13
  practical
• 2:13
  response
• 2:14
  was
• 2:14
  to
• 2:14
  spend
• 2:14
  his
• 2:14
  weekend
• 2:15
  going
• 2:15
  deep
• 2:15
  on
• 2:16
  local
• 2:16
  models,
• 2:17
  publishing
• 2:17
  a
• 2:17
  seven-step
• 2:18
  guide
• 2:18
  from
• 2:18
  runtime
• 2:19
  installation
• 2:19
  through
• 2:19
  quantization
• 2:20
  to
• 2:20
  tool
• 2:20
  integration:
• 2:22
  "Don't
• 2:22
  build
• 2:22
  your
• 2:22
  entire
• 2:23
  workflow
• 2:23
  on
• 2:23
  something
• 2:23
  that
• 2:24
  can
• 2:24
  disappear
• 2:24
  with
• 2:24
  a
• 2:24
  single
• 2:25
  letter."
• 2:25
  A
• 2:26
  commenter
• 2:26
  pushed
• 2:26
  back
• 2:27
  that
• 2:27
  replicating
• 2:27
  frontier
• 2:28
  capability
• 2:28
  locally
• 2:29
  costs
• 2:29
  six
• 2:29
  figures.
• 2:30
  The
• 2:30
  tension
• 2:31
  is
• 2:31
  real:
• 2:31
  local
• 2:32
  models
• 2:32
  are
• 2:32
  insurance,
• 2:33
  not
• 2:33
  a
• 2:33
  replacement
• 2:34
  for
• 2:34
  the
• 2:34
  frontier.
• 2:40
  CISA
• 2:40
  just
• 2:41
  killed
• 2:41
  the
• 2:41
  CVSS
• 2:42
  compliance
• 2:42
  theater,
• 2:42
  and
• 2:43
  it
• 2:43
  is
• 2:43
  about
• 2:43
  time.
• 2:44
  Binding
• 2:44
  Operational
• 2:45
  Directive
• 2:45
  26-04,
• 2:47
  "Prioritizing
• 2:47
  Security
• 2:48
  Updates
• 2:48
  based
• 2:48
  on
• 2:48
  Risk,"
• 2:49
  replaces
• 2:50
  generic
• 2:50
  severity-based
• 2:51
  patch
• 2:51
  mandates
• 2:51
  with
• 2:51
  risk-tiered
• 2:52
  remediation
• 2:53
  anchored
• 2:53
  in
• 2:53
  four
• 2:53
  factors:
• 2:54
  whether
• 2:54
  the
• 2:54
  asset
• 2:55
  is
• 2:55
  publicly
• 2:55
  exposed,
• 2:56
  whether
• 2:56
  the
• 2:56
  vulnerability
• 2:57
  appears
• 2:57
  in
• 2:57
  the
• 2:57
  Known
• 2:58
  Exploited
• 2:58
  Vulnerabilities
• 2:59
  catalog,
• 2:59
  whether
• 3:00
  exploitation
• 3:00
  can
• 3:00
  be
• 3:01
  automated,
• 3:01
  and
• 3:02
  whether
• 3:02
  exploitation
• 3:02
  delivers
• 3:03
  total
• 3:03
  or
• 3:03
  partial
• 3:04
  control.
• 3:05
  The
• 3:05
  shift
• 3:05
  from
• 3:05
  "patch
• 3:06
  every
• 3:06
  9.0+
• 3:07
  immediately"
• 3:08
  to
• 3:08
  "understand
• 3:08
  which
• 3:09
  ones
• 3:09
  actually
• 3:09
  matter"
• 3:10
  has
• 3:10
  been
• 3:10
  industry
• 3:11
  best
• 3:11
  practice
• 3:11
  for
• 3:11
  years,
• 3:12
  but
• 3:12
  most
• 3:12
  organizations
• 3:13
  —
• 3:14
  including
• 3:14
  federal
• 3:15
  agencies
• 3:15
  —
• 3:16
  continued
• 3:16
  to
• 3:16
  waste
• 3:17
  enormous
• 3:17
  effort
• 3:17
  remediating
• 3:18
  noise.
• 3:19
  The
• 3:19
  timing
• 3:19
  is
• 3:20
  not
• 3:20
  coincidental:
• 3:21
  the
• 3:21
  "Vulnpocalypse"
• 3:22
  of
• 3:22
  AI-driven
• 3:22
  vulnerability
• 3:23
  discovery
• 3:24
  and
• 3:24
  autonomous
• 3:24
  exploitation
• 3:25
  is
• 3:25
  industrializing
• 3:26
  the
• 3:26
  threat
• 3:26
  landscape.
• 3:28
  One
• 3:28
  documented
• 3:29
  gap:
• 3:29
  CISA's
• 3:30
  Vulnrichment
• 3:30
  provides
• 3:31
  SSVC
• 3:31
  decisions
• 3:32
  for
• 3:32
  only
• 3:32
  45%
• 3:33
  of
• 3:33
  CVEs,
• 3:34
  leaving
• 3:34
  substantial
• 3:35
  triage
• 3:35
  work
• 3:36
  for
• 3:36
  agencies
• 3:36
  operating
• 3:37
  without
• 3:37
  enrichment
• 3:37
  data.
• 3:38
  While
• 3:39
  BOD
• 3:39
  26-04
• 3:40
  binds
• 3:40
  only
• 3:41
  federal
• 3:41
  civilian
• 3:41
  agencies,
• 3:42
  expect
• 3:43
  it
• 3:43
  to
• 3:43
  propagate
• 3:43
  through
• 3:43
  procurement
• 3:44
  requirements,
• 3:45
  FedRAMP
• 3:45
  updates,
• 3:46
  and
• 3:46
  contractor
• 3:46
  mandates.
• 3:48
  The
• 3:48
  agent
• 3:48
  governance
• 3:48
  problem
• 3:49
  is
• 3:49
  heading
• 3:49
  the
• 3:49
  same
• 3:49
  direction
• 3:50
  —
• 3:51
  from
• 3:51
  theoretical
• 3:51
  concern
• 3:52
  to
• 3:52
  compliance
• 3:52
  requirement
• 3:52
  —
• 3:53
  but
• 3:53
  tooling
• 3:54
  lags
• 3:54
  the
• 3:54
  policy
• 3:54
  conversation.
• 3:56
  Ofer
• 3:56
  Maor,
• 3:57
  prepping
• 3:57
  for
• 3:57
  an
• 3:57
  ISO
• 3:58
  27001
• 3:59
  audit,
• 4:00
  noticed
• 4:00
  the
• 4:00
  gap:
• 4:01
  every
• 4:01
  employee
• 4:02
  goes
• 4:02
  through
• 4:02
  security
• 4:03
  training
• 4:03
  adapted
• 4:04
  to
• 4:04
  company
• 4:04
  policies
• 4:05
  and
• 4:05
  gets
• 4:05
  tested
• 4:06
  on
• 4:06
  retention,
• 4:07
  but
• 4:07
  agents
• 4:07
  touching
• 4:08
  emails,
• 4:08
  code
• 4:09
  repos,
• 4:09
  and
• 4:10
  credentials
• 4:10
  operate
• 4:10
  at
• 4:11
  the
• 4:11
  mercy
• 4:11
  of
• 4:11
  whoever
• 4:11
  built
• 4:12
  them.
• 4:13
  His
• 4:13
  proof-of-concept
• 4:14
  framework
• 4:14
  applies
• 4:14
  the
• 4:14
  same
• 4:15
  principle
• 4:15
  to
• 4:15
  AI
• 4:16
  agents:
• 4:17
  bake
• 4:17
  security
• 4:17
  context
• 4:18
  in
• 4:18
  at
• 4:18
  session
• 4:18
  start,
• 4:19
  run
• 4:19
  a
• 4:20
  quiz
• 4:20
  that
• 4:20
  a
• 4:20
  different
• 4:20
  model
• 4:21
  grades
• 4:21
  to
• 4:21
  validate
• 4:22
  the
• 4:22
  guardrails
• 4:22
  actually
• 4:23
  took,
• 4:23
  and
• 4:23
  generate
• 4:24
  an
• 4:24
  audit
• 4:24
  trail
• 4:24
  for
• 4:25
  the
• 4:25
  non-human
• 4:25
  workforce.
• 4:27
  It
• 4:27
  does
• 4:27
  not
• 4:27
  make
• 4:27
  an
• 4:27
  agent
• 4:28
  secure
• 4:28
  —
• 4:29
  an
• 4:29
  attested
• 4:29
  agent
• 4:30
  is
• 4:30
  still
• 4:30
  prompt-injectable
• 4:31
  —
• 4:32
  but
• 4:32
  it
• 4:32
  shifts
• 4:33
  the
• 4:33
  bar
• 4:33
  from
• 4:33
  "hope
• 4:33
  the
• 4:34
  developer
• 4:34
  thought
• 4:34
  about
• 4:34
  it"
• 4:35
  to
• 4:35
  "the
• 4:35
  agent
• 4:36
  demonstrated
• 4:36
  awareness
• 4:37
  of
• 4:37
  what
• 4:37
  it
• 4:37
  should
• 4:37
  and
• 4:37
  shouldn't
• 4:38
  do."
• 4:39
  As
• 4:39
  one
• 4:39
  commenter
• 4:40
  noted,
• 4:41
  this
• 4:41
  is
• 4:41
  "one
• 4:41
  layer
• 4:42
  of
• 4:42
  what
• 4:42
  should
• 4:42
  be
• 4:42
  multi-layered
• 4:43
  agent
• 4:43
  security."
• 4:45
  The
• 4:45
  auditors
• 4:46
  will
• 4:46
  eventually
• 4:46
  ask
• 4:46
  for
• 4:47
  it.
• 4:48
  On
• 4:48
  the
• 4:48
  offensive
• 4:48
  side,
• 4:49
  AzureRedOps
• 4:50
  dropped
• 4:50
  as
• 4:50
  a
• 4:50
  comprehensive
• 4:51
  Swiss
• 4:51
  Army
• 4:52
  tool
• 4:52
  for
• 4:52
  Azure
• 4:53
  and
• 4:53
  Entra
• 4:53
  ID
• 4:53
  red
• 4:54
  teaming.
• 4:55
  The
• 4:55
  Python
• 4:55
  toolkit
• 4:56
  wraps
• 4:56
  common
• 4:56
  red-team
• 4:57
  workflows
• 4:57
  —
• 4:59
  ROPC
• 4:59
  authentication,
• 5:00
  device-code
• 5:01
  phishing,
• 5:01
  interactive
• 5:02
  browser
• 5:02
  capture
• 5:03
  via
• 5:03
  Playwright,
• 5:04
  Graph
• 5:04
  enumeration,
• 5:05
  password
• 5:06
  spraying,
• 5:06
  and
• 5:06
  post-exploitation
• 5:07
  —
• 5:08
  behind
• 5:08
  a
• 5:08
  single
• 5:09
  --activity-driven
• 5:10
  CLI.
• 5:11
  The
• 5:11
  device-code
• 5:12
  phishing
• 5:12
  flow
• 5:12
  abuses
• 5:13
  the
• 5:13
  OAuth
• 5:13
  device
• 5:14
  authorization
• 5:14
  grant
• 5:15
  for
• 5:15
  input-constrained
• 5:16
  devices,
• 5:17
  turning
• 5:17
  it
• 5:17
  into
• 5:17
  a
• 5:17
  phishing
• 5:18
  primitive
• 5:18
  where
• 5:18
  tokens
• 5:19
  are
• 5:19
  issued
• 5:19
  to
• 5:19
  the
• 5:19
  attacker
• 5:20
  after
• 5:20
  a
• 5:20
  target
• 5:21
  enters
• 5:21
  a
• 5:21
  code
• 5:21
  at
• 5:21
  microsoft.com/devicelogin.
• 5:24
  The
• 5:25
  magic-app
• 5:25
  discovery
• 5:26
  hunts
• 5:26
  for
• 5:26
  apps
• 5:26
  with
• 5:27
  AllPrincipals
• 5:27
  consent
• 5:28
  and
• 5:28
  public
• 5:28
  redirect
• 5:29
  URIs
• 5:29
  —
• 5:30
  misconfiguration
• 5:31
  surface
• 5:31
  area
• 5:32
  that
• 5:32
  expands
• 5:32
  as
• 5:33
  enterprises
• 5:33
  wire
• 5:34
  AI
• 5:34
  agents
• 5:34
  into
• 5:35
  identity
• 5:35
  infrastructure.
• 5:36
  The
• 5:36
  "objdump:
• 5:38
  Arbitrary
• 5:38
  Code
• 5:39
  Execution"
• 5:39
  walkthrough
• 5:40
  demonstrates
• 5:40
  the
• 5:40
  ongoing
• 5:41
  reflections
• 5:41
  on
• 5:42
  trusting
• 5:42
  trust
• 5:42
  --
• 5:43
  the
• 5:44
  tools
• 5:44
  we
• 5:44
  use
• 5:44
  for
• 5:44
  security
• 5:45
  analysis
• 5:45
  work
• 5:46
  can
• 5:46
  often
• 5:46
  be
• 5:46
  the
• 5:46
  target
• 5:47
  of
• 5:47
  attack.
• 5:50
  Dragan
• 5:51
  Spiridonov
• 5:51
  spent
• 5:51
  three
• 5:52
  weeks,
• 5:52
  two
• 5:52
  countries,
• 5:53
  and
• 5:53
  a
• 5:53
  dozen
• 5:53
  conference
• 5:54
  rooms
• 5:54
  collecting
• 5:55
  data
• 5:55
  points,
• 5:56
  and
• 5:56
  the
• 5:56
  finding
• 5:56
  was
• 5:56
  the
• 5:56
  same
• 5:56
  everywhere:
• 5:57
  owning
• 5:57
  your
• 5:58
  AI
• 5:58
  stopped
• 5:58
  being
• 5:58
  a
• 5:58
  preference
• 5:59
  and
• 5:59
  became
• 5:59
  the
• 5:59
  work.
• 6:00
  At
• 6:01
  ExpoQA
• 6:01
  in
• 6:01
  Madrid,
• 6:02
  most
• 6:02
  energy
• 6:03
  in
• 6:03
  the
• 6:03
  room
• 6:03
  was
• 6:03
  still
• 6:03
  going
• 6:04
  into
• 6:04
  basics
• 6:04
  —
• 6:05
  refining
• 6:05
  agent
• 6:05
  definitions,
• 6:06
  getting
• 6:06
  a
• 6:06
  single
• 6:07
  agent
• 6:07
  to
• 6:07
  behave.
• 6:08
  Only
• 6:08
  a
• 6:09
  handful
• 6:09
  of
• 6:09
  people
• 6:09
  were
• 6:09
  thinking
• 6:10
  about
• 6:10
  the
• 6:10
  harness,
• 6:11
  the
• 6:11
  memory
• 6:11
  layer,
• 6:11
  the
• 6:12
  context
• 6:12
  delivery
• 6:12
  pipeline.
• 6:13
  At
• 6:14
  Budapest's
• 6:14
  Craft
• 6:14
  Conference
• 6:15
  and
• 6:15
  the
• 6:15
  Agentics
• 6:16
  Foundation
• 6:16
  meetup,
• 6:17
  the
• 6:17
  same
• 6:17
  question
• 6:17
  surfaced
• 6:18
  sharper,
• 6:18
  because
• 6:19
  the
• 6:19
  people
• 6:19
  asking
• 6:19
  it
• 6:19
  were
• 6:20
  the
• 6:20
  ones
• 6:20
  building
• 6:20
  what
• 6:20
  everyone
• 6:21
  else
• 6:21
  is
• 6:21
  a
• 6:21
  year
• 6:21
  behind.
• 6:22
  The
• 6:22
  economics
• 6:23
  flipped
• 6:23
  while
• 6:23
  the
• 6:23
  industry
• 6:24
  watched
• 6:24
  leaderboards:
• 6:25
  DeepSeek
• 6:25
  V4-Pro
• 6:26
  scores
• 6:26
  in
• 6:26
  the
• 6:26
  80s
• 6:27
  on
• 6:27
  SWE-bench
• 6:27
  under
• 6:27
  MIT
• 6:28
  license
• 6:28
  at
• 6:29
  roughly
• 6:29
  34x
• 6:30
  cheaper
• 6:30
  per
• 6:30
  output
• 6:30
  token
• 6:31
  than
• 6:31
  closed
• 6:31
  frontier
• 6:32
  models.
• 6:33
  Gemma
• 6:33
  4,
• 6:33
  Qwen,
• 6:34
  Kimi,
• 6:34
  and
• 6:34
  GLM
• 6:35
  sit
• 6:35
  in
• 6:35
  the
• 6:35
  same
• 6:36
  tier.
• 6:36
  EuroLLM-22B
• 6:39
  covers
• 6:39
  all
• 6:39
  24
• 6:39
  EU
• 6:40
  languages
• 6:40
  on
• 6:40
  EU
• 6:41
  supercomputing
• 6:41
  resources.
• 6:42
  The
• 6:42
  tools
• 6:43
  to
• 6:43
  own
• 6:43
  your
• 6:43
  stack
• 6:43
  exist.
• 6:44
  Between
• 6:45
  conferences,
• 6:45
  Spiridonov
• 6:46
  validated
• 6:47
  local
• 6:47
  LLM
• 6:47
  judges
• 6:48
  for
• 6:48
  his
• 6:48
  Agentic
• 6:48
  QE
• 6:49
  Fleet
• 6:49
  —
• 6:49
  both
• 6:50
  Qwen-3-30B
• 6:51
  and
• 6:51
  DeepSeek-V3-0324
• 6:54
  cleared
• 6:54
  AUROC
• 6:54
  0.997
• 6:55
  on
• 6:56
  a
• 6:56
  150-pattern
• 6:57
  benchmark
• 6:57
  set,
• 6:58
  running
• 6:58
  entirely
• 6:59
  on
• 6:59
  an
• 6:59
  M-series
• 6:59
  Mac
• 7:00
  for
• 7:00
  zero
• 7:00
  dollars
• 7:00
  with
• 7:01
  nothing
• 7:01
  phoned
• 7:01
  home.
• 7:02
  "The
• 7:02
  component
• 7:03
  that
• 7:03
  decides
• 7:03
  what
• 7:03
  my
• 7:04
  system
• 7:04
  learns
• 7:04
  runs
• 7:04
  on
• 7:05
  hardware
• 7:05
  I
• 7:05
  own.
• 7:06
  Vendor
• 7:06
  independence
• 7:07
  is
• 7:07
  not
• 7:07
  a
• 7:07
  manifesto.
• 7:08
  It
• 7:08
  is
• 7:09
  a
• 7:09
  benchmark
• 7:09
  you
• 7:09
  can
• 7:09
  re-run."
• 7:10
  The
• 7:11
  theoretical
• 7:11
  foundation
• 7:12
  for
• 7:12
  this
• 7:12
  shift
• 7:12
  comes
• 7:13
  from
• 7:13
  an
• 7:13
  essay
• 7:13
  arguing
• 7:14
  that
• 7:14
  what
• 7:14
  is
• 7:14
  at
• 7:14
  stake
• 7:14
  is
• 7:14
  not
• 7:15
  some
• 7:15
  digital
• 7:15
  tool
• 7:15
  but
• 7:15
  how
• 7:16
  organizations
• 7:16
  continue
• 7:17
  to
• 7:17
  learn,
• 7:18
  build
• 7:18
  IP,
• 7:18
  and
• 7:19
  differentiate.
• 7:20
  Every
• 7:20
  company
• 7:21
  will
• 7:21
  need
• 7:21
  to
• 7:21
  build
• 7:21
  "human
• 7:21
  capital"
• 7:22
  and
• 7:22
  "token
• 7:23
  capital"
• 7:23
  —
• 7:24
  the
• 7:24
  firm's
• 7:24
  AI
• 7:25
  capability
• 7:25
  it
• 7:25
  builds
• 7:25
  and
• 7:26
  owns.
• 7:27
  The
• 7:27
  key
• 7:27
  test:
• 7:28
  a
• 7:28
  company
• 7:28
  should
• 7:28
  be
• 7:29
  able
• 7:29
  to
• 7:29
  switch
• 7:29
  out
• 7:29
  a
• 7:29
  generalist
• 7:30
  model
• 7:30
  without
• 7:31
  losing
• 7:31
  the
• 7:31
  "company
• 7:31
  veteran"
• 7:32
  expertise
• 7:32
  encoded
• 7:33
  in
• 7:33
  its
• 7:33
  learning
• 7:33
  system.
• 7:35
  Private
• 7:35
  evals
• 7:35
  should
• 7:35
  capture
• 7:36
  whether
• 7:36
  a
• 7:36
  model
• 7:36
  is
• 7:37
  improving
• 7:37
  against
• 7:37
  outcomes
• 7:38
  that
• 7:38
  matter
• 7:38
  to
• 7:38
  the
• 7:38
  business,
• 7:39
  not
• 7:39
  external
• 7:40
  benchmarks.
• 7:41
  Private
• 7:42
  reinforcement
• 7:42
  learning
• 7:42
  environments
• 7:43
  should
• 7:43
  let
• 7:43
  models
• 7:44
  grow
• 7:44
  stronger
• 7:45
  on
• 7:45
  real
• 7:45
  traces
• 7:45
  from
• 7:46
  inside
• 7:46
  the
• 7:46
  organization.
• 7:48
  This
• 7:48
  loop
• 7:48
  becomes
• 7:48
  the
• 7:48
  new
• 7:49
  IP
• 7:49
  of
• 7:49
  the
• 7:49
  firm,
• 7:50
  a
• 7:50
  hill-climbing
• 7:51
  machine
• 7:51
  that
• 7:51
  compounds.
• 7:52
  "The
• 7:53
  last
• 7:53
  thing
• 7:53
  any
• 7:53
  of
• 7:53
  us
• 7:54
  want
• 7:54
  is
• 7:54
  a
• 7:54
  world
• 7:55
  where
• 7:55
  every
• 7:55
  company
• 7:55
  across
• 7:56
  every
• 7:56
  sector
• 7:57
  is
• 7:57
  ceding
• 7:57
  value
• 7:57
  to
• 7:58
  a
• 7:58
  few
• 7:58
  models
• 7:58
  that
• 7:58
  eat
• 7:59
  everything
• 7:59
  they
• 7:59
  see,"
• 8:00
  the
• 8:00
  essay
• 8:00
  argues.
• 8:02
  "If
• 8:02
  all
• 8:02
  the
• 8:02
  value
• 8:02
  is
• 8:03
  accrued
• 8:03
  by
• 8:03
  only
• 8:04
  a
• 8:04
  few
• 8:04
  models,
• 8:05
  the
• 8:05
  political
• 8:05
  economy
• 8:06
  will
• 8:06
  simply
• 8:06
  not
• 8:06
  tolerate
• 8:07
  it."
• 8:08
  The
• 8:08
  infrastructure
• 8:08
  layer
• 8:09
  is
• 8:09
  evolving
• 8:09
  to
• 8:09
  match.
• 8:11
  One
• 8:11
  practitioner
• 8:12
  joined
• 8:12
  IICP,
• 8:13
  an
• 8:13
  open
• 8:14
  protocol
• 8:14
  for
• 8:14
  intent-based
• 8:15
  discovery
• 8:16
  and
• 8:16
  peer-to-peer
• 8:16
  routing
• 8:16
  of
• 8:17
  AI
• 8:17
  agents
• 8:17
  and
• 8:17
  inference
• 8:18
  workloads:
• 8:19
  describe
• 8:19
  what
• 8:19
  you
• 8:19
  need
• 8:19
  (e.g.
• 8:21
  "llm:chat"),
• 8:22
  the
• 8:23
  mesh
• 8:23
  finds
• 8:23
  the
• 8:23
  right
• 8:23
  capability,
• 8:24
  and
• 8:24
  the
• 8:24
  work
• 8:25
  happens
• 8:25
  directly
• 8:25
  between
• 8:26
  peers
• 8:26
  —
• 8:27
  no
• 8:27
  vendor
• 8:27
  lock-in,
• 8:28
  no
• 8:28
  API
• 8:29
  keys,
• 8:29
  no
• 8:30
  data
• 8:30
  leaving
• 8:30
  your
• 8:30
  control.
• 8:31
  The
• 8:31
  network
• 8:32
  is
• 8:32
  tiny
• 8:33
  and
• 8:33
  mostly
• 8:33
  one
• 8:33
  person,
• 8:34
  but
• 8:34
  the
• 8:34
  architecture
• 8:35
  is
• 8:35
  Apache
• 8:35
  2.0,
• 8:37
  deployed,
• 8:37
  and
• 8:37
  conformance-tested.
• 8:39
  The
• 8:39
  pattern
• 8:39
  is
• 8:39
  playing
• 8:39
  out
• 8:40
  at
• 8:40
  scale
• 8:40
  too.
• 8:41
  OpenRouter
• 8:41
  Fusion
• 8:42
  calls
• 8:42
  five
• 8:42
  models,
• 8:43
  then
• 8:43
  pays
• 8:43
  a
• 8:43
  sixth
• 8:44
  to
• 8:44
  decide
• 8:45
  what
• 8:45
  the
• 8:45
  five
• 8:45
  meant.
• 8:46
  Databricks
• 8:46
  Omnigent
• 8:47
  runs
• 8:47
  a
• 8:47
  meta-harness
• 8:48
  controlling
• 8:48
  Claude,
• 8:49
  Codex,
• 8:49
  pi,
• 8:50
  policies,
• 8:50
  and
• 8:50
  sandboxes.
• 8:51
  The
• 8:52
  observation
• 8:52
  is
• 8:52
  sharp:
• 8:53
  the
• 8:53
  next
• 8:53
  gold
• 8:54
  rush
• 8:54
  is
• 8:54
  not
• 8:54
  models
• 8:54
  —
• 8:55
  it
• 8:55
  is
• 8:55
  the
• 8:55
  control
• 8:56
  plane
• 8:56
  between
• 8:56
  you
• 8:56
  and
• 8:57
  the
• 8:57
  LLMs.
• 8:58
  "You
• 8:58
  own
• 8:58
  the
• 8:58
  AI
• 8:58
  workflow...
• 8:59
  they
• 8:59
  own
• 9:00
  the
• 9:00
  toll
• 9:00
  booth."
• 9:01
  A
• 9:01
  commenter
• 9:01
  who
• 9:02
  tracked
• 9:02
  the
• 9:02
  exact
• 9:02
  same
• 9:03
  cycle
• 9:03
  with
• 9:03
  service
• 9:03
  meshes
• 9:04
  and
• 9:04
  API
• 9:04
  gateways
• 9:05
  put
• 9:05
  it
• 9:05
  plainly:
• 9:06
  "When
• 9:06
  a
• 9:06
  third-party
• 9:07
  SaaS
• 9:08
  owns
• 9:08
  the
• 9:08
  routing
• 9:08
  logic
• 9:08
  and
• 9:09
  sandboxing
• 9:09
  for
• 9:09
  your
• 9:09
  agents,
• 9:10
  they
• 9:10
  don't
• 9:10
  just
• 9:10
  charge
• 9:11
  a
• 9:11
  toll
• 9:11
  —
• 9:12
  they
• 9:12
  introduce
• 9:13
  unpredictable
• 9:13
  latency
• 9:14
  and
• 9:14
  a
• 9:14
  massive
• 9:14
  single
• 9:14
  point
• 9:15
  of
• 9:15
  failure."
• 9:19
  Nate
• 9:20
  Herkelman
• 9:20
  opened
• 9:20
  Claude
• 9:21
  Code,
• 9:21
  typed
• 9:21
  one
• 9:22
  prompt,
• 9:22
  went
• 9:22
  to
• 9:22
  the
• 9:23
  gym,
• 9:23
  and
• 9:23
  came
• 9:23
  back
• 9:24
  to
• 9:24
  a
• 9:24
  finished
• 9:24
  YouTube
• 9:24
  video.
• 9:25
  The
• 9:25
  avatar
• 9:26
  is
• 9:26
  AI
• 9:26
  (HeyGen
• 9:27
  Avatar
• 9:27
  5),
• 9:27
  the
• 9:28
  voice
• 9:28
  is
• 9:28
  an
• 9:28
  ElevenLabs
• 9:29
  clone,
• 9:29
  the
• 9:29
  script
• 9:30
  was
• 9:30
  written
• 9:30
  by
• 9:30
  Claude,
• 9:31
  and
• 9:31
  every
• 9:31
  motion
• 9:31
  graphic
• 9:32
  was
• 9:32
  built
• 9:32
  as
• 9:32
  HTML
• 9:33
  animated
• 9:33
  with
• 9:33
  GSAP
• 9:34
  —
• 9:35
  timed
• 9:35
  to
• 9:35
  the
• 9:35
  exact
• 9:36
  words
• 9:36
  being
• 9:36
  spoken.
• 9:37
  The
• 9:37
  whole
• 9:37
  thing
• 9:38
  took
• 9:38
  about
• 9:38
  an
• 9:38
  hour
• 9:38
  and
• 9:38
  roughly
• 9:39
  380k
• 9:40
  tokens,
• 9:41
  eating
• 9:41
  almost
• 9:41
  half
• 9:42
  of
• 9:42
  his
• 9:42
  $200/month
• 9:43
  max
• 9:44
  plan.
• 9:45
  Claude
• 9:45
  split
• 9:45
  the
• 9:45
  script
• 9:46
  into
• 9:46
  sub-minute
• 9:46
  chunks
• 9:47
  for
• 9:47
  voice
• 9:47
  generation
• 9:48
  (longer
• 9:48
  runs
• 9:48
  cause
• 9:48
  voice
• 9:49
  drift),
• 9:49
  rendered
• 9:50
  each
• 9:50
  via
• 9:50
  HeyGen's
• 9:51
  Avatar
• 9:51
  5
• 9:51
  API,
• 9:52
  stitched
• 9:53
  clips
• 9:53
  with
• 9:53
  FFmpeg,
• 9:54
  ran
• 9:54
  word-level
• 9:55
  transcription,
• 9:56
  built
• 9:56
  every
• 9:56
  graphic
• 9:57
  as
• 9:57
  code,
• 9:58
  then
• 9:58
  checked
• 9:58
  its
• 9:58
  own
• 9:59
  work
• 9:59
  by
• 9:59
  rendering
• 9:59
  frames
• 10:00
  and
• 10:00
  visually
• 10:00
  reviewing
• 10:01
  them.
• 10:01
  Two
• 10:01
  honest
• 10:02
  caveats
• 10:02
  worth
• 10:02
  noting:
• 10:03
  copying
• 10:04
  the
• 10:04
  exact
• 10:04
  prompt
• 10:04
  won't
• 10:05
  reproduce
• 10:05
  the
• 10:05
  result
• 10:06
  because
• 10:06
  the
• 10:06
  system
• 10:07
  depends
• 10:07
  on
• 10:07
  pre-built
• 10:08
  HyperFrames
• 10:08
  skills
• 10:09
  in
• 10:09
  the
• 10:09
  harness,
• 10:10
  and
• 10:10
  Fable
• 10:10
  isn't
• 10:10
  actually
• 10:11
  required
• 10:11
  —
• 10:12
  "the
• 10:12
  model
• 10:12
  matters
• 10:13
  less
• 10:13
  than
• 10:13
  the
• 10:13
  system
• 10:14
  you
• 10:14
  wrap
• 10:14
  around
• 10:14
  it."
• 10:15
  One
• 10:15
  commenter
• 10:16
  did
• 10:16
  the
• 10:16
  math
• 10:17
  and
• 10:17
  estimated
• 10:17
  the
• 10:17
  non-subsidized
• 10:18
  cost
• 10:19
  at
• 10:19
  several
• 10:19
  hundred
• 10:19
  dollars
• 10:20
  for
• 10:20
  under
• 10:20
  three
• 10:20
  minutes
• 10:21
  of
• 10:21
  video
• 10:21
  —
• 10:22
  more
• 10:22
  expensive
• 10:23
  than
• 10:23
  shooting
• 10:23
  and
• 10:24
  editing
• 10:24
  with
• 10:24
  humans.
• 10:25
  MetaHarness
• 10:26
  ships
• 10:26
  as
• 10:26
  a
• 10:26
  factory
• 10:27
  for
• 10:27
  agent
• 10:27
  frameworks
• 10:27
  —
• 10:28
  not
• 10:29
  another
• 10:29
  framework
• 10:29
  itself.
• 10:30
  Point
• 10:31
  it
• 10:31
  at
• 10:31
  a
• 10:31
  GitHub
• 10:31
  repo
• 10:32
  or
• 10:32
  start
• 10:32
  blank,
• 10:33
  and
• 10:33
  in
• 10:33
  under
• 10:33
  60
• 10:34
  seconds
• 10:34
  it
• 10:34
  produces
• 10:35
  a
• 10:35
  custom
• 10:35
  harness
• 10:35
  with
• 10:36
  agents,
• 10:36
  skills,
• 10:37
  MCP
• 10:38
  tools,
• 10:38
  governance
• 10:39
  policy,
• 10:40
  and
• 10:40
  Ed25519
• 10:41
  witness-signed
• 10:42
  provenance.
• 10:43
  Output
• 10:43
  is
• 10:44
  an
• 10:44
  npm-publishable
• 10:45
  package
• 10:45
  with
• 10:45
  your
• 10:45
  branding
• 10:46
  and
• 10:46
  npx
• 10:47
  CLI,
• 10:47
  running
• 10:48
  on
• 10:48
  nine
• 10:48
  hosts
• 10:48
  including
• 10:49
  Claude
• 10:49
  Code,
• 10:50
  Codex,
• 10:50
  pi.dev,
• 10:52
  and
• 10:52
  GitHub
• 10:52
  Actions.
• 10:54
  Its
• 10:54
  DRACO
• 10:54
  benchmark
• 10:55
  proves
• 10:55
  "a
• 10:55
  tuned
• 10:56
  harness
• 10:56
  beats
• 10:56
  a
• 10:56
  vanilla
• 10:56
  model,
• 10:57
  and
• 10:57
  a
• 10:57
  fusion
• 10:58
  harness
• 10:58
  beats
• 10:58
  everything
• 10:59
  —
• 10:59
  measured,
• 11:00
  not
• 11:00
  asserted."
• 11:01
  An
• 11:01
  MCP
• 11:02
  security
• 11:02
  scanner
• 11:03
  flags
• 11:03
  shell/network
• 11:04
  grants,
• 11:05
  missing
• 11:05
  audit/timeouts,
• 11:06
  and
• 11:06
  wildcard
• 11:07
  permissions.
• 11:08
  With
• 11:08
  only
• 11:09
  1
• 11:09
  in
• 11:09
  1,600
• 11:10
  people
• 11:10
  reportedly
• 11:11
  using
• 11:11
  Codex,
• 11:12
  the
• 11:12
  adoption
• 11:12
  gap
• 11:13
  between
• 11:13
  available
• 11:13
  tooling
• 11:14
  and
• 11:14
  practitioner
• 11:14
  adoption
• 11:15
  remains
• 11:16
  enormous.
• 11:18
  At
• 11:18
  the
• 11:18
  opposite
• 11:18
  end
• 11:19
  of
• 11:19
  the
• 11:19
  complexity
• 11:19
  spectrum,
• 11:20
  Ponytail
• 11:20
  puts
• 11:21
  the
• 11:21
  "lazy
• 11:21
  senior
• 11:22
  dev"
• 11:22
  —
• 11:23
  the
• 11:23
  one
• 11:23
  with
• 11:23
  the
• 11:23
  oval
• 11:24
  glasses
• 11:24
  who
• 11:24
  replaces
• 11:25
  your
• 11:25
  fifty
• 11:25
  lines
• 11:25
  with
• 11:25
  one
• 11:26
  —
• 11:27
  inside
• 11:28
  your
• 11:28
  AI
• 11:28
  agent.
• 11:29
  The
• 11:29
  plugin
• 11:29
  enforces
• 11:30
  a
• 11:30
  six-rung
• 11:30
  decision
• 11:31
  ladder:
• 11:32
  does
• 11:32
  this
• 11:32
  need
• 11:32
  to
• 11:32
  exist?
• 11:33
  Stdlib
• 11:34
  does
• 11:34
  it?
• 11:35
  Native
• 11:35
  platform
• 11:36
  feature?
• 11:37
  Installed
• 11:37
  dependency?
• 11:38
  One
• 11:38
  line?
• 11:39
  Only
• 11:40
  then,
• 11:40
  the
• 11:40
  minimum
• 11:41
  that
• 11:41
  works.
• 11:42
  Benchmarked
• 11:42
  across
• 11:43
  Haiku,
• 11:43
  Sonnet,
• 11:44
  and
• 11:44
  Opus
• 11:45
  on
• 11:45
  five
• 11:45
  everyday
• 11:45
  tasks,
• 11:46
  Ponytail
• 11:47
  produces
• 11:47
  80-94%
• 11:50
  less
• 11:50
  code,
• 11:50
  at
• 11:50
  47-77%
• 11:53
  less
• 11:53
  cost,
• 11:54
  and
• 11:54
  3-6x
• 11:55
  faster
• 11:55
  than
• 11:55
  a
• 11:55
  no-skill
• 11:56
  agent.
• 11:57
  Every
• 11:57
  shortcut
• 11:57
  is
• 11:58
  marked
• 11:58
  with
• 11:58
  a
• 11:58
  ponytail:
• 11:59
  comment
• 11:59
  naming
• 12:00
  its
• 12:00
  upgrade
• 12:00
  path,
• 12:01
  and
• 12:01
  trust-boundary
• 12:02
  validation,
• 12:02
  security,
• 12:03
  and
• 12:03
  accessibility
• 12:04
  are
• 12:04
  explicitly
• 12:05
  never
• 12:05
  on
• 12:05
  the
• 12:05
  chopping
• 12:06
  block.
• 12:07
  It
• 12:07
  installs
• 12:07
  on
• 12:08
  13
• 12:08
  agents
• 12:08
  across
• 12:09
  Claude
• 12:09
  Code,
• 12:10
  Codex,
• 12:10
  Copilot
• 12:11
  CLI,
• 12:11
  pi,
• 12:11
  OpenCode,
• 12:12
  Gemini
• 12:13
  CLI,
• 12:13
  and
• 12:14
  six
• 12:14
  instruction-only
• 12:15
  adapters.
• 12:16
  The
• 12:16
  insight
• 12:16
  is
• 12:16
  the
• 12:17
  same
• 12:17
  one
• 12:17
  the
• 12:17
  video
• 12:17
  pipeline
• 12:18
  demonstrates
• 12:18
  from
• 12:18
  the
• 12:19
  other
• 12:19
  direction:
• 12:20
  the
• 12:20
  model
• 12:20
  is
• 12:20
  the
• 12:21
  engine,
• 12:21
  but
• 12:21
  the
• 12:21
  scaffold
• 12:22
  determines
• 12:22
  whether
• 12:22
  you
• 12:23
  get
• 12:23
  a
• 12:23
  date
• 12:23
  picker
• 12:23
  or
• 12:23
  a
• 12:24
  timezone-discussing
• 12:24
  flatpickr
• 12:25
  wrapper
• 12:25
  component.
• 12:29
  Writer
• 12:29
  Will
• 12:29
  Oremus
• 12:30
  coined
• 12:30
  a
• 12:30
  word
• 12:30
  that
• 12:30
  deserves
• 12:31
  wider
• 12:31
  circulation:
• 12:32
  sloptimization.
• 12:33
  Companies
• 12:34
  are
• 12:34
  flooding
• 12:34
  the
• 12:34
  web
• 12:34
  with
• 12:34
  self-serving
• 12:35
  "best
• 12:35
  of"
• 12:35
  listicles,
• 12:36
  Reddit
• 12:36
  sock-puppet
• 12:36
  campaigns,
• 12:37
  and
• 12:37
  hidden
• 12:37
  AI
• 12:38
  prompt
• 12:38
  injections
• 12:38
  —
• 12:39
  engineered
• 12:39
  not
• 12:40
  to
• 12:40
  convince
• 12:40
  humans,
• 12:40
  but
• 12:40
  to
• 12:41
  train
• 12:41
  chatbots
• 12:41
  to
• 12:41
  recommend
• 12:42
  their
• 12:42
  brands.
• 12:43
  The
• 12:43
  mechanism
• 12:43
  is
• 12:43
  precise
• 12:44
  and
• 12:44
  devastating:
• 12:45
  chatbots
• 12:46
  don't
• 12:46
  rank
• 12:46
  pages
• 12:46
  by
• 12:47
  authority
• 12:47
  like
• 12:47
  search
• 12:47
  engines;
• 12:48
  they
• 12:48
  read
• 12:49
  text
• 12:49
  and
• 12:49
  generate
• 12:49
  answers
• 12:50
  based
• 12:50
  on
• 12:50
  semantic
• 12:51
  relevance.
• 12:52
  A
• 12:52
  Wirecutter
• 12:52
  review
• 12:53
  and
• 12:53
  a
• 12:53
  brand's
• 12:53
  own
• 12:53
  marketing
• 12:54
  copy
• 12:54
  use
• 12:54
  the
• 12:54
  same
• 12:54
  vocabulary,
• 12:55
  and
• 12:55
  the
• 12:55
  model
• 12:56
  can't
• 12:56
  tell
• 12:56
  them
• 12:56
  apart.
• 12:57
  Research
• 12:57
  found
• 12:57
  that
• 12:58
  most
• 12:58
  Reddit
• 12:58
  posts
• 12:58
  cited
• 12:59
  by
• 12:59
  AI
• 12:59
  chatbots
• 13:00
  have
• 13:00
  roughly
• 13:00
  twenty
• 13:00
  upvotes
• 13:00
  —
• 13:01
  the
• 13:01
  crowd-intelligence
• 13:02
  signal
• 13:02
  that
• 13:02
  makes
• 13:03
  Reddit
• 13:03
  useful
• 13:03
  to
• 13:03
  humans
• 13:04
  is
• 13:04
  invisible
• 13:04
  to
• 13:04
  bots.
• 13:05
  Hidden
• 13:05
  prompt
• 13:05
  injections
• 13:06
  work
• 13:06
  because
• 13:06
  models
• 13:07
  follow
• 13:07
  instructions
• 13:08
  in
• 13:08
  context
• 13:08
  windows
• 13:08
  without
• 13:09
  distinguishing
• 13:09
  trusted
• 13:09
  sources
• 13:10
  from
• 13:10
  adversarial
• 13:11
  web
• 13:11
  pages.
• 13:11
  The
• 13:12
  compounding
• 13:12
  problem:
• 13:13
  chatbots
• 13:13
  cite
• 13:14
  sources,
• 13:15
  which
• 13:15
  sounds
• 13:15
  like
• 13:15
  accountability
• 13:16
  but
• 13:16
  creates
• 13:16
  false
• 13:16
  authority.
• 13:18
  When
• 13:18
  an
• 13:18
  AI
• 13:18
  says
• 13:18
  "according
• 13:19
  to
• 13:19
  [link]..."
• 13:20
  and
• 13:20
  the
• 13:20
  link
• 13:20
  leads
• 13:20
  to
• 13:20
  a
• 13:20
  company's
• 13:21
  own
• 13:21
  marketing
• 13:21
  page
• 13:21
  or
• 13:22
  a
• 13:22
  URL
• 13:22
  that
• 13:22
  404s,
• 13:24
  users
• 13:24
  assume
• 13:24
  verification
• 13:25
  happened.
• 13:25
  It
• 13:26
  didn't.
• 13:27
  The
• 13:27
  citation
• 13:27
  is
• 13:27
  decorative.
• 13:28
  The
• 13:28
  countermeasures
• 13:29
  are
• 13:29
  emerging.
• 13:30
  A
• 13:31
  web-researcher
• 13:31
  MCP
• 13:32
  server
• 13:32
  classifies
• 13:32
  every
• 13:33
  source
• 13:33
  it
• 13:33
  touches
• 13:33
  —
• 13:34
  sourceType:
• 13:35
  "blog",
• 13:35
  authorityTier:
• 13:36
  "low"
• 13:37
  for
• 13:37
  a
• 13:37
  company
• 13:37
  domain;
• 13:38
  sourceType:
• 13:39
  "peer
• 13:39
  reviewed",
• 13:40
  authorityTier:
• 13:41
  "high"
• 13:42
  for
• 13:42
  journal
• 13:42
  articles.
• 13:43
  The
• 13:43
  verify
• 13:44
  recommendation
• 13:44
  tool
• 13:44
  checks
• 13:45
  whether
• 13:45
  a
• 13:45
  domain
• 13:45
  ranks
• 13:45
  its
• 13:46
  own
• 13:46
  brand
• 13:46
  first,
• 13:47
  detects
• 13:47
  author
• 13:47
  conflicts
• 13:48
  of
• 13:48
  interest,
• 13:49
  validates
• 13:49
  domain
• 13:49
  reputation,
• 13:50
  and
• 13:51
  verifies
• 13:51
  link
• 13:51
  liveness.
• 13:52
  The
• 13:52
  verify
• 13:53
  citation
• 13:53
  tool
• 13:53
  queries
• 13:54
  Crossref,
• 13:55
  OpenAlex,
• 13:56
  and
• 13:56
  the
• 13:56
  Handle
• 13:56
  registry
• 13:57
  to
• 13:57
  confirm
• 13:57
  a
• 13:57
  DOI
• 13:58
  exists,
• 13:58
  checks
• 13:59
  Retraction
• 13:59
  Watch
• 13:59
  for
• 13:59
  discredited
• 14:00
  papers,
• 14:01
  tests
• 14:01
  HTTP
• 14:02
  liveness
• 14:02
  with
• 14:02
  Internet
• 14:03
  Archive
• 14:03
  fallback,
• 14:04
  and
• 14:04
  performs
• 14:04
  lexical
• 14:05
  coverage
• 14:05
  analysis
• 14:06
  to
• 14:06
  determine
• 14:06
  whether
• 14:07
  a
• 14:07
  cited
• 14:07
  source
• 14:07
  actually
• 14:08
  supports
• 14:08
  the
• 14:08
  claim
• 14:08
  it's
• 14:08
  cited
• 14:09
  for.
• 14:09
  An
• 14:10
  audit
• 14:10
  bibliography
• 14:10
  function
• 14:11
  processes
• 14:11
  up
• 14:12
  to
• 14:12
  200
• 14:12
  entries
• 14:12
  concurrently,
• 14:13
  distinguishing
• 14:14
  between
• 14:14
  not
• 14:15
  found
• 14:15
  (checked
• 14:15
  against
• 14:15
  Crossref
• 14:16
  and
• 14:16
  absent
• 14:16
  —
• 14:17
  possible
• 14:17
  fabrication)
• 14:18
  and
• 14:18
  unchecked
• 14:18
  (can't
• 14:19
  corroborate,
• 14:20
  but
• 14:20
  absence
• 14:20
  of
• 14:20
  evidence
• 14:21
  isn't
• 14:21
  evidence
• 14:21
  of
• 14:21
  absence).
• 14:22
  Sixteen
• 14:23
  lens
• 14:23
  domains
• 14:23
  restrict
• 14:24
  queries
• 14:24
  to
• 14:24
  curated
• 14:25
  domain
• 14:25
  lists
• 14:25
  —
• 14:26
  a
• 14:26
  lens:
• 14:27
  "journalism"
• 14:27
  search
• 14:28
  means
• 14:28
  a
• 14:28
  GEO-optimized
• 14:29
  brand
• 14:29
  blog
• 14:30
  literally
• 14:30
  cannot
• 14:30
  appear
• 14:31
  in
• 14:31
  the
• 14:31
  results.
• 14:32
  The
• 14:32
  document
• 14:32
  verification
• 14:33
  problem
• 14:33
  cuts
• 14:34
  the
• 14:34
  other
• 14:34
  direction
• 14:34
  too.
• 14:35
  Leapable
• 14:36
  turns
• 14:36
  private
• 14:36
  documents
• 14:37
  into
• 14:37
  an
• 14:37
  AI-searchable
• 14:38
  workspace
• 14:38
  where
• 14:39
  every
• 14:39
  answer
• 14:39
  cites
• 14:40
  the
• 14:40
  exact
• 14:40
  page
• 14:40
  in
• 14:40
  the
• 14:41
  original
• 14:41
  —
• 14:41
  with
• 14:42
  a
• 14:42
  verifiable
• 14:42
  provenance
• 14:43
  chain
• 14:43
  from
• 14:43
  answer
• 14:44
  through
• 14:44
  excerpt
• 14:44
  through
• 14:44
  page
• 14:45
  through
• 14:45
  source
• 14:45
  through
• 14:45
  content
• 14:46
  hash.
• 14:47
  It
• 14:47
  auto-configures
• 14:48
  across
• 14:48
  ten
• 14:49
  MCP
• 14:49
  clients,
• 14:50
  accepts
• 14:50
  21
• 14:51
  file
• 14:51
  types,
• 14:51
  and
• 14:52
  critically,
• 14:52
  refuses
• 14:53
  to
• 14:53
  answer
• 14:53
  when
• 14:53
  evidence
• 14:54
  isn't
• 14:54
  there
• 14:54
  rather
• 14:54
  than
• 14:54
  guessing.
• 14:56
  Stanford
• 14:56
  HAI's
• 14:57
  2024
• 14:58
  benchmark
• 14:58
  found
• 14:58
  Westlaw
• 14:59
  AI-Assisted
• 15:00
  Research
• 15:00
  hallucinated
• 15:01
  more
• 15:01
  than
• 15:01
  34%
• 15:02
  of
• 15:02
  the
• 15:02
  time,
• 15:02
  citing
• 15:03
  cases
• 15:03
  that
• 15:03
  don't
• 15:03
  exist.
• 15:05
  The
• 15:05
  value
• 15:05
  proposition
• 15:06
  is
• 15:06
  blunt:
• 15:06
  for
• 15:07
  anyone
• 15:07
  whose
• 15:07
  answers
• 15:07
  must
• 15:08
  be
• 15:08
  defensible
• 15:08
  —
• 15:09
  litigation,
• 15:10
  research,
• 15:11
  deal-making,
• 15:12
  investigation
• 15:13
  —
• 15:14
  "every
• 15:15
  AI
• 15:15
  agent
• 15:15
  today
• 15:16
  is
• 15:16
  great
• 15:16
  at
• 15:16
  writing.
• 15:17
  They're
• 15:17
  terrible
• 15:17
  at
• 15:17
  answering
• 15:18
  from."
• 15:22
  A
• 15:22
  new
• 15:22
  paper
• 15:23
  from
• 15:23
  Percepta
• 15:23
  AI
• 15:23
  asks
• 15:24
  a
• 15:24
  question
• 15:24
  that
• 15:24
  reframes
• 15:25
  the
• 15:25
  entire
• 15:26
  LLM
• 15:26
  capability
• 15:26
  debate:
• 15:27
  can
• 15:27
  a
• 15:27
  transformer
• 15:28
  literally
• 15:28
  be
• 15:28
  a
• 15:28
  computer
• 15:29
  —
• 15:29
  not
• 15:29
  a
• 15:29
  coordinator
• 15:30
  of
• 15:30
  computation,
• 15:31
  but
• 15:31
  the
• 15:31
  executor
• 15:31
  itself?
• 15:32
  The
• 15:32
  answer
• 15:33
  is
• 15:33
  yes,
• 15:33
  and
• 15:33
  the
• 15:33
  technical
• 15:33
  unlock
• 15:34
  is
• 15:34
  elegant.
• 15:35
  They
• 15:35
  implemented
• 15:35
  a
• 15:35
  WebAssembly
• 15:36
  interpreter
• 15:36
  inside
• 15:37
  transformer
• 15:37
  weights,
• 15:38
  turning
• 15:38
  arbitrary
• 15:39
  C
• 15:39
  code
• 15:39
  into
• 15:39
  tokens
• 15:40
  the
• 15:40
  model
• 15:40
  executes
• 15:41
  step
• 15:41
  by
• 15:41
  step
• 15:41
  within
• 15:42
  its
• 15:42
  own
• 15:42
  inference
• 15:42
  loop.
• 15:43
  No
• 15:43
  external
• 15:43
  tool
• 15:43
  calls,
• 15:44
  no
• 15:44
  sandboxed
• 15:45
  interpreters,
• 15:45
  no
• 15:46
  round-trips.
• 15:47
  To
• 15:47
  compute
• 15:47
  3+5,
• 15:48
  the
• 15:48
  model
• 15:48
  emits
• 15:48
  WebAssembly
• 15:49
  instructions
• 15:50
  and
• 15:50
  produces
• 15:50
  an
• 15:50
  execution
• 15:51
  trace
• 15:51
  token
• 15:51
  by
• 15:51
  token
• 15:52
  —
• 15:54
  i32.const,
• 15:55
  i32.add,
• 15:56
  output,
• 15:56
  halt
• 15:56
  —
• 15:57
  all
• 15:57
  within
• 15:57
  the
• 15:57
  model's
• 15:58
  own
• 15:58
  decoding
• 15:58
  stream
• 15:59
  at
• 15:59
  over
• 15:59
  30,000
• 15:59
  tokens
• 16:00
  per
• 16:00
  second
• 16:00
  on
• 16:00
  CPU.
• 16:01
  The
• 16:01
  key
• 16:01
  technical
• 16:02
  idea:
• 16:02
  by
• 16:02
  restricting
• 16:03
  lookup
• 16:03
  heads
• 16:03
  to
• 16:03
  dimension
• 16:04
  2,
• 16:04
  attention
• 16:04
  queries
• 16:05
  become
• 16:05
  convex-hull
• 16:06
  queries
• 16:06
  answerable
• 16:06
  in
• 16:06
  logarithmic
• 16:07
  time
• 16:07
  instead
• 16:07
  of
• 16:07
  linear
• 16:08
  scans.
• 16:08
  This
• 16:09
  turns
• 16:09
  million-step
• 16:09
  execution
• 16:10
  traces
• 16:10
  from
• 16:11
  impractical
• 16:11
  to
• 16:11
  routine.
• 16:12
  Their
• 16:12
  system
• 16:13
  solves
• 16:13
  the
• 16:13
  Arto
• 16:13
  Inkala
• 16:14
  Sudoku
• 16:14
  —
• 16:14
  widely
• 16:15
  regarded
• 16:15
  as
• 16:15
  the
• 16:15
  hardest
• 16:16
  ever
• 16:16
  constructed
• 16:16
  —
• 16:17
  in
• 16:17
  under
• 16:17
  three
• 16:17
  minutes,
• 16:18
  entirely
• 16:19
  within
• 16:19
  the
• 16:19
  transformer,
• 16:20
  with
• 16:20
  100%
• 16:21
  accuracy.
• 16:22
  The
• 16:22
  guarantee
• 16:22
  is
• 16:22
  universal:
• 16:23
  if
• 16:23
  the
• 16:23
  compiled
• 16:24
  solver
• 16:24
  is
• 16:24
  correct,
• 16:24
  the
• 16:25
  execution
• 16:25
  is
• 16:25
  correct.
• 16:26
  The
• 16:26
  restriction
• 16:27
  remains
• 16:27
  sufficient
• 16:27
  for
• 16:27
  Turing
• 16:28
  completeness
• 16:28
  with
• 16:28
  arbitrarily
• 16:29
  many
• 16:29
  heads
• 16:29
  and
• 16:29
  layers.
• 16:30
  The
• 16:31
  vision
• 16:31
  extends
• 16:31
  to
• 16:31
  hybrid
• 16:32
  architectures
• 16:32
  where
• 16:32
  full-dimension
• 16:33
  heads
• 16:33
  reason
• 16:33
  while
• 16:33
  2D
• 16:34
  heads
• 16:34
  compute,
• 16:34
  or
• 16:34
  speculative
• 16:35
  execution
• 16:35
  where
• 16:35
  the
• 16:35
  fast
• 16:36
  model
• 16:36
  proposes
• 16:36
  tokens
• 16:37
  a
• 16:37
  larger
• 16:37
  model
• 16:37
  verifies.
• 16:39
  The
• 16:39
  code-based
• 16:39
  reasoning
• 16:39
  movement
• 16:40
  attacks
• 16:40
  the
• 16:40
  same
• 16:40
  bottleneck
• 16:41
  from
• 16:41
  the
• 16:41
  opposite
• 16:41
  direction.
• 16:42
  Instead
• 16:43
  of
• 16:43
  making
• 16:43
  the
• 16:43
  transformer
• 16:44
  compute
• 16:44
  internally,
• 16:45
  MinRLM
• 16:45
  gives
• 16:46
  models
• 16:46
  a
• 16:46
  REPL
• 16:46
  —
• 16:47
  Python
• 16:47
  or
• 16:48
  JavaScript
• 16:48
  —
• 16:49
  that
• 16:49
  holds
• 16:49
  the
• 16:49
  entire
• 16:49
  context
• 16:50
  while
• 16:50
  showing
• 16:50
  the
• 16:50
  LLM
• 16:51
  only
• 16:51
  a
• 16:51
  fraction
• 16:51
  of
• 16:52
  it.
• 16:52
  A
• 16:53
  10-million-token
• 16:53
  context
• 16:54
  can
• 16:54
  be
• 16:54
  consolidated
• 16:54
  into
• 16:55
  10,000
• 16:55
  tokens
• 16:56
  the
• 16:56
  LLM
• 16:56
  actually
• 16:56
  processes,
• 16:57
  with
• 16:57
  the
• 16:58
  code
• 16:58
  layer
• 16:58
  handling
• 16:58
  transformation,
• 16:59
  filtering,
• 17:00
  and
• 17:00
  recursive
• 17:00
  processing.
• 17:01
  The
• 17:02
  argument:
• 17:02
  90%+
• 17:03
  of
• 17:03
  used
• 17:03
  tokens
• 17:04
  should
• 17:04
  never
• 17:04
  enter
• 17:04
  the
• 17:04
  attention
• 17:05
  mechanism.
• 17:06
  Real-world
• 17:06
  validation
• 17:07
  arrived
• 17:07
  when
• 17:07
  Perplexity
• 17:08
  reportedly
• 17:08
  added
• 17:08
  RLM
• 17:09
  to
• 17:09
  their
• 17:09
  search
• 17:09
  stack,
• 17:10
  and
• 17:10
  on
• 17:10
  13
• 17:11
  different
• 17:11
  benchmark
• 17:11
  tasks,
• 17:12
  MinRLM
• 17:12
  reaches
• 17:12
  state-of-the-art
• 17:13
  results.
• 17:14
  The
• 17:14
  approach
• 17:14
  runs
• 17:14
  safely
• 17:15
  in
• 17:15
  Docker
• 17:15
  with
• 17:15
  custom
• 17:16
  seccomp
• 17:16
  policies
• 17:16
  and
• 17:17
  no
• 17:17
  networking.
• 17:18
  A
• 17:18
  27-author
• 17:18
  paper
• 17:19
  from
• 17:19
  Michigan,
• 17:19
  Stanford,
• 17:20
  MIT,
• 17:21
  Yale,
• 17:21
  CMU,
• 17:22
  Harvard,
• 17:23
  and
• 17:23
  others
• 17:23
  proposes
• 17:24
  a
• 17:24
  structural
• 17:24
  fix
• 17:25
  for
• 17:25
  the
• 17:25
  research
• 17:25
  pipeline
• 17:25
  itself.
• 17:27
  "The
• 17:27
  Last
• 17:27
  Human-Written
• 17:28
  Paper"
• 17:28
  introduces
• 17:29
  Agent-Native
• 17:29
  Research
• 17:30
  Artifacts
• 17:30
  (ARA),
• 17:31
  a
• 17:31
  protocol
• 17:31
  that
• 17:31
  replaces
• 17:32
  the
• 17:32
  narrative
• 17:32
  paper
• 17:33
  with
• 17:33
  an
• 17:33
  agent-executable
• 17:34
  research
• 17:34
  package.
• 17:35
  The
• 17:35
  problem
• 17:35
  is
• 17:35
  quantified
• 17:36
  precisely:
• 17:37
  failed
• 17:37
  runs
• 17:38
  account
• 17:38
  for
• 17:38
  90.2%
• 17:39
  of
• 17:39
  total
• 17:39
  dollar
• 17:39
  cost
• 17:40
  in
• 17:40
  the
• 17:40
  METR
• 17:40
  eval-analysis-public
• 17:41
  dataset,
• 17:42
  with
• 17:42
  a
• 17:42
  median
• 17:42
  failed-to-success
• 17:43
  token
• 17:43
  ratio
• 17:44
  of
• 17:44
  113x.
• 17:45
  Agents
• 17:46
  without
• 17:46
  access
• 17:46
  to
• 17:46
  prior
• 17:47
  failure
• 17:47
  records
• 17:47
  independently
• 17:48
  rediscover
• 17:48
  every
• 17:49
  dead
• 17:49
  end.
• 17:50
  ARA
• 17:50
  organizes
• 17:51
  research
• 17:51
  into
• 17:51
  four
• 17:51
  layers:
• 17:52
  structured
• 17:53
  scientific
• 17:53
  logic,
• 17:54
  executable
• 17:55
  code
• 17:55
  with
• 17:55
  full
• 17:56
  specifications,
• 17:57
  an
• 17:57
  exploration
• 17:58
  graph
• 17:58
  preserving
• 17:59
  the
• 17:59
  branching
• 17:59
  process
• 18:00
  narrative
• 18:00
  compilation
• 18:01
  discards,
• 18:02
  and
• 18:02
  grounded
• 18:02
  evidence
• 18:03
  binding
• 18:03
  every
• 18:03
  claim
• 18:04
  to
• 18:04
  raw
• 18:04
  outputs.
• 18:05
  On
• 18:05
  PaperBench,
• 18:06
  ARA
• 18:06
  raises
• 18:07
  question-answering
• 18:07
  accuracy
• 18:08
  from
• 18:08
  72.4%
• 18:09
  to
• 18:09
  93.7%
• 18:11
  and
• 18:11
  reproduction
• 18:12
  success
• 18:12
  from
• 18:12
  57.4%
• 18:13
  to
• 18:13
  64.4%.
• 18:15
  The
• 18:16
  architecture
• 18:16
  complexity
• 18:17
  problem
• 18:17
  is
• 18:17
  older
• 18:18
  than
• 18:18
  anyone
• 18:18
  cares
• 18:18
  to
• 18:19
  admit.
• 18:19
  Steve
• 18:20
  Yegge's
• 18:20
  lost
• 18:20
  Amazon
• 18:21
  essay
• 18:21
  from
• 18:21
  November
• 18:22
  2004
• 18:22
  —
• 18:23
  written
• 18:23
  inside
• 18:24
  the
• 18:24
  company,
• 18:24
  briefly
• 18:25
  public
• 18:25
  in
• 18:25
  2006
• 18:26
  before
• 18:26
  Werner
• 18:26
  Vogels
• 18:27
  asked
• 18:27
  him
• 18:27
  to
• 18:27
  take
• 18:27
  it
• 18:28
  down
• 18:28
  —
• 18:28
  turns
• 18:29
  on
• 18:29
  one
• 18:29
  question:
• 18:30
  do
• 18:30
  Amazon's
• 18:31
  internal
• 18:31
  data
• 18:32
  services
• 18:32
  reduce
• 18:33
  or
• 18:33
  increase
• 18:33
  overall
• 18:34
  systems
• 18:34
  complexity?
• 18:36
  His
• 18:36
  answer:
• 18:37
  breaking
• 18:37
  up
• 18:37
  databases
• 18:38
  solved
• 18:38
  the
• 18:38
  2-tier
• 18:39
  problem
• 18:39
  of
• 18:39
  SQL
• 18:39
  wired
• 18:40
  into
• 18:40
  client
• 18:40
  code,
• 18:41
  but
• 18:41
  handed
• 18:42
  the
• 18:42
  bill
• 18:42
  to
• 18:42
  app
• 18:42
  developers
• 18:43
  who
• 18:43
  lost
• 18:43
  SQL's
• 18:43
  expressiveness
• 18:44
  and
• 18:45
  got
• 18:45
  a
• 18:45
  patchwork
• 18:45
  of
• 18:45
  hand-built
• 18:46
  service
• 18:46
  calls.
• 18:47
  The
• 18:47
  fix
• 18:48
  he
• 18:48
  outlined
• 18:48
  —
• 18:49
  "build
• 18:49
  a
• 18:49
  new
• 18:50
  query
• 18:50
  language
• 18:50
  that
• 18:50
  abstracts
• 18:51
  the
• 18:51
  APIs
• 18:52
  away
• 18:52
  for
• 18:52
  the
• 18:52
  clients"
• 18:52
  —
• 18:53
  is
• 18:53
  GraphQL,
• 18:54
  which
• 18:54
  Facebook
• 18:55
  shipped
• 18:55
  in
• 18:55
  2012
• 18:56
  to
• 18:56
  solve
• 18:56
  exactly
• 18:57
  those
• 18:57
  two
• 18:57
  problems.
• 18:58
  He
• 18:58
  wrote
• 18:58
  it
• 18:58
  in
• 18:58
  2004.
• 19:00
  Twenty-two
• 19:01
  years
• 19:01
  later,
• 19:01
  the
• 19:02
  same
• 19:02
  architectural
• 19:02
  tension
• 19:03
  plays
• 19:03
  out
• 19:03
  in
• 19:03
  AI:
• 19:04
  we
• 19:05
  decompose
• 19:05
  monolithic
• 19:06
  capabilities
• 19:06
  into
• 19:06
  specialized
• 19:07
  services
• 19:07
  (agents,
• 19:08
  tools,
• 19:09
  APIs),
• 19:10
  gain
• 19:10
  flexibility,
• 19:11
  and
• 19:11
  immediately
• 19:12
  confront
• 19:12
  the
• 19:12
  orchestration
• 19:13
  tax.
• 19:14
  The
• 19:14
  control
• 19:14
  plane
• 19:14
  debate,
• 19:15
  the
• 19:15
  harness-over-model
• 19:16
  argument,
• 19:17
  and
• 19:17
  the
• 19:17
  ARA
• 19:18
  protocol
• 19:18
  all
• 19:18
  rhyme
• 19:19
  with
• 19:19
  the
• 19:19
  same
• 19:19
  unresolved
• 19:20
  question
• 19:20
  Yegge
• 19:21
  asked
• 19:21
  two
• 19:21
  decades
• 19:22
  ago.