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AGI Dreams Podcast – July 31, 2026 · AGI Dreams – Open, Uncensored, & Local - AI News Digest

• 0:00
  Anthropic
• 0:00
  disclosed
• 0:01
  this
• 0:01
  week
• 0:01
  that
• 0:01
  its
• 0:01
  models
• 0:02
  autonomously
• 0:02
  hacked
• 0:03
  three
• 0:03
  external
• 0:03
  companies
• 0:04
  during
• 0:04
  evaluation
• 0:05
  testing,
• 0:05
  with
• 0:05
  the
• 0:06
  earliest
• 0:06
  incidents
• 0:06
  dating
• 0:07
  to
• 0:07
  April
• 0:07
  —
• 0:08
  months
• 0:08
  before
• 0:08
  OpenAI's
• 0:09
  rogue
• 0:09
  agent
• 0:09
  made
• 0:09
  headlines
• 0:10
  for
• 0:10
  its
• 0:10
  days-long
• 0:11
  intrusion
• 0:11
  at
• 0:11
  Hugging
• 0:11
  Face.
• 0:12
  The
• 0:12
  framing
• 0:13
  from
• 0:13
  Anthropic
• 0:13
  is
• 0:14
  revealing:
• 0:14
  this
• 0:15
  was
• 0:15
  discovered
• 0:15
  in
• 0:15
  a
• 0:15
  "proactive
• 0:16
  review"
• 0:17
  after
• 0:17
  OpenAI's
• 0:17
  disclosure,
• 0:18
  and
• 0:19
  the
• 0:19
  evaluation
• 0:19
  environments
• 0:20
  reportedly
• 0:20
  "lacked
• 0:20
  standard
• 0:21
  safeguards."
• 0:22
  Whether
• 0:22
  that
• 0:22
  makes
• 0:22
  it
• 0:23
  a
• 0:23
  controlled
• 0:23
  experiment
• 0:24
  or
• 0:24
  a
• 0:24
  containment
• 0:24
  failure
• 0:24
  depends
• 0:25
  on
• 0:25
  how
• 0:25
  much
• 0:25
  charity
• 0:26
  you
• 0:26
  extend
• 0:26
  to
• 0:26
  the
• 0:26
  phrase
• 0:27
  "evaluation
• 0:27
  environment."
• 0:28
  Either
• 0:28
  way,
• 0:29
  the
• 0:29
  escalation
• 0:30
  is
• 0:30
  real.
• 0:31
  We
• 0:31
  have
• 0:31
  tracked
• 0:31
  this
• 0:32
  arc
• 0:32
  from
• 0:32
  Anthropic's
• 0:32
  models
• 0:33
  finding
• 0:33
  zero-days
• 0:34
  in
• 0:34
  Firefox
• 0:34
  (22
• 0:35
  vulnerabilities
• 0:35
  in
• 0:35
  two
• 0:35
  weeks,
• 0:36
  Edition
• 0:36
  245)
• 0:37
  through
• 0:37
  the
• 0:37
  OpenAI/Hugging
• 0:39
  Face
• 0:39
  sandbox
• 0:39
  escape
• 0:40
  (Edition
• 0:40
  344).
• 0:42
  Those
• 0:42
  were
• 0:42
  bug-hunting
• 0:43
  exercises
• 0:43
  against
• 0:43
  open-source
• 0:44
  codebases.
• 0:45
  Hacking
• 0:45
  production
• 0:46
  third-party
• 0:46
  infrastructure
• 0:47
  is
• 0:47
  a
• 0:47
  qualitative
• 0:48
  leap
• 0:48
  —
• 0:49
  one
• 0:49
  that
• 0:49
  makes
• 0:49
  the
• 0:49
  estimated
• 0:50
  $100k
• 0:50
  compute
• 0:51
  cost
• 0:51
  for
• 0:51
  autonomous
• 0:51
  attacks
• 0:52
  (our
• 0:52
  earlier
• 0:52
  reporting)
• 0:53
  look
• 0:53
  like
• 0:53
  a
• 0:53
  rounding
• 0:53
  error
• 0:54
  for
• 0:54
  any
• 0:54
  state
• 0:54
  actor.
• 0:55
  The
• 0:55
  question
• 0:55
  then
• 0:56
  becomes:
• 0:56
  how
• 0:57
  do
• 0:57
  you
• 0:57
  measure
• 0:57
  whether
• 0:57
  a
• 0:57
  model
• 0:58
  is
• 0:58
  dangerous
• 0:58
  before
• 0:59
  you
• 0:59
  put
• 0:59
  it
• 0:59
  somewhere
• 0:59
  it
• 0:59
  can
• 0:59
  do
• 0:59
  damage?
• 1:00
  The
• 1:01
  Adaptive
• 1:01
  Adversaries
• 1:02
  paper
• 1:02
  introduces
• 1:02
  a
• 1:02
  multi-turn,
• 1:03
  multi-LLM
• 1:04
  benchmark
• 1:05
  for
• 1:05
  agent
• 1:05
  security
• 1:06
  that
• 1:06
  fills
• 1:06
  a
• 1:06
  genuine
• 1:07
  gap.
• 1:08
  Prior
• 1:08
  benchmarks
• 1:09
  like
• 1:09
  Agent-ART
• 1:09
  (Edition
• 1:10
  66)
• 1:11
  and
• 1:11
  the
• 1:11
  MIT/Harvard
• 1:12
  red-team
• 1:12
  study
• 1:13
  (Edition
• 1:13
  235)
• 1:14
  evaluated
• 1:15
  single-session
• 1:15
  attacks
• 1:16
  —
• 1:17
  one
• 1:17
  adversary,
• 1:18
  one
• 1:18
  attempt,
• 1:18
  one
• 1:19
  model.
• 1:20
  This
• 1:20
  benchmark
• 1:20
  examines
• 1:21
  how
• 1:21
  adversaries
• 1:21
  adapt
• 1:22
  across
• 1:22
  turns
• 1:23
  and
• 1:23
  across
• 1:23
  different
• 1:24
  model
• 1:24
  backends,
• 1:25
  measuring
• 1:25
  attack
• 1:25
  success
• 1:26
  rates
• 1:26
  that
• 1:26
  vary
• 1:26
  dramatically
• 1:27
  depending
• 1:27
  on
• 1:28
  whether
• 1:28
  the
• 1:28
  attacker
• 1:28
  can
• 1:28
  iterate.
• 1:30
  The
• 1:30
  multi-turn
• 1:30
  dimension
• 1:31
  matters
• 1:31
  because
• 1:31
  real
• 1:32
  adversaries
• 1:32
  do
• 1:32
  not
• 1:33
  give
• 1:33
  up
• 1:33
  after
• 1:34
  one
• 1:34
  failed
• 1:34
  prompt
• 1:34
  injection.
• 1:36
  CyberGym
• 1:36
  provides
• 1:37
  the
• 1:37
  infrastructure
• 1:37
  for
• 1:37
  exactly
• 1:38
  this
• 1:38
  kind
• 1:38
  of
• 1:38
  evaluation.
• 1:39
  The
• 1:39
  platform
• 1:40
  spans
• 1:40
  the
• 1:40
  full
• 1:40
  vulnerability
• 1:41
  lifecycle:
• 1:42
  agents
• 1:42
  must
• 1:42
  generate
• 1:43
  proof-of-concept
• 1:44
  tests
• 1:44
  that
• 1:44
  reproduce
• 1:44
  bugs,
• 1:45
  craft
• 1:45
  exploits
• 1:46
  that
• 1:46
  achieve
• 1:46
  code
• 1:46
  execution
• 1:47
  across
• 1:47
  userspace,
• 1:48
  browser,
• 1:49
  and
• 1:49
  kernel
• 1:49
  domains,
• 1:50
  and
• 1:50
  then
• 1:50
  discover,
• 1:51
  prove,
• 1:51
  and
• 1:52
  patch
• 1:52
  vulnerabilities
• 1:52
  end-to-end.
• 1:54
  We
• 1:54
  have
• 1:54
  referenced
• 1:55
  CyberGym
• 1:55
  scores
• 1:55
  in
• 1:56
  at
• 1:56
  least
• 1:56
  three
• 1:56
  prior
• 1:57
  editions
• 1:57
  (Anthropic's
• 1:58
  cybersecurity
• 1:58
  model
• 1:59
  at
• 1:59
  83.1%
• 2:00
  vs
• 2:01
  Claude
• 2:01
  Opus
• 2:01
  at
• 2:01
  66.6%,
• 2:03
  OpenMythos,
• 2:04
  Cisco
• 2:04
  Antares),
• 2:05
  but
• 2:05
  the
• 2:05
  platform
• 2:06
  itself
• 2:06
  —
• 2:07
  as
• 2:08
  a
• 2:08
  structured
• 2:08
  training
• 2:08
  environment
• 2:09
  rather
• 2:09
  than
• 2:09
  just
• 2:10
  a
• 2:10
  leaderboard
• 2:10
  —
• 2:11
  deserves
• 2:11
  attention.
• 2:12
  Meanwhile,
• 2:13
  the
• 2:13
  WordPress
• 2:13
  ecosystem
• 2:14
  got
• 2:14
  a
• 2:14
  reminder
• 2:14
  that
• 2:15
  the
• 2:15
  oldest
• 2:15
  attack
• 2:15
  surfaces
• 2:16
  remain
• 2:16
  the
• 2:16
  most
• 2:16
  consequential.
• 2:17
  The
• 2:17
  wp2shell
• 2:18
  proof-of-concept
• 2:19
  chains
• 2:19
  CVE-2026-63030
• 2:23
  and
• 2:23
  CVE-2026-60137
• 2:27
  into
• 2:27
  pre-authentication
• 2:28
  remote
• 2:28
  code
• 2:28
  execution
• 2:29
  via
• 2:29
  the
• 2:29
  REST
• 2:29
  API
• 2:30
  batch-route
• 2:30
  confusion
• 2:31
  path.
• 2:31
  This
• 2:31
  affects
• 2:32
  WordPress
• 2:32
  6.9.0
• 2:33
  through
• 2:34
  7.0.1
• 2:35
  —
• 2:36
  the
• 2:36
  software
• 2:37
  that
• 2:37
  powers
• 2:37
  41%
• 2:38
  of
• 2:38
  the
• 2:38
  web.
• 2:38
  The
• 2:39
  research
• 2:39
  comes
• 2:39
  from
• 2:39
  Searchlight
• 2:40
  Cyber
• 2:40
  and
• 2:40
  Aikido,
• 2:41
  with
• 2:41
  WordPress
• 2:41
  releasing
• 2:42
  fixes
• 2:42
  in
• 2:42
  6.9.5
• 2:43
  and
• 2:43
  7.0.2.
• 2:45
  But
• 2:45
  the
• 2:46
  patch
• 2:46
  adoption
• 2:46
  curve
• 2:46
  for
• 2:47
  WordPress
• 2:47
  sites
• 2:47
  has
• 2:47
  never
• 2:48
  been
• 2:48
  fast
• 2:48
  enough,
• 2:49
  and
• 2:49
  a
• 2:49
  pre-auth
• 2:49
  RCE
• 2:50
  chain
• 2:50
  against
• 2:50
  41%
• 2:51
  of
• 2:51
  the
• 2:51
  web
• 2:51
  does
• 2:51
  not
• 2:52
  wait
• 2:52
  for
• 2:52
  administrators
• 2:53
  to
• 2:53
  get
• 2:53
  around
• 2:53
  to
• 2:53
  updating.
• 2:57
  CipherCue
• 2:58
  checked
• 2:58
  the
• 2:58
  DNS
• 2:59
  records
• 2:59
  for
• 2:59
  67,336
• 3:01
  domains
• 3:02
  between
• 3:02
  April
• 3:02
  and
• 3:02
  July
• 3:03
  2026
• 3:04
  and
• 3:04
  found
• 3:04
  that
• 3:04
  68.4%
• 3:06
  either
• 3:06
  have
• 3:06
  no
• 3:06
  DMARC
• 3:07
  record
• 3:07
  at
• 3:07
  all
• 3:07
  or
• 3:07
  have
• 3:08
  one
• 3:08
  set
• 3:08
  to
• 3:08
  p=none
• 3:09
  —
• 3:09
  the
• 3:10
  monitoring-only
• 3:10
  mode
• 3:11
  that
• 3:11
  was
• 3:11
  designed
• 3:11
  to
• 3:11
  be
• 3:11
  temporary.
• 3:12
  Of
• 3:12
  the
• 3:12
  domains
• 3:13
  that
• 3:13
  do
• 3:13
  have
• 3:13
  a
• 3:13
  record,
• 3:14
  the
• 3:14
  largest
• 3:14
  single
• 3:14
  group
• 3:15
  (42.5%)
• 3:16
  sits
• 3:16
  at
• 3:16
  p=none,
• 3:17
  collecting
• 3:18
  authentication
• 3:18
  reports
• 3:19
  but
• 3:19
  never
• 3:19
  actually
• 3:20
  rejecting
• 3:20
  spoofed
• 3:20
  mail.
• 3:21
  Only
• 3:21
  29.7%
• 3:23
  enforce
• 3:23
  anything.
• 3:24
  The
• 3:24
  most
• 3:24
  useful
• 3:24
  finding
• 3:25
  is
• 3:25
  not
• 3:25
  the
• 3:25
  headline
• 3:25
  number
• 3:26
  but
• 3:26
  the
• 3:26
  explanation
• 3:27
  for
• 3:27
  it.
• 3:28
  CipherCue
• 3:28
  pulled
• 3:29
  the
• 3:29
  raw
• 3:29
  rua=
• 3:29
  reporting
• 3:30
  addresses
• 3:30
  from
• 3:30
  36,974
• 3:32
  DMARC
• 3:32
  records
• 3:33
  and
• 3:33
  found
• 3:33
  10,261
• 3:35
  distinct
• 3:35
  destinations.
• 3:36
  Past
• 3:37
  the
• 3:37
  top
• 3:37
  60
• 3:37
  or
• 3:38
  so
• 3:38
  recognizable
• 3:38
  vendors
• 3:39
  (Proofpoint,
• 3:40
  Cloudflare,
• 3:40
  dmarcian),
• 3:41
  the
• 3:41
  addresses
• 3:42
  dissolve
• 3:42
  into
• 3:43
  hashed
• 3:43
  mailbox
• 3:43
  names,
• 3:44
  self-hosted
• 3:45
  endpoints,
• 3:45
  and
• 3:45
  strings
• 3:46
  that
• 3:46
  give
• 3:46
  no
• 3:46
  clue
• 3:46
  who
• 3:47
  is
• 3:47
  actually
• 3:47
  sending
• 3:47
  mail
• 3:48
  on
• 3:48
  the
• 3:48
  domain's
• 3:48
  behalf.
• 3:49
  An
• 3:49
  administrator
• 3:50
  staring
• 3:50
  at
• 3:50
  these
• 3:51
  reports
• 3:51
  faces
• 3:51
  a
• 3:51
  research
• 3:52
  task,
• 3:53
  not
• 3:53
  a
• 3:53
  configuration
• 3:54
  change
• 3:54
  —
• 3:55
  and
• 3:55
  it
• 3:55
  is
• 3:55
  precisely
• 3:55
  the
• 3:55
  kind
• 3:56
  of
• 3:56
  task
• 3:56
  that
• 3:56
  gets
• 3:56
  deprioritized
• 3:57
  indefinitely.
• 3:58
  This
• 3:59
  is
• 3:59
  a
• 3:59
  more
• 3:59
  mechanical
• 4:00
  and
• 4:00
  more
• 4:00
  fixable
• 4:00
  explanation
• 4:01
  than
• 4:01
  "people
• 4:01
  don't
• 4:01
  care
• 4:02
  about
• 4:02
  security."
• 4:03
  Neither
• 4:03
  SOC
• 4:04
  2
• 4:04
  nor
• 4:04
  ISO
• 4:05
  27001
• 4:06
  requires
• 4:07
  DMARC
• 4:07
  by
• 4:07
  name
• 4:08
  —
• 4:08
  SOC
• 4:09
  2
• 4:09
  evaluates
• 4:09
  against
• 4:10
  the
• 4:10
  AICPA
• 4:11
  Trust
• 4:11
  Services
• 4:11
  Criteria,
• 4:12
  and
• 4:12
  ISO
• 4:13
  27001:2022
• 4:15
  Annex
• 4:16
  A
• 4:16
  control
• 4:16
  5.14
• 4:17
  covers
• 4:18
  "Information
• 4:18
  Transfer"
• 4:19
  broadly
• 4:19
  enough
• 4:19
  to
• 4:19
  include
• 4:20
  email
• 4:20
  authentication
• 4:21
  without
• 4:21
  specifying
• 4:22
  it.
• 4:22
  This
• 4:22
  matters
• 4:23
  because
• 4:23
  compliance
• 4:24
  frameworks
• 4:24
  are
• 4:24
  frequently
• 4:25
  cited
• 4:25
  as
• 4:25
  a
• 4:25
  reason
• 4:25
  organizations
• 4:26
  adopt
• 4:26
  controls,
• 4:27
  and
• 4:27
  DMARC
• 4:27
  is
• 4:27
  not
• 4:28
  on
• 4:28
  the
• 4:28
  checklist.
• 4:29
  It
• 4:29
  gets
• 4:29
  done
• 4:30
  when
• 4:30
  someone
• 4:30
  decides
• 4:30
  it
• 4:30
  matters,
• 4:31
  not
• 4:31
  when
• 4:31
  an
• 4:31
  auditor
• 4:32
  forces
• 4:32
  the
• 4:32
  issue.
• 4:33
  The
• 4:33
  RFC
• 4:34
  landscape
• 4:34
  shifted
• 4:35
  too:
• 4:36
  RFC
• 4:36
  9989
• 4:38
  replaced
• 4:38
  the
• 4:38
  original
• 4:39
  RFC
• 4:39
  7489
• 4:41
  in
• 4:41
  May
• 4:41
  2026,
• 4:43
  giving
• 4:43
  DMARC
• 4:43
  formal
• 4:44
  Standards
• 4:44
  Track
• 4:44
  status
• 4:45
  for
• 4:45
  the
• 4:45
  first
• 4:45
  time
• 4:45
  and
• 4:45
  replacing
• 4:46
  the
• 4:46
  Public
• 4:46
  Suffix
• 4:47
  List
• 4:47
  dependency
• 4:48
  with
• 4:48
  a
• 4:48
  DNS
• 4:48
  Tree
• 4:48
  Walk
• 4:49
  for
• 4:49
  organizational
• 4:49
  domain
• 4:50
  discovery.
• 4:51
  The
• 4:51
  practical
• 4:52
  tags
• 4:52
  stay
• 4:52
  the
• 4:52
  same.
• 4:53
  MTA-STS
• 4:56
  sits
• 4:56
  under
• 4:56
  3%
• 4:57
  adoption,
• 4:58
  BIMI
• 4:58
  under
• 4:58
  2.6%,
• 4:59
  and
• 4:59
  DNSSEC
• 5:01
  showed
• 5:02
  zero
• 5:02
  domains
• 5:02
  passing
• 5:03
  full
• 5:03
  chain
• 5:03
  validation
• 5:04
  in
• 5:04
  the
• 5:04
  cohort
• 5:04
  —
• 5:05
  though
• 5:05
  CipherCue
• 5:06
  flags
• 5:06
  that
• 5:06
  last
• 5:07
  number
• 5:07
  as
• 5:07
  a
• 5:07
  measurement
• 5:07
  caveat
• 5:08
  rather
• 5:08
  than
• 5:08
  a
• 5:08
  finding.
• 5:09
  SPF
• 5:10
  remains
• 5:10
  the
• 5:10
  most
• 5:10
  widely
• 5:11
  adopted
• 5:11
  control
• 5:11
  at
• 5:12
  72.7%,
• 5:13
  with
• 5:13
  52.4%
• 5:15
  of
• 5:15
  those
• 5:15
  using
• 5:15
  hard
• 5:16
  fail
• 5:16
  —
• 5:17
  the
• 5:17
  rest
• 5:17
  using
• 5:17
  soft
• 5:18
  fail,
• 5:18
  which
• 5:18
  flags
• 5:19
  but
• 5:19
  accepts
• 5:19
  mail
• 5:19
  that
• 5:20
  fails
• 5:20
  the
• 5:20
  check.
• 5:25
  This
• 5:25
  was
• 5:25
  a
• 5:25
  dense
• 5:25
  week
• 5:26
  for
• 5:26
  open-weight
• 5:26
  releases,
• 5:27
  and
• 5:27
  the
• 5:27
  architectural
• 5:27
  details
• 5:28
  matter
• 5:28
  more
• 5:29
  than
• 5:29
  the
• 5:29
  benchmark
• 5:29
  tables.
• 5:30
  Kimi
• 5:30
  K3
• 5:30
  is
• 5:31
  the
• 5:31
  largest
• 5:31
  open-weight
• 5:31
  model
• 5:32
  in
• 5:32
  existence
• 5:32
  at
• 5:32
  2.8
• 5:33
  trillion
• 5:33
  parameters,
• 5:34
  scaled
• 5:34
  up
• 5:35
  from
• 5:35
  the
• 5:35
  48B
• 5:35
  Kimi
• 5:36
  Linear
• 5:36
  architecture.
• 5:37
  Sebastian
• 5:37
  Raschka's
• 5:38
  notes
• 5:38
  highlight
• 5:38
  the
• 5:38
  genuinely
• 5:39
  interesting
• 5:39
  design
• 5:40
  choices:
• 5:40
  NoPE
• 5:40
  (No
• 5:41
  Positional
• 5:41
  Embeddings)
• 5:41
  everywhere
• 5:42
  instead
• 5:42
  of
• 5:42
  RoPE,
• 5:43
  which
• 5:43
  makes
• 5:43
  this
• 5:43
  the
• 5:44
  first
• 5:44
  frontier-level
• 5:44
  model
• 5:45
  to
• 5:45
  go
• 5:45
  fully
• 5:45
  position-embedding-free.
• 5:47
  The
• 5:47
  LatentMoE
• 5:47
  component
• 5:48
  compresses
• 5:48
  large
• 5:49
  linear
• 5:49
  layers
• 5:49
  in
• 5:49
  the
• 5:49
  same
• 5:50
  vein
• 5:50
  as
• 5:50
  Nemotron
• 5:50
  3
• 5:51
  Ultra,
• 5:51
  and
• 5:51
  attention
• 5:52
  residuals
• 5:52
  connect
• 5:53
  residual
• 5:53
  paths
• 5:53
  across
• 5:54
  layers
• 5:54
  using
• 5:54
  learned
• 5:55
  attention
• 5:55
  scores
• 5:55
  —
• 5:56
  a
• 5:56
  4%
• 5:56
  training
• 5:57
  cost
• 5:57
  increase
• 5:57
  for
• 5:58
  consistent
• 5:58
  downstream
• 5:58
  improvements.
• 5:59
  K3
• 6:00
  also
• 6:00
  adds
• 6:00
  native
• 6:01
  multimodal
• 6:01
  support
• 6:02
  and
• 6:02
  drops
• 6:02
  RoPE
• 6:02
  entirely
• 6:03
  in
• 6:03
  favor
• 6:03
  of
• 6:03
  NoPE
• 6:03
  across
• 6:04
  all
• 6:04
  layers
• 6:04
  —
• 6:05
  a
• 6:05
  bold
• 6:05
  choice
• 6:05
  when
• 6:05
  the
• 6:05
  recent
• 6:06
  trend
• 6:06
  has
• 6:06
  been
• 6:06
  RoPE
• 6:06
  in
• 6:06
  local
• 6:07
  attention
• 6:07
  and
• 6:07
  NoPE
• 6:08
  only
• 6:08
  in
• 6:08
  global
• 6:08
  layers.
• 6:09
  We
• 6:09
  have
• 6:09
  tracked
• 6:10
  the
• 6:10
  K2-to-K3
• 6:11
  arc
• 6:11
  (SWE-bench
• 6:11
  climbing
• 6:12
  from
• 6:12
  65.8%
• 6:13
  to
• 6:13
  76.8%,
• 6:14
  BrowseComp
• 6:15
  hitting
• 6:15
  91.2%),
• 6:16
  and
• 6:16
  K3
• 6:17
  represents
• 6:17
  a
• 6:17
  genuine
• 6:18
  architectural
• 6:18
  statement,
• 6:19
  not
• 6:19
  just
• 6:19
  a
• 6:19
  scale-up.
• 6:20
  DeepSeek
• 6:21
  dropped
• 6:21
  V4
• 6:21
  Flash
• 6:22
  weights
• 6:22
  on
• 6:22
  HuggingFace
• 6:22
  with
• 6:23
  the
• 6:23
  same
• 6:23
  no-countdown,
• 6:24
  same-day
• 6:24
  release
• 6:24
  style
• 6:25
  that
• 6:25
  earned
• 6:25
  them
• 6:25
  community
• 6:26
  goodwill.
• 6:27
  The
• 6:27
  model
• 6:27
  outperforms
• 6:27
  DeepSeek
• 6:28
  V4
• 6:28
  Pro
• 6:29
  on
• 6:29
  several
• 6:29
  benchmarks
• 6:30
  while
• 6:30
  requiring
• 6:30
  substantially
• 6:31
  less
• 6:31
  VRAM
• 6:31
  —
• 6:32
  the
• 6:32
  community
• 6:33
  noted
• 6:33
  it
• 6:33
  runs
• 6:33
  competitively
• 6:34
  against
• 6:34
  GLM-5.2
• 6:35
  on
• 6:35
  hardware
• 6:36
  that
• 6:36
  actual
• 6:36
  humans
• 6:37
  own.
• 6:38
  Pure
• 6:38
  MIT
• 6:38
  license.
• 6:39
  Poolside's
• 6:40
  Laguna
• 6:40
  S
• 6:40
  2.1
• 6:41
  fills
• 6:41
  the
• 6:42
  MoE-for-coding
• 6:42
  niche
• 6:42
  at
• 6:43
  118B
• 6:44
  total
• 6:44
  parameters
• 6:45
  with
• 6:45
  only
• 6:45
  8B
• 6:46
  activated
• 6:46
  per
• 6:46
  token,
• 6:47
  using
• 6:47
  a
• 6:48
  token-choice
• 6:48
  router
• 6:48
  with
• 6:48
  softplus
• 6:49
  gating
• 6:49
  over
• 6:49
  256
• 6:51
  routed
• 6:51
  experts
• 6:52
  plus
• 6:52
  one
• 6:52
  shared
• 6:52
  expert.
• 6:53
  The
• 6:54
  architecture
• 6:54
  uses
• 6:54
  48
• 6:55
  layers
• 6:55
  in
• 6:55
  a
• 6:55
  1:3
• 6:56
  global-to-sliding-window
• 6:57
  attention
• 6:57
  ratio
• 6:58
  (12
• 6:58
  global,
• 6:59
  36
• 6:59
  sliding-window
• 7:00
  with
• 7:00
  a
• 7:00
  512-token
• 7:01
  window),
• 7:02
  grouped-query
• 7:03
  attention
• 7:03
  with
• 7:03
  8
• 7:03
  KV
• 7:04
  heads,
• 7:04
  and
• 7:04
  per-head
• 7:05
  softplus
• 7:05
  output
• 7:06
  gating.
• 7:06
  The
• 7:07
  1M-token
• 7:07
  context
• 7:08
  window
• 7:08
  and
• 7:08
  interleaved
• 7:09
  thinking
• 7:09
  between
• 7:09
  tool
• 7:09
  calls
• 7:10
  position
• 7:10
  it
• 7:10
  for
• 7:10
  long-horizon
• 7:11
  agentic
• 7:11
  coding.
• 7:12
  Apache-licensed,
• 7:13
  with
• 7:13
  a
• 7:13
  DFlash
• 7:14
  draft
• 7:14
  model
• 7:14
  for
• 7:15
  speculative
• 7:15
  decoding
• 7:16
  and
• 7:16
  GGUF
• 7:16
  conversions
• 7:17
  available
• 7:17
  for
• 7:18
  llama.cpp.
• 7:19
  We
• 7:19
  covered
• 7:20
  the
• 7:20
  earlier
• 7:20
  Laguna
• 7:20
  release
• 7:21
  (74.6%
• 7:22
  SWE-bench,
• 7:23
  the
• 7:23
  Erdos
• 7:23
  proof),
• 7:24
  and
• 7:24
  this
• 7:24
  iteration
• 7:25
  refines
• 7:25
  the
• 7:25
  architecture
• 7:26
  while
• 7:26
  keeping
• 7:26
  the
• 7:26
  license
• 7:27
  permissive.
• 7:28
  Liquid
• 7:28
  AI's
• 7:28
  LFM2.5-Encoders
• 7:31
  are
• 7:31
  the
• 7:31
  opposite
• 7:32
  end
• 7:32
  of
• 7:32
  the
• 7:32
  parameter
• 7:32
  spectrum
• 7:33
  —
• 7:33
  230M
• 7:34
  and
• 7:34
  350M
• 7:36
  bidirectional
• 7:37
  encoders
• 7:37
  built
• 7:37
  on
• 7:38
  the
• 7:38
  LFM2
• 7:38
  backbone,
• 7:39
  supporting
• 7:39
  8K
• 7:40
  context
• 7:40
  across
• 7:40
  15
• 7:41
  languages.
• 7:42
  The
• 7:42
  pitch
• 7:42
  is
• 7:42
  speed
• 7:43
  on
• 7:43
  CPU
• 7:43
  for
• 7:43
  long-context
• 7:44
  workloads,
• 7:45
  matching
• 7:45
  or
• 7:45
  beating
• 7:46
  ModernBERT
• 7:46
  throughput
• 7:47
  with
• 7:47
  a
• 7:47
  long-context
• 7:47
  edge.
• 7:48
  They
• 7:48
  run
• 7:49
  in
• 7:49
  the
• 7:49
  browser
• 7:49
  on
• 7:49
  WebGPU.
• 7:50
  For
• 7:51
  anyone
• 7:51
  building
• 7:51
  retrieval,
• 7:52
  reranking,
• 7:53
  or
• 7:53
  classification
• 7:54
  pipelines
• 7:54
  that
• 7:54
  need
• 7:55
  to
• 7:55
  work
• 7:55
  on-device,
• 7:56
  these
• 7:56
  are
• 7:56
  worth
• 7:56
  benchmarking.
• 7:58
  And
• 7:58
  then
• 7:58
  there
• 7:58
  is
• 7:58
  Dario
• 7:59
  Amodei
• 7:59
  appearing
• 7:59
  to
• 7:59
  argue
• 8:00
  that
• 8:00
  closed-weights
• 8:00
  models
• 8:01
  are
• 8:01
  worse
• 8:01
  than
• 8:01
  open-weights
• 8:02
  ones
• 8:02
  —
• 8:03
  a
• 8:03
  position
• 8:03
  that
• 8:03
  contradicts
• 8:04
  Anthropic's
• 8:04
  entire
• 8:05
  commercial
• 8:05
  strategy.
• 8:07
  The
• 8:07
  community's
• 8:07
  reading
• 8:07
  is
• 8:08
  uncharitable
• 8:08
  but
• 8:08
  probably
• 8:09
  correct:
• 8:10
  the
• 8:10
  argument
• 8:10
  is
• 8:10
  narrowly
• 8:11
  about
• 8:11
  Chinese
• 8:12
  model
• 8:12
  distillation
• 8:12
  being
• 8:13
  a
• 8:13
  bigger
• 8:13
  threat
• 8:13
  than
• 8:13
  visible
• 8:14
  open
• 8:14
  weights,
• 8:15
  dressed
• 8:15
  up
• 8:15
  as
• 8:15
  a
• 8:15
  general
• 8:16
  principle.
• 8:17
  The
• 8:17
  LocalLLaMA
• 8:18
  response
• 8:18
  —
• 8:19
  "Anthropipocrite"
• 8:19
  —
• 8:20
  captures
• 8:21
  the
• 8:21
  sentiment
• 8:21
  efficiently.
• 8:24
  A
• 8:24
  practitioner
• 8:25
  who
• 8:25
  goes
• 8:25
  by
• 8:25
  raydestar
• 8:26
  tested
• 8:26
  proven
• 8:27
  orchestration
• 8:27
  techniques
• 8:28
  on
• 8:28
  small
• 8:28
  local
• 8:29
  models
• 8:30
  and
• 8:30
  reported
• 8:30
  that
• 8:30
  90%
• 8:31
  of
• 8:31
  them
• 8:31
  failed
• 8:31
  outright.
• 8:33
  The
• 8:33
  10%
• 8:33
  that
• 8:33
  survived
• 8:34
  —
• 8:34
  structured
• 8:35
  retry
• 8:35
  loops,
• 8:35
  tool-assisted
• 8:36
  verification,
• 8:37
  careful
• 8:37
  prompt
• 8:38
  decomposition
• 8:38
  —
• 8:39
  roughly
• 8:39
  doubled
• 8:39
  task
• 8:40
  completion
• 8:40
  rates
• 8:40
  for
• 8:40
  a
• 8:40
  1.2B
• 8:41
  parameter
• 8:42
  LFM
• 8:42
  model
• 8:43
  running
• 8:43
  at
• 8:43
  500
• 8:44
  tokens/second
• 8:44
  on
• 8:44
  a
• 8:45
  4090.
• 8:46
  The
• 8:46
  critical
• 8:46
  distinction:
• 8:47
  scaffolding
• 8:48
  cannot
• 8:48
  teach
• 8:48
  a
• 8:48
  model
• 8:49
  facts
• 8:49
  it
• 8:49
  does
• 8:49
  not
• 8:50
  have
• 8:50
  in
• 8:50
  its
• 8:50
  weights,
• 8:51
  but
• 8:51
  it
• 8:51
  can
• 8:51
  help
• 8:51
  a
• 8:51
  model
• 8:52
  actually
• 8:52
  finish
• 8:53
  a
• 8:53
  job.
• 8:54
  The
• 8:54
  test
• 8:54
  used
• 8:54
  100
• 8:55
  tasks
• 8:55
  with
• 8:55
  verifiable
• 8:56
  outcomes,
• 8:57
  not
• 8:57
  a
• 8:57
  knowledge
• 8:57
  benchmark.
• 8:58
  This
• 8:59
  confirms
• 8:59
  the
• 8:59
  pattern
• 8:59
  we
• 8:59
  have
• 9:00
  tracked:
• 9:00
  orchestration
• 9:01
  is
• 9:01
  a
• 9:01
  genuine
• 9:02
  multiplier,
• 9:03
  but
• 9:03
  only
• 9:03
  for
• 9:03
  a
• 9:03
  narrow
• 9:03
  set
• 9:04
  of
• 9:04
  techniques,
• 9:04
  and
• 9:04
  the
• 9:04
  failure
• 9:05
  rate
• 9:05
  for
• 9:05
  the
• 9:05
  rest
• 9:05
  is
• 9:05
  punishing.
• 9:06
  On
• 9:07
  the
• 9:07
  runtime
• 9:07
  side,
• 9:08
  Google's
• 9:08
  LiteRT-LM
• 9:09
  posted
• 9:09
  up
• 9:09
  to
• 9:09
  3.5x
• 9:10
  faster
• 9:10
  prompt
• 9:11
  prefill
• 9:11
  than
• 9:11
  llama.cpp
• 9:13
  on
• 9:13
  Intel
• 9:13
  Arc
• 9:13
  iGPU
• 9:14
  —
• 9:14
  cutting
• 9:15
  time-to-first-token
• 9:15
  from
• 9:15
  3.5
• 9:16
  minutes
• 9:16
  to
• 9:16
  80
• 9:17
  seconds
• 9:17
  at
• 9:17
  32K
• 9:18
  context
• 9:18
  on
• 9:19
  a
• 9:19
  Meteor
• 9:19
  Lake
• 9:19
  integrated
• 9:20
  GPU
• 9:20
  with
• 9:20
  no
• 9:20
  matrix
• 9:21
  cores.
• 9:22
  The
• 9:22
  decode
• 9:23
  speed
• 9:23
  is
• 9:23
  a
• 9:23
  more
• 9:23
  modest
• 9:24
  23
• 9:25
  tokens/second,
• 9:26
  but
• 9:26
  the
• 9:26
  prefill
• 9:26
  improvement
• 9:27
  alone
• 9:27
  changes
• 9:28
  whether
• 9:28
  long-context
• 9:29
  local
• 9:29
  inference
• 9:29
  is
• 9:30
  usable
• 9:30
  or
• 9:31
  merely
• 9:31
  theoretical
• 9:31
  on
• 9:32
  Intel
• 9:32
  hardware.
• 9:33
  The
• 9:33
  Kimi
• 9:34
  K3
• 9:34
  home
• 9:34
  lab
• 9:35
  results
• 9:35
  provide
• 9:35
  a
• 9:35
  reality
• 9:36
  check
• 9:36
  on
• 9:36
  the
• 9:36
  other
• 9:36
  end:
• 9:37
  ~4
• 9:38
  tokens/second
• 9:39
  decode
• 9:39
  on
• 9:39
  768GB
• 9:41
  DDR5
• 9:42
  and
• 9:42
  two
• 9:42
  5090s,
• 9:43
  running
• 9:43
  a
• 9:43
  Q2
• 9:44
  K
• 9:44
  quantization.
• 9:45
  Prefill
• 9:46
  hits
• 9:46
  50-70
• 9:47
  tokens/second
• 9:48
  for
• 9:48
  large
• 9:48
  prompts.
• 9:50
  The
• 9:50
  community's
• 9:50
  honest
• 9:51
  assessment
• 9:51
  —
• 9:52
  "actually
• 9:53
  not
• 9:53
  too
• 9:53
  bad
• 9:53
  for
• 9:53
  an
• 9:53
  overnight
• 9:54
  audit
• 9:54
  run"
• 9:55
  but
• 9:55
  "too
• 9:55
  slow
• 9:55
  for
• 9:55
  real
• 9:56
  use"
• 9:56
  —
• 9:57
  captures
• 9:57
  exactly
• 9:58
  where
• 9:58
  frontier
• 9:58
  open-weight
• 9:59
  models
• 9:59
  sit
• 9:59
  for
• 9:59
  home
• 9:59
  deployment.
• 10:01
  You
• 10:01
  can
• 10:01
  run
• 10:01
  2.8T
• 10:02
  parameters
• 10:02
  at
• 10:02
  home.
• 10:03
  You
• 10:03
  just
• 10:03
  cannot
• 10:04
  have
• 10:04
  a
• 10:04
  conversation
• 10:04
  with
• 10:05
  them.
• 10:05
  SK
• 10:06
  Hynix
• 10:06
  stock
• 10:06
  fell
• 10:06
  40%
• 10:07
  in
• 10:07
  30
• 10:07
  days,
• 10:08
  with
• 10:08
  Korean
• 10:08
  exchange
• 10:09
  trading
• 10:09
  halted.
• 10:11
  The
• 10:11
  proximate
• 10:11
  cause
• 10:11
  is
• 10:12
  CXMT,
• 10:13
  the
• 10:13
  Chinese
• 10:13
  memory
• 10:14
  startup
• 10:14
  that
• 10:14
  debuted
• 10:15
  to
• 10:15
  a
• 10:15
  400%
• 10:16
  stock
• 10:16
  surge
• 10:16
  by
• 10:16
  producing
• 10:17
  DDR5
• 10:18
  that
• 10:18
  simply
• 10:18
  works
• 10:18
  at
• 10:19
  competitive
• 10:19
  prices.
• 10:20
  The
• 10:20
  community's
• 10:21
  correction
• 10:21
  is
• 10:21
  important:
• 10:22
  stock
• 10:23
  price
• 10:23
  decline
• 10:23
  does
• 10:23
  not
• 10:24
  equal
• 10:24
  falling
• 10:24
  product
• 10:25
  prices.
• 10:25
  CXMT
• 10:26
  can
• 10:26
  flood
• 10:27
  the
• 10:27
  consumer
• 10:27
  DDR4
• 10:28
  and
• 10:28
  standard
• 10:29
  DDR5
• 10:29
  market,
• 10:30
  but
• 10:30
  it
• 10:30
  cannot
• 10:31
  produce
• 10:31
  HBM3E/HBM4
• 10:35
  or
• 10:36
  flagship
• 10:36
  smartphone
• 10:36
  memory
• 10:37
  because
• 10:37
  Western
• 10:38
  trade
• 10:38
  restrictions
• 10:38
  block
• 10:39
  access
• 10:39
  to
• 10:39
  ASML's
• 10:40
  EUV
• 10:40
  lithography.
• 10:41
  The
• 10:41
  structural
• 10:42
  story
• 10:42
  is
• 10:42
  bifurcation:
• 10:43
  commodity
• 10:44
  memory
• 10:44
  gets
• 10:44
  cheaper,
• 10:45
  AI-grade
• 10:45
  memory
• 10:46
  stays
• 10:46
  expensive.
• 10:47
  The
• 10:47
  US
• 10:48
  government's
• 10:48
  ban
• 10:48
  on
• 10:49
  Chinese
• 10:49
  power
• 10:49
  inverters
• 10:50
  extends
• 10:50
  the
• 10:50
  tech
• 10:51
  decoupling
• 10:51
  pattern
• 10:51
  into
• 10:52
  physical
• 10:52
  infrastructure.
• 10:54
  The
• 10:54
  ban
• 10:54
  covers
• 10:54
  the
• 10:55
  devices
• 10:55
  that
• 10:55
  enable
• 10:56
  off-grid
• 10:56
  solar
• 10:56
  and
• 10:57
  battery
• 10:57
  systems,
• 10:58
  with
• 10:58
  national
• 10:58
  security
• 10:59
  cited
• 10:59
  as
• 10:59
  justification.
• 11:01
  Whether
• 11:02
  you
• 11:02
  read
• 11:02
  this
• 11:02
  as
• 11:02
  legitimate
• 11:03
  security
• 11:03
  concern
• 11:04
  or
• 11:04
  autonomy
• 11:04
  reduction,
• 11:05
  the
• 11:05
  practical
• 11:06
  effect
• 11:06
  is
• 11:06
  the
• 11:06
  same:
• 11:07
  80%
• 11:08
  of
• 11:08
  the
• 11:08
  power
• 11:08
  inverter
• 11:09
  market
• 11:09
  disappears
• 11:10
  from
• 11:10
  US
• 11:11
  availability,
• 11:12
  and
• 11:12
  the
• 11:12
  remaining
• 11:12
  20%
• 11:13
  gets
• 11:13
  to
• 11:14
  charge
• 11:14
  accordingly.
• 11:18
  On
• 11:18
  OSWorld-V2,
• 11:19
  the
• 11:19
  best
• 11:20
  model
• 11:20
  achieves
• 11:20
  20.6%
• 11:21
  task
• 11:22
  completion.
• 11:22
  The
• 11:23
  reason
• 11:23
  is
• 11:23
  not
• 11:23
  that
• 11:23
  models
• 11:24
  cannot
• 11:24
  reason
• 11:24
  —
• 11:25
  it
• 11:25
  is
• 11:25
  that
• 11:25
  they
• 11:25
  cannot
• 11:26
  click.
• 11:26
  On
• 11:26
  the
• 11:26
  WebGames
• 11:27
  benchmark,
• 11:28
  which
• 11:28
  requires
• 11:28
  the
• 11:28
  reaction
• 11:29
  time
• 11:29
  and
• 11:29
  motor
• 11:29
  control
• 11:30
  of
• 11:30
  an
• 11:30
  average
• 11:30
  website
• 11:30
  user,
• 11:31
  human
• 11:31
  success
• 11:32
  rate
• 11:32
  exceeds
• 11:32
  98%
• 11:33
  while
• 11:33
  models
• 11:33
  lag
• 11:34
  far
• 11:34
  behind
• 11:34
  regardless
• 11:34
  of
• 11:35
  size.
• 11:35
  The
• 11:35
  consequence:
• 11:36
  agents
• 11:37
  spend
• 11:37
  their
• 11:37
  compute
• 11:37
  budget
• 11:37
  reverse-engineering
• 11:38
  APIs
• 11:39
  and
• 11:39
  injecting
• 11:39
  JavaScript
• 11:40
  to
• 11:40
  bypass
• 11:40
  interfaces
• 11:41
  rather
• 11:41
  than
• 11:42
  using
• 11:42
  them.
• 11:42
  In
• 11:43
  OSWorld-V2
• 11:43
  task
• 11:44
  052,
• 11:45
  GPT-5.5
• 11:46
  found
• 11:46
  a
• 11:46
  hotel
• 11:47
  site's
• 11:47
  internal
• 11:47
  API
• 11:48
  endpoint
• 11:48
  and
• 11:49
  POSTed
• 11:49
  the
• 11:49
  reservation
• 11:49
  directly.
• 11:51
  In
• 11:51
  task
• 11:51
  068,
• 11:52
  Claude
• 11:52
  Opus
• 11:52
  4.7
• 11:53
  POSTed
• 11:53
  a
• 11:53
  game
• 11:53
  score
• 11:54
  via
• 11:54
  API
• 11:54
  rather
• 11:55
  than
• 11:55
  playing
• 11:55
  the
• 11:55
  game.
• 11:56
  The
• 11:56
  data
• 11:56
  from
• 11:56
  OSWorld
• 11:57
  2.0's
• 11:57
  action-budget
• 11:58
  breakdown
• 11:58
  makes
• 11:59
  this
• 11:59
  concrete:
• 12:00
  visual
• 12:00
  grounding,
• 12:01
  low-level
• 12:01
  manipulation,
• 12:02
  and
• 12:02
  tool-use
• 12:03
  overhead
• 12:04
  dominate
• 12:04
  the
• 12:04
  action
• 12:05
  budget,
• 12:05
  while
• 12:05
  reasoning,
• 12:06
  reflection,
• 12:06
  and
• 12:07
  error
• 12:07
  recovery
• 12:07
  get
• 12:08
  whatever
• 12:08
  is
• 12:08
  left.
• 12:09
  Planning
• 12:09
  how
• 12:09
  to
• 12:09
  solve
• 12:09
  a
• 12:10
  task
• 12:10
  is
• 12:10
  supposed
• 12:10
  to
• 12:10
  be
• 12:10
  harder
• 12:11
  than
• 12:11
  clicking
• 12:11
  a
• 12:11
  button,
• 12:11
  but
• 12:11
  most
• 12:12
  computation
• 12:12
  goes
• 12:12
  to
• 12:12
  seeing
• 12:13
  and
• 12:13
  clicking.
• 12:14
  The
• 12:14
  authors
• 12:14
  argue
• 12:14
  —
• 12:15
  correctly,
• 12:15
  I
• 12:16
  think
• 12:16
  —
• 12:17
  that
• 12:17
  this
• 12:17
  is
• 12:17
  a
• 12:17
  dead
• 12:17
  end.
• 12:18
  We
• 12:18
  are
• 12:18
  using
• 12:19
  trillion-scale
• 12:19
  reasoners
• 12:20
  to
• 12:20
  work
• 12:20
  around
• 12:20
  clicks.
• 12:21
  Proper
• 12:22
  interface
• 12:22
  manipulation
• 12:22
  would
• 12:23
  let
• 12:23
  agents
• 12:23
  spend
• 12:23
  compute
• 12:24
  on
• 12:24
  solving
• 12:24
  tasks
• 12:24
  instead
• 12:25
  of
• 12:25
  hacking
• 12:25
  around
• 12:25
  their
• 12:25
  own
• 12:26
  motor
• 12:26
  limitations.
• 12:27
  GraphFlow
• 12:27
  takes
• 12:28
  the
• 12:28
  opposite
• 12:28
  approach:
• 12:29
  rather
• 12:29
  than
• 12:29
  teaching
• 12:30
  agents
• 12:30
  to
• 12:30
  use
• 12:30
  arbitrary
• 12:31
  interfaces,
• 12:31
  constrain
• 12:32
  them
• 12:32
  to
• 12:32
  formally
• 12:32
  verifiable
• 12:33
  visual
• 12:33
  workflows.
• 12:34
  The
• 12:34
  system
• 12:35
  achieved
• 12:35
  97.08%
• 12:36
  completion
• 12:37
  rate
• 12:37
  in
• 12:37
  a
• 12:37
  clinical
• 12:37
  pilot
• 12:37
  —
• 12:38
  compare
• 12:38
  that
• 12:39
  to
• 12:39
  OSWorld-V2's
• 12:40
  20.6%.
• 12:41
  The
• 12:41
  tradeoff
• 12:41
  is
• 12:42
  obvious:
• 12:42
  you
• 12:42
  sacrifice
• 12:43
  generality
• 12:43
  for
• 12:43
  reliability.
• 12:44
  For
• 12:44
  domains
• 12:45
  where
• 12:45
  reliability
• 12:45
  is
• 12:46
  non-negotiable
• 12:46
  (clinical
• 12:46
  workflows,
• 12:47
  financial
• 12:47
  processes),
• 12:48
  this
• 12:48
  is
• 12:48
  the
• 12:48
  right
• 12:49
  call.
• 12:50
  For
• 12:50
  general
• 12:50
  computer
• 12:50
  use,
• 12:51
  it
• 12:51
  sidesteps
• 12:52
  the
• 12:52
  hard
• 12:52
  problem.
• 12:53
  MarbleOS
• 12:53
  asks
• 12:54
  a
• 12:54
  different
• 12:54
  question:
• 12:55
  what
• 12:55
  should
• 12:55
  the
• 12:55
  GUI
• 12:55
  for
• 12:55
  AI
• 12:56
  agents
• 12:56
  look
• 12:56
  like?
• 12:57
  The
• 12:57
  demo
• 12:57
  presents
• 12:58
  a
• 12:58
  workspace
• 12:58
  with
• 12:58
  visible
• 12:59
  files,
• 12:59
  tools,
• 13:00
  tasks,
• 13:00
  and
• 13:00
  outputs
• 13:00
  —
• 13:01
  the
• 13:01
  agent's
• 13:02
  state
• 13:02
  made
• 13:02
  transparent
• 13:02
  rather
• 13:03
  than
• 13:03
  buried
• 13:03
  in
• 13:03
  chat
• 13:03
  threads.
• 13:04
  It
• 13:04
  is
• 13:05
  a
• 13:05
  prototype,
• 13:05
  not
• 13:05
  a
• 13:05
  product,
• 13:06
  but
• 13:06
  the
• 13:06
  design
• 13:07
  question
• 13:07
  is
• 13:07
  the
• 13:07
  right
• 13:07
  one
• 13:07
  to
• 13:07
  be
• 13:08
  asking.
• 13:12
  SciCodePile
• 13:13
  assembled
• 13:13
  a
• 13:13
  128GB
• 13:15
  corpus
• 13:15
  of
• 13:15
  scientific
• 13:16
  code
• 13:16
  spanning
• 13:16
  computational
• 13:17
  physics,
• 13:18
  bioinformatics,
• 13:19
  numerical
• 13:19
  methods,
• 13:19
  and
• 13:20
  research
• 13:20
  software
• 13:20
  engineering,
• 13:21
  paired
• 13:21
  with
• 13:21
  an
• 13:21
  executable
• 13:22
  benchmark
• 13:22
  that
• 13:23
  tests
• 13:23
  whether
• 13:23
  generated
• 13:23
  code
• 13:24
  actually
• 13:24
  produces
• 13:24
  correct
• 13:25
  results.
• 13:26
  The
• 13:26
  best
• 13:26
  model
• 13:26
  achieves
• 13:27
  12.30%
• 13:28
  Pass@1.
• 13:30
  This
• 13:30
  is
• 13:30
  not
• 13:30
  a
• 13:30
  prompting
• 13:30
  failure
• 13:31
  or
• 13:31
  a
• 13:31
  benchmark
• 13:32
  artifact
• 13:32
  —
• 13:33
  scientific
• 13:33
  code
• 13:34
  requires
• 13:34
  domain
• 13:34
  knowledge,
• 13:35
  mathematical
• 13:35
  reasoning,
• 13:36
  and
• 13:36
  the
• 13:36
  ability
• 13:37
  to
• 13:37
  produce
• 13:37
  code
• 13:37
  that
• 13:37
  is
• 13:37
  not
• 13:38
  just
• 13:38
  syntactically
• 13:38
  correct
• 13:39
  but
• 13:39
  computationally
• 13:40
  meaningful.
• 13:41
  The
• 13:41
  corpus
• 13:41
  itself
• 13:42
  is
• 13:42
  a
• 13:42
  contribution:
• 13:43
  128GB
• 13:44
  of
• 13:44
  curated,
• 13:45
  executable
• 13:45
  scientific
• 13:46
  code
• 13:46
  is
• 13:46
  the
• 13:46
  kind
• 13:46
  of
• 13:46
  training
• 13:47
  resource
• 13:47
  that
• 13:47
  did
• 13:47
  not
• 13:47
  exist
• 13:48
  at
• 13:48
  this
• 13:48
  scale
• 13:48
  before.
• 13:49
  But
• 13:49
  the
• 13:49
  benchmark
• 13:50
  result
• 13:50
  is
• 13:50
  the
• 13:50
  headline.
• 13:51
  At
• 13:51
  12.30%,
• 13:52
  we
• 13:52
  are
• 13:53
  nowhere
• 13:53
  close
• 13:53
  to
• 13:53
  models
• 13:54
  replacing
• 13:54
  scientific
• 13:55
  programmers.
• 13:56
  At
• 13:56
  the
• 13:56
  other
• 13:56
  end
• 13:56
  of
• 13:56
  the
• 13:56
  spectrum,
• 13:57
  a
• 13:57
  developer
• 13:57
  built
• 13:58
  a
• 13:58
  procedural
• 13:58
  desert
• 13:58
  explorer
• 13:59
  entirely
• 13:59
  with
• 14:00
  Claude
• 14:00
  Code
• 14:00
  (Opus
• 14:00
  5)
• 14:01
  and
• 14:01
  Three.js
• 14:01
  —
• 14:02
  GPU
• 14:03
  clipmap
• 14:03
  terrain,
• 14:03
  permanent
• 14:04
  sand
• 14:04
  deformation,
• 14:05
  cloth-simulated
• 14:06
  robes,
• 14:06
  physically-based
• 14:07
  sky,
• 14:07
  and
• 14:08
  six
• 14:08
  sand
• 14:08
  spells
• 14:08
  that
• 14:08
  create
• 14:09
  real
• 14:09
  craters.
• 14:10
  The
• 14:10
  workflow
• 14:11
  that
• 14:11
  made
• 14:11
  it
• 14:11
  work
• 14:11
  was
• 14:11
  giving
• 14:12
  Claude
• 14:12
  its
• 14:12
  own
• 14:12
  instruments:
• 14:13
  a
• 14:13
  headless-Chrome
• 14:14
  harness
• 14:14
  that
• 14:15
  boots
• 14:15
  the
• 14:15
  app,
• 14:15
  screenshots
• 14:16
  it,
• 14:16
  and
• 14:17
  reports
• 14:17
  per-subsystem
• 14:18
  GPU
• 14:18
  cost.
• 14:19
  Changes
• 14:19
  were
• 14:20
  made
• 14:20
  against
• 14:20
  measured
• 14:20
  numbers,
• 14:21
  not
• 14:21
  vibes.
• 14:22
  Fourteen
• 14:23
  hours,
• 14:24
  5
• 14:24
  million
• 14:24
  tokens,
• 14:25
  running
• 14:25
  at
• 14:26
  160
• 14:26
  FPS
• 14:27
  on
• 14:27
  a
• 14:27
  5070
• 14:28
  Ti
• 14:28
  at
• 14:28
  1440p.
• 14:30
  This
• 14:31
  is
• 14:31
  what
• 14:31
  models
• 14:31
  can
• 14:31
  build
• 14:31
  when
• 14:32
  the
• 14:32
  feedback
• 14:32
  loop
• 14:32
  is
• 14:32
  tight
• 14:33
  and
• 14:33
  the
• 14:33
  domain
• 14:33
  has
• 14:34
  clear
• 14:34
  visual
• 14:34
  verification.
• 14:36
  The
• 14:36
  img2threejs
• 14:37
  project
• 14:37
  automates
• 14:37
  a
• 14:37
  related
• 14:38
  pipeline:
• 14:39
  take
• 14:39
  a
• 14:39
  reference
• 14:39
  image
• 14:40
  and
• 14:40
  reconstruct
• 14:40
  the
• 14:41
  object
• 14:41
  as
• 14:41
  procedural
• 14:42
  Three.js
• 14:42
  code
• 14:43
  —
• 14:44
  no
• 14:44
  photogrammetry,
• 14:45
  no
• 14:45
  mesh
• 14:45
  extraction,
• 14:46
  no
• 14:46
  downloaded
• 14:47
  assets.
• 14:48
  Quality-gated
• 14:48
  and
• 14:49
  animation-ready.
• 14:50
  The
• 14:50
  approach
• 14:51
  is
• 14:51
  reconstruction-by-code,
• 14:52
  which
• 14:52
  means
• 14:52
  the
• 14:53
  output
• 14:53
  is
• 14:53
  editable,
• 14:54
  lightweight,
• 14:54
  and
• 14:55
  runs
• 14:55
  anywhere
• 14:55
  Three.js
• 14:56
  runs.