Latest / AGI Dreams – Open, Uncensored, & Local - AI News Digest / AGI Dreams Podcast – June 17, 2026

Transcript

AGI Dreams Podcast – June 17, 2026 · AGI Dreams – Open, Uncensored, & Local - AI News Digest

• 0:00
  The
• 0:00
  Wall
• 0:00
  Street
• 0:00
  Journal
• 0:01
  this
• 0:01
  week
• 0:01
  published
• 0:01
  the
• 0:01
  most
• 0:02
  detailed
• 0:02
  account
• 0:03
  yet
• 0:03
  of
• 0:03
  Nicholas
• 0:03
  Carlini's
• 0:04
  transformation
• 0:04
  from
• 0:05
  AI
• 0:05
  security
• 0:05
  skeptic
• 0:06
  to
• 0:06
  the
• 0:06
  person
• 0:06
  Anthropic
• 0:07
  dispatched
• 0:07
  to
• 0:08
  calm
• 0:08
  the
• 0:08
  White
• 0:08
  House.
• 0:09
  The
• 0:09
  profile
• 0:09
  traces
• 0:10
  how
• 0:10
  Carlini
• 0:10
  —
• 0:11
  a
• 0:11
  researcher
• 0:12
  who
• 0:12
  once
• 0:12
  called
• 0:12
  OpenAI
• 0:13
  "unreasonable"
• 0:14
  for
• 0:14
  suggesting
• 0:15
  GPT-2
• 0:16
  might
• 0:16
  be
• 0:16
  too
• 0:16
  dangerous
• 0:17
  to
• 0:17
  release
• 0:17
  —
• 0:18
  used
• 0:18
  Mythos
• 0:19
  to
• 0:19
  find
• 0:19
  479
• 0:20
  bugs
• 0:20
  in
• 0:20
  the
• 0:20
  Linux
• 0:21
  kernel
• 0:21
  and
• 0:21
  a
• 0:21
  critical
• 0:22
  vulnerability
• 0:22
  in
• 0:23
  Ghost
• 0:23
  web-publishing
• 0:23
  software,
• 0:24
  all
• 0:25
  through
• 0:25
  what
• 0:25
  the
• 0:25
  security
• 0:25
  community
• 0:26
  now
• 0:26
  calls
• 0:26
  the
• 0:26
  "Carlini
• 0:27
  Loop":
• 0:28
  a
• 0:28
  prompt
• 0:28
  technique
• 0:29
  that
• 0:29
  gives
• 0:29
  Mythos
• 0:29
  just
• 0:30
  enough
• 0:30
  variation
• 0:30
  to
• 0:30
  produce
• 0:31
  different
• 0:31
  results
• 0:31
  on
• 0:32
  each
• 0:32
  pass
• 0:32
  through
• 0:32
  a
• 0:32
  codebase.
• 0:34
  Carlini's
• 0:34
  assessment
• 0:34
  is
• 0:35
  blunt:
• 0:35
  "It's
• 0:36
  pretty
• 0:36
  clear
• 0:36
  to
• 0:36
  me
• 0:36
  that
• 0:36
  these
• 0:36
  current
• 0:37
  models
• 0:37
  are
• 0:37
  better
• 0:37
  vulnerability
• 0:38
  researchers
• 0:38
  than
• 0:39
  I
• 0:39
  am."
• 0:39
  The
• 0:40
  political
• 0:40
  dimension
• 0:40
  is
• 0:40
  what
• 0:41
  makes
• 0:41
  the
• 0:41
  story
• 0:41
  combustible.
• 0:42
  Within
• 0:43
  days
• 0:43
  of
• 0:43
  Fable
• 0:43
  5's
• 0:43
  release,
• 0:44
  Amazon
• 0:44
  CEO
• 0:45
  Andy
• 0:45
  Jassy
• 0:45
  called
• 0:46
  Treasury
• 0:46
  Secretary
• 0:47
  Scott
• 0:47
  Bessent
• 0:47
  to
• 0:47
  report
• 0:48
  that
• 0:48
  his
• 0:48
  researchers
• 0:48
  had
• 0:48
  found
• 0:49
  ways
• 0:49
  around
• 0:49
  the
• 0:49
  guardrails.
• 0:51
  The
• 0:51
  Trump
• 0:51
  administration
• 0:52
  gave
• 0:52
  Anthropic
• 0:52
  CEO
• 0:53
  Dario
• 0:53
  Amodei
• 0:53
  a
• 0:54
  90-minute
• 0:54
  ultimatum
• 0:54
  to
• 0:55
  pull
• 0:55
  the
• 0:55
  model
• 0:55
  or
• 0:55
  face
• 0:55
  a
• 0:55
  foreign-user
• 0:56
  ban
• 0:56
  —
• 0:57
  without
• 0:57
  initially
• 0:58
  providing
• 0:58
  details
• 0:58
  about
• 0:59
  the
• 0:59
  security
• 0:59
  concern.
• 1:01
  Commerce
• 1:01
  Secretary
• 1:01
  Howard
• 1:02
  Lutnick
• 1:02
  delivered
• 1:02
  the
• 1:03
  kill
• 1:03
  shot:
• 1:04
  when
• 1:04
  Amodei
• 1:04
  protested
• 1:05
  that
• 1:05
  pulling
• 1:05
  the
• 1:05
  model
• 1:06
  was
• 1:06
  premature,
• 1:07
  Lutnick
• 1:07
  responded,
• 1:08
  "That's
• 1:08
  the
• 1:08
  point."
• 1:09
  Anthropic
• 1:10
  shut
• 1:10
  down
• 1:10
  all
• 1:10
  access.
• 1:11
  The
• 1:11
  ban
• 1:12
  covers
• 1:12
  foreign-born
• 1:12
  individuals
• 1:13
  working
• 1:13
  in
• 1:13
  the
• 1:13
  U.S.,
• 1:14
  affecting
• 1:14
  some
• 1:15
  of
• 1:15
  Anthropic's
• 1:15
  own
• 1:15
  researchers.
• 1:17
  Independent
• 1:17
  analysis
• 1:18
  later
• 1:18
  determined
• 1:18
  Amazon
• 1:19
  hadn't
• 1:19
  actually
• 1:19
  achieved
• 1:20
  a
• 1:20
  full
• 1:20
  jailbreak
• 1:20
  —
• 1:21
  they
• 1:21
  couldn't
• 1:21
  produce
• 1:21
  weaponized
• 1:22
  exploit
• 1:22
  code
• 1:22
  —
• 1:23
  but
• 1:23
  the
• 1:23
  damage
• 1:24
  to
• 1:24
  the
• 1:24
  Anthropic-White
• 1:24
  House
• 1:25
  relationship
• 1:25
  was
• 1:25
  done.
• 1:26
  Mythos
• 1:26
  has
• 1:27
  already
• 1:27
  found
• 1:27
  more
• 1:27
  than
• 1:27
  10,000
• 1:28
  bugs,
• 1:28
  and
• 1:28
  Carlini
• 1:29
  believes
• 1:29
  other
• 1:29
  models
• 1:29
  will
• 1:30
  catch
• 1:30
  up
• 1:30
  within
• 1:30
  months.
• 1:31
  Anthropic
• 1:32
  is
• 1:32
  now
• 1:32
  trying
• 1:32
  to
• 1:32
  channel
• 1:33
  that
• 1:33
  offensive
• 1:33
  capability
• 1:34
  into
• 1:34
  structured
• 1:34
  defense.
• 1:35
  The
• 1:35
  company
• 1:36
  released
• 1:36
  a
• 1:36
  reference
• 1:37
  implementation
• 1:37
  for
• 1:37
  autonomous
• 1:38
  vulnerability
• 1:39
  discovery
• 1:39
  and
• 1:39
  remediation
• 1:40
  —
• 1:41
  a
• 1:41
  seven-stage
• 1:41
  pipeline
• 1:42
  (build,
• 1:42
  recon,
• 1:43
  find,
• 1:44
  verify,
• 1:45
  dedupe,
• 1:45
  report,
• 1:46
  patch)
• 1:46
  that
• 1:46
  runs
• 1:47
  inside
• 1:47
  gVisor
• 1:47
  sandboxes
• 1:48
  with
• 1:48
  egress
• 1:49
  restricted
• 1:49
  to
• 1:49
  the
• 1:49
  Claude
• 1:49
  API.
• 1:51
  The
• 1:51
  design
• 1:51
  is
• 1:51
  deliberate:
• 1:52
  parallel
• 1:53
  find
• 1:53
  agents
• 1:53
  explore
• 1:54
  different
• 1:54
  areas
• 1:54
  of
• 1:55
  the
• 1:55
  codebase
• 1:55
  based
• 1:55
  on
• 1:56
  a
• 1:56
  recon
• 1:56
  agent's
• 1:56
  partition,
• 1:57
  a
• 1:57
  separate
• 1:58
  grader
• 1:58
  reproduces
• 1:59
  each
• 1:59
  crash
• 1:59
  in
• 1:59
  a
• 2:00
  fresh
• 2:00
  container,
• 2:01
  and
• 2:01
  a
• 2:01
  judge
• 2:01
  agent
• 2:02
  deduplicates
• 2:02
  against
• 2:02
  previously
• 2:03
  reported
• 2:03
  bugs.
• 2:04
  Anthropic
• 2:05
  recommends
• 2:05
  teams
• 2:05
  get
• 2:06
  hands-on
• 2:06
  within
• 2:06
  days
• 2:07
  —
• 2:07
  Day
• 2:08
  1
• 2:08
  for
• 2:08
  threat
• 2:08
  modeling
• 2:09
  and
• 2:09
  static
• 2:09
  scans,
• 2:10
  Day
• 2:10
  2
• 2:10
  for
• 2:11
  the
• 2:11
  reference
• 2:11
  pipeline,
• 2:12
  Week
• 2:12
  2
• 2:12
  for
• 2:12
  autonomous
• 2:13
  scanning
• 2:13
  at
• 2:13
  scale.
• 2:14
  The
• 2:14
  accompanying
• 2:15
  blog
• 2:15
  post,
• 2:16
  based
• 2:16
  on
• 2:17
  partnerships
• 2:17
  with
• 2:17
  security
• 2:18
  teams
• 2:18
  using
• 2:18
  Mythos
• 2:19
  Preview,
• 2:19
  makes
• 2:20
  the
• 2:20
  subtext
• 2:20
  explicit:
• 2:21
  if
• 2:21
  this
• 2:22
  capability
• 2:22
  exists,
• 2:23
  you
• 2:23
  want
• 2:23
  it
• 2:23
  working
• 2:24
  for
• 2:24
  you,
• 2:24
  not
• 2:24
  just
• 2:25
  against
• 2:25
  you.
• 2:26
  Meanwhile,
• 2:27
  a
• 2:27
  Bavarian
• 2:27
  court
• 2:28
  is
• 2:28
  drawing
• 2:28
  a
• 2:28
  different
• 2:29
  line
• 2:29
  in
• 2:29
  the
• 2:29
  sand.
• 2:30
  A
• 2:30
  Munich
• 2:31
  civil
• 2:31
  court
• 2:32
  ruled
• 2:32
  Google
• 2:33
  liable
• 2:33
  for
• 2:33
  hallucinations
• 2:34
  in
• 2:34
  its
• 2:34
  AI-generated
• 2:35
  search
• 2:35
  summaries
• 2:36
  after
• 2:36
  two
• 2:37
  companies
• 2:37
  were
• 2:37
  falsely
• 2:38
  slandered.
• 2:39
  Google
• 2:40
  argued
• 2:40
  these
• 2:40
  summaries
• 2:41
  were
• 2:41
  functionally
• 2:41
  equivalent
• 2:42
  to
• 2:42
  linking
• 2:43
  to
• 2:43
  third-party
• 2:43
  content,
• 2:44
  but
• 2:44
  the
• 2:45
  judges
• 2:45
  weren't
• 2:45
  buying
• 2:45
  it:
• 2:46
  Google
• 2:47
  generates
• 2:47
  this
• 2:47
  text,
• 2:48
  and
• 2:48
  Google
• 2:48
  is
• 2:49
  liable,
• 2:50
  same
• 2:50
  as
• 2:50
  if
• 2:50
  a
• 2:50
  human
• 2:51
  employee
• 2:51
  wrote
• 2:51
  it.
• 2:52
  The
• 2:52
  ruling
• 2:53
  distinguishes
• 2:53
  between
• 2:54
  search
• 2:54
  results
• 2:54
  (which
• 2:55
  Google
• 2:55
  merely
• 2:55
  indexes)
• 2:56
  and
• 2:56
  AI
• 2:57
  Overviews
• 2:57
  (which
• 2:57
  Google
• 2:58
  creates).
• 2:59
  As
• 2:59
  one
• 2:59
  commenter
• 3:00
  put
• 3:00
  it
• 3:00
  with
• 3:00
  characteristic
• 3:01
  precision:
• 3:02
  the
• 3:02
  LLM
• 3:03
  cannot
• 3:03
  give
• 3:03
  direct
• 3:04
  quotations
• 3:04
  because
• 3:05
  it
• 3:05
  doesn't
• 3:05
  retain
• 3:05
  original
• 3:06
  texts,
• 3:06
  and
• 3:07
  it's
• 3:07
  not
• 3:07
  legally
• 3:07
  permitted
• 3:08
  to
• 3:08
  copy
• 3:08
  them
• 3:08
  —
• 3:09
  so
• 3:10
  Google
• 3:10
  can't
• 3:10
  dodge
• 3:11
  responsibility
• 3:11
  for
• 3:11
  the
• 3:11
  distortion
• 3:12
  that
• 3:12
  results
• 3:13
  from
• 3:13
  regenerating
• 3:13
  information.
• 3:15
  Google
• 3:15
  will
• 3:15
  appeal,
• 3:16
  and
• 3:16
  if
• 3:16
  it
• 3:16
  loses,
• 3:17
  AI
• 3:18
  search
• 3:18
  summaries
• 3:18
  may
• 3:18
  vanish
• 3:19
  from
• 3:19
  German
• 3:19
  results
• 3:20
  entirely.
• 3:21
  The
• 3:21
  larger
• 3:22
  signal:
• 3:23
  courts
• 3:23
  are
• 3:23
  converging
• 3:24
  on
• 3:24
  the
• 3:24
  principle
• 3:24
  that
• 3:24
  if
• 3:25
  you
• 3:25
  generate
• 3:25
  the
• 3:25
  text,
• 3:26
  you
• 3:26
  own
• 3:26
  the
• 3:26
  liability.
• 3:30
  Zhipu's
• 3:30
  GLM-5.2
• 3:31
  drops
• 3:31
  as
• 3:32
  a
• 3:32
  753-billion-parameter,
• 3:34
  MIT-licensed
• 3:34
  model
• 3:35
  trained
• 3:35
  on
• 3:35
  28.5
• 3:36
  trillion
• 3:37
  tokens
• 3:37
  with
• 3:37
  a
• 3:37
  native
• 3:37
  million-token
• 3:38
  context
• 3:38
  window
• 3:39
  —
• 3:39
  and
• 3:39
  the
• 3:39
  local
• 3:39
  AI
• 3:40
  community
• 3:40
  is
• 3:40
  trying
• 3:40
  to
• 3:40
  figure
• 3:41
  out
• 3:41
  what
• 3:41
  to
• 3:41
  do
• 3:41
  with
• 3:41
  it.
• 3:42
  The
• 3:42
  architecture
• 3:43
  is
• 3:43
  mixture-of-experts,
• 3:44
  activating
• 3:44
  roughly
• 3:44
  40
• 3:45
  billion
• 3:45
  parameters
• 3:45
  per
• 3:45
  token,
• 3:46
  which
• 3:46
  makes
• 3:46
  the
• 3:46
  compute
• 3:46
  profile
• 3:47
  more
• 3:47
  tractable
• 3:47
  than
• 3:48
  the
• 3:48
  headline
• 3:48
  parameter
• 3:48
  count
• 3:49
  suggests.
• 3:50
  At
• 3:50
  FP8,
• 3:50
  you
• 3:51
  need
• 3:51
  8×
• 3:51
  H200s.
• 3:52
  At
• 3:52
  2-bit
• 3:53
  dynamic
• 3:53
  quantization,
• 3:54
  it
• 3:54
  fits
• 3:54
  in
• 3:54
  176–180
• 3:55
  GB
• 3:56
  —
• 3:57
  within
• 3:57
  reach
• 3:57
  of
• 3:58
  a
• 3:58
  high-end
• 3:58
  Mac
• 3:58
  Studio
• 3:59
  or
• 3:59
  a
• 3:59
  24GB
• 4:00
  GPU
• 4:00
  paired
• 4:01
  with
• 4:01
  enough
• 4:01
  system
• 4:01
  RAM.
• 4:02
  Users
• 4:03
  who've
• 4:03
  worked
• 4:03
  with
• 4:03
  it
• 4:03
  via
• 4:03
  API
• 4:04
  report
• 4:04
  it's
• 4:04
  competitive
• 4:05
  with
• 4:05
  Claude
• 4:05
  Opus
• 4:06
  4.8,
• 4:07
  and
• 4:07
  considerably
• 4:08
  more
• 4:08
  pleasant
• 4:08
  to
• 4:08
  talk
• 4:09
  to
• 4:09
  than
• 4:09
  either
• 4:09
  Opus
• 4:09
  or
• 4:10
  GPT-5.5.
• 4:11
  The
• 4:11
  real
• 4:12
  excitement,
• 4:12
  though,
• 4:12
  is
• 4:13
  downstream.
• 4:14
  The
• 4:14
  community
• 4:14
  sees
• 4:15
  GLM-5.2
• 4:16
  as
• 4:16
  a
• 4:16
  distillation
• 4:17
  source
• 4:17
  —
• 4:18
  once
• 4:18
  people
• 4:18
  start
• 4:18
  fine-tuning
• 4:19
  8B
• 4:19
  and
• 4:19
  70B
• 4:20
  architectures
• 4:20
  on
• 4:20
  its
• 4:21
  reasoning
• 4:21
  traces
• 4:21
  and
• 4:21
  synthetic
• 4:22
  datasets,
• 4:23
  the
• 4:23
  daily-driver
• 4:23
  local
• 4:24
  models
• 4:24
  should
• 4:24
  improve
• 4:24
  substantially.
• 4:26
  That
• 4:26
  pattern
• 4:26
  has
• 4:26
  played
• 4:26
  out
• 4:26
  before
• 4:27
  with
• 4:27
  each
• 4:27
  frontier
• 4:27
  open-weight
• 4:28
  release:
• 4:29
  the
• 4:29
  large
• 4:29
  model's
• 4:29
  main
• 4:29
  contribution
• 4:30
  isn't
• 4:30
  running
• 4:30
  locally
• 4:31
  itself,
• 4:31
  but
• 4:31
  making
• 4:31
  the
• 4:31
  smaller
• 4:32
  models
• 4:32
  better.
• 4:33
  The
• 4:33
  announcement
• 4:34
  thread
• 4:34
  confirms
• 4:34
  the
• 4:34
  model
• 4:35
  is
• 4:35
  live,
• 4:36
  though
• 4:36
  the
• 4:36
  Reddit
• 4:36
  post
• 4:37
  was
• 4:37
  mostly
• 4:37
  metadata
• 4:38
  by
• 4:38
  the
• 4:38
  time
• 4:38
  it
• 4:38
  was
• 4:38
  captured.
• 4:39
  For
• 4:39
  those
• 4:40
  who
• 4:40
  can't
• 4:40
  wait
• 4:40
  for
• 4:40
  distillation,
• 4:41
  there's
• 4:41
  a
• 4:42
  different
• 4:42
  path
• 4:42
  to
• 4:42
  competitive
• 4:43
  local
• 4:43
  performance.
• 4:44
  A
• 4:44
  two-year
• 4:45
  project
• 4:45
  by
• 4:46
  John
• 4:46
  O'Hare's
• 4:46
  team
• 4:47
  ran
• 4:47
  672
• 4:48
  isolated
• 4:49
  LLM
• 4:49
  sessions
• 4:50
  grounded
• 4:50
  in
• 4:50
  a
• 4:50
  synthetic
• 4:51
  multi-domain
• 4:52
  research
• 4:52
  ontology
• 4:53
  (7,445
• 4:54
  OWL
• 4:55
  classes)
• 4:56
  and
• 4:56
  found
• 4:56
  that
• 4:56
  a
• 4:56
  local
• 4:57
  DiffusionGemma
• 4:57
  26B
• 4:58
  model,
• 4:59
  running
• 4:59
  on
• 4:59
  a
• 4:59
  single
• 4:59
  GPU
• 5:00
  with
• 5:00
  ontology
• 5:00
  grounding,
• 5:01
  scored
• 5:01
  F1
• 5:02
  0.505
• 5:03
  on
• 5:04
  domain-specific
• 5:04
  factual
• 5:05
  recall
• 5:05
  —
• 5:06
  beating
• 5:06
  bare
• 5:06
  Claude
• 5:07
  Opus
• 5:07
  4.8
• 5:08
  (0.350),
• 5:09
  Sonnet
• 5:10
  4.6
• 5:11
  (0.373),
• 5:12
  and
• 5:12
  Gemini
• 5:13
  3.5
• 5:13
  Flash
• 5:14
  (0.423)
• 5:15
  without
• 5:15
  grounding.
• 5:16
  The
• 5:16
  caveat
• 5:17
  is
• 5:17
  important:
• 5:18
  frontier
• 5:18
  models
• 5:19
  benefit
• 5:19
  far
• 5:20
  more
• 5:20
  from
• 5:20
  the
• 5:20
  same
• 5:20
  grounding
• 5:21
  (Opus
• 5:21
  with
• 5:21
  ontology
• 5:22
  hits
• 5:22
  0.770).
• 5:24
  But
• 5:24
  for
• 5:24
  regulated
• 5:25
  environments
• 5:25
  where
• 5:25
  data
• 5:26
  must
• 5:26
  stay
• 5:26
  on-premise,
• 5:27
  the
• 5:27
  result
• 5:27
  demonstrates
• 5:28
  you
• 5:28
  can
• 5:28
  match
• 5:29
  or
• 5:29
  exceed
• 5:29
  ungrounded
• 5:30
  cloud
• 5:30
  performance
• 5:30
  at
• 5:30
  zero
• 5:31
  API
• 5:31
  cost
• 5:32
  and
• 5:32
  sub-4-second
• 5:32
  latency.
• 5:34
  The
• 5:34
  ontology
• 5:34
  is
• 5:35
  a
• 5:35
  capability
• 5:35
  multiplier,
• 5:36
  and
• 5:36
  it
• 5:36
  scales
• 5:37
  with
• 5:37
  the
• 5:37
  base
• 5:37
  model.
• 5:39
  At
• 5:39
  the
• 5:39
  extreme
• 5:39
  small
• 5:40
  end,
• 5:40
  the
• 5:40
  monkesearch
• 5:41
  benchmark
• 5:41
  tests
• 5:42
  models
• 5:42
  from
• 5:42
  0.3B
• 5:43
  to
• 5:43
  3B
• 5:44
  parameters
• 5:44
  on
• 5:44
  a
• 5:44
  practical
• 5:45
  task:
• 5:46
  parsing
• 5:46
  natural
• 5:47
  language
• 5:47
  file
• 5:47
  searches
• 5:48
  into
• 5:48
  structured
• 5:48
  JSON
• 5:49
  (file
• 5:49
  type,
• 5:50
  temporal
• 5:50
  context,
• 5:51
  specificity).
• 5:53
  Across
• 5:53
  80
• 5:53
  queries,
• 5:54
  models
• 5:54
  in
• 5:55
  the
• 5:55
  0.8–1.5B
• 5:57
  range
• 5:58
  significantly
• 5:58
  outperform
• 5:59
  sub-0.5B
• 6:00
  models,
• 6:01
  with
• 6:01
  Qwen3.5
• 6:03
  0.8B
• 6:06
  leading
• 6:06
  the
• 6:06
  pack.
• 6:07
  The
• 6:07
  benchmark
• 6:07
  is
• 6:08
  grounded
• 6:08
  in
• 6:08
  a
• 6:08
  real
• 6:08
  use
• 6:09
  case
• 6:09
  —
• 6:10
  natural
• 6:10
  language
• 6:10
  file
• 6:11
  search
• 6:11
  on
• 6:11
  low-end
• 6:11
  hardware,
• 6:12
  CPU-only
• 6:13
  inference
• 6:13
  —
• 6:14
  which
• 6:14
  makes
• 6:14
  it
• 6:14
  more
• 6:15
  useful
• 6:15
  than
• 6:15
  synthetic
• 6:16
  evaluations
• 6:16
  for
• 6:16
  anyone
• 6:17
  choosing
• 6:17
  a
• 6:17
  tiny
• 6:18
  model
• 6:18
  for
• 6:18
  constrained
• 6:19
  deployment.
• 6:22
  Cursor
• 6:22
  shipped
• 6:22
  Auto-review
• 6:23
  this
• 6:23
  week,
• 6:23
  and
• 6:24
  the
• 6:24
  design
• 6:24
  philosophy
• 6:25
  is
• 6:25
  worth
• 6:25
  unpacking
• 6:26
  because
• 6:26
  it
• 6:26
  addresses
• 6:27
  a
• 6:27
  real
• 6:27
  tension
• 6:27
  in
• 6:27
  agent-based
• 6:28
  development:
• 6:29
  ask
• 6:29
  permission
• 6:29
  too
• 6:30
  often
• 6:30
  and
• 6:30
  users
• 6:31
  stop
• 6:31
  reading
• 6:31
  the
• 6:31
  prompts;
• 6:32
  ask
• 6:32
  too
• 6:32
  rarely
• 6:33
  and
• 6:33
  agents
• 6:33
  delete
• 6:34
  200
• 6:34
  customer
• 6:34
  records.
• 6:35
  Cursor's
• 6:35
  solution
• 6:36
  is
• 6:36
  a
• 6:36
  classifier
• 6:36
  agent
• 6:37
  that
• 6:37
  sits
• 6:37
  in
• 6:37
  the
• 6:37
  execution
• 6:38
  path
• 6:38
  and
• 6:38
  evaluates
• 6:38
  each
• 6:39
  tool
• 6:39
  call
• 6:39
  in
• 6:39
  context
• 6:40
  before
• 6:40
  it
• 6:40
  runs.
• 6:41
  The
• 6:41
  classifier
• 6:42
  is
• 6:42
  itself
• 6:42
  agentic
• 6:43
  —
• 6:43
  it
• 6:43
  can
• 6:43
  inspect
• 6:44
  workspace
• 6:44
  files
• 6:44
  with
• 6:45
  ReadFile,
• 6:45
  Grep,
• 6:46
  and
• 6:46
  ListDir
• 6:46
  before
• 6:47
  deciding
• 6:47
  whether
• 6:47
  to
• 6:47
  allow
• 6:48
  or
• 6:48
  block
• 6:48
  an
• 6:48
  action.
• 6:49
  When
• 6:50
  it
• 6:50
  blocks,
• 6:51
  it
• 6:51
  returns
• 6:51
  an
• 6:51
  explanation
• 6:52
  to
• 6:52
  the
• 6:52
  parent
• 6:52
  agent,
• 6:53
  which
• 6:53
  can
• 6:53
  often
• 6:53
  find
• 6:54
  a
• 6:54
  safer
• 6:54
  path
• 6:54
  without
• 6:54
  interrupting
• 6:55
  the
• 6:55
  user.
• 6:56
  The
• 6:56
  result:
• 6:57
  only
• 6:57
  about
• 6:57
  4%
• 6:58
  of
• 6:58
  reviewed
• 6:58
  actions
• 6:59
  get
• 6:59
  blocked,
• 6:59
  and
• 7:00
  only
• 7:00
  7%
• 7:00
  of
• 7:00
  total
• 7:01
  sessions
• 7:01
  in
• 7:01
  Auto-review
• 7:02
  mode
• 7:02
  trigger
• 7:02
  even
• 7:03
  a
• 7:03
  single
• 7:03
  user
• 7:03
  interruption.
• 7:05
  Some
• 7:05
  enterprise
• 7:06
  customers
• 7:06
  previously
• 7:06
  saw
• 7:07
  40%
• 7:07
  of
• 7:07
  actions
• 7:08
  blocked.
• 7:09
  The
• 7:09
  key
• 7:09
  insight
• 7:09
  is
• 7:09
  that
• 7:10
  risk
• 7:10
  depends
• 7:10
  on
• 7:10
  the
• 7:10
  relationship
• 7:11
  between
• 7:11
  the
• 7:11
  action,
• 7:11
  the
• 7:11
  user's
• 7:12
  request,
• 7:12
  and
• 7:12
  the
• 7:12
  consequence
• 7:13
  of
• 7:13
  being
• 7:13
  wrong
• 7:13
  —
• 7:14
  not
• 7:15
  on
• 7:15
  the
• 7:15
  action
• 7:15
  in
• 7:15
  isolation.
• 7:16
  The
• 7:17
  infrastructure
• 7:17
  layer
• 7:17
  beneath
• 7:18
  those
• 7:18
  agents
• 7:18
  is
• 7:18
  getting
• 7:18
  interesting
• 7:19
  too.
• 7:20
  Paradigm's
• 7:20
  Centaur
• 7:21
  is
• 7:21
  a
• 7:21
  self-hosted
• 7:21
  agent
• 7:22
  platform
• 7:22
  built
• 7:22
  for
• 7:23
  teams
• 7:23
  that
• 7:23
  want
• 7:23
  one
• 7:23
  shared
• 7:24
  agent
• 7:24
  instead
• 7:24
  of
• 7:24
  many
• 7:24
  one-off
• 7:25
  local
• 7:25
  setups.
• 7:26
  It's
• 7:26
  Slack-native:
• 7:27
  mention
• 7:28
  the
• 7:28
  bot,
• 7:28
  it
• 7:28
  assigns
• 7:28
  a
• 7:29
  Kubernetes
• 7:29
  sandbox
• 7:30
  for
• 7:30
  the
• 7:30
  thread,
• 7:30
  the
• 7:30
  agent
• 7:31
  inspects
• 7:31
  code
• 7:31
  and
• 7:31
  runs
• 7:32
  commands
• 7:32
  in
• 7:32
  isolation,
• 7:33
  and
• 7:33
  progress
• 7:33
  flows
• 7:33
  back
• 7:34
  to
• 7:34
  the
• 7:34
  channel.
• 7:35
  The
• 7:35
  security
• 7:36
  model
• 7:36
  is
• 7:36
  practical
• 7:36
  —
• 7:37
  each
• 7:37
  conversation
• 7:38
  runs
• 7:38
  in
• 7:38
  a
• 7:38
  sandbox
• 7:39
  with
• 7:39
  default-deny
• 7:40
  NetworkPolicy,
• 7:41
  agents
• 7:41
  reach
• 7:41
  the
• 7:41
  outside
• 7:42
  world
• 7:42
  only
• 7:42
  through
• 7:42
  a
• 7:42
  per-sandbox
• 7:43
  iron-proxy,
• 7:44
  and
• 7:44
  raw
• 7:44
  API
• 7:45
  keys
• 7:45
  never
• 7:45
  enter
• 7:45
  the
• 7:46
  sandbox.
• 7:47
  What
• 7:47
  makes
• 7:47
  it
• 7:47
  interesting
• 7:48
  beyond
• 7:48
  yet-another-agent-wrapper
• 7:49
  is
• 7:49
  the
• 7:49
  credential
• 7:50
  boundary:
• 7:51
  sandboxes
• 7:51
  see
• 7:52
  only
• 7:52
  placeholder
• 7:52
  strings
• 7:53
  for
• 7:53
  upstream
• 7:53
  credentials,
• 7:54
  and
• 7:54
  real
• 7:55
  values
• 7:55
  are
• 7:55
  injected
• 7:55
  by
• 7:56
  the
• 7:56
  proxy
• 7:56
  only
• 7:56
  on
• 7:56
  outbound
• 7:57
  requests
• 7:57
  to
• 7:57
  specific
• 7:58
  bound
• 7:58
  hosts.
• 7:59
  Taking
• 7:59
  the
• 7:59
  sandbox
• 8:00
  concept
• 8:00
  in
• 8:00
  a
• 8:00
  different
• 8:01
  direction,
• 8:02
  sandboxd
• 8:02
  is
• 8:02
  an
• 8:02
  open-source
• 8:03
  engine
• 8:03
  for
• 8:03
  AI
• 8:04
  app-builder
• 8:04
  products
• 8:04
  —
• 8:05
  the
• 8:05
  infrastructure
• 8:06
  that
• 8:06
  powers
• 8:06
  "type
• 8:06
  a
• 8:06
  prompt,
• 8:07
  get
• 8:07
  a
• 8:07
  live
• 8:07
  website"
• 8:08
  experiences
• 8:08
  like
• 8:08
  Lovable
• 8:09
  or
• 8:09
  Bolt,
• 8:10
  but
• 8:10
  self-hosted.
• 8:11
  One
• 8:11
  Go
• 8:11
  binary
• 8:12
  tells
• 8:12
  Docker
• 8:12
  what
• 8:13
  to
• 8:13
  do,
• 8:13
  with
• 8:13
  Traefik
• 8:14
  handling
• 8:14
  URLs
• 8:15
  and
• 8:15
  SQLite
• 8:15
  as
• 8:15
  the
• 8:15
  database.
• 8:17
  The
• 8:17
  clever
• 8:17
  bit
• 8:17
  is
• 8:17
  density:
• 8:18
  sandboxes
• 8:19
  go
• 8:19
  to
• 8:19
  sleep
• 8:19
  when
• 8:19
  idle
• 8:19
  (freeing
• 8:20
  memory)
• 8:20
  and
• 8:20
  wake
• 8:20
  on
• 8:20
  the
• 8:21
  next
• 8:21
  HTTP
• 8:21
  request,
• 8:22
  so
• 8:22
  a
• 8:23
  single
• 8:23
  server
• 8:23
  handles
• 8:23
  dozens
• 8:24
  of
• 8:24
  users
• 8:24
  instead
• 8:25
  of
• 8:25
  needing
• 8:25
  a
• 8:25
  VM
• 8:25
  each.
• 8:26
  It
• 8:26
  ships
• 8:26
  with
• 8:27
  OpenCode
• 8:27
  and
• 8:27
  Claude
• 8:27
  Code
• 8:28
  CLIs
• 8:28
  pre-installed
• 8:29
  in
• 8:29
  every
• 8:29
  sandbox.
• 8:30
  The
• 8:30
  authors
• 8:30
  are
• 8:30
  refreshingly
• 8:31
  honest
• 8:31
  about
• 8:31
  what
• 8:32
  it
• 8:32
  is
• 8:32
  and
• 8:32
  isn't
• 8:32
  —
• 8:33
  if
• 8:33
  you
• 8:33
  need
• 8:33
  one
• 8:34
  or
• 8:34
  two
• 8:34
  containers
• 8:34
  for
• 8:35
  yourself,
• 8:36
  a
• 8:36
  shell
• 8:36
  script
• 8:36
  is
• 8:36
  simpler;
• 8:37
  sandboxd
• 8:38
  earns
• 8:38
  its
• 8:38
  keep
• 8:39
  when
• 8:39
  you're
• 8:39
  running
• 8:39
  many
• 8:39
  sandboxes
• 8:40
  for
• 8:40
  other
• 8:40
  people.
• 8:44
  The
• 8:44
  most
• 8:45
  conceptually
• 8:45
  ambitious
• 8:46
  project
• 8:46
  in
• 8:46
  today's
• 8:46
  batch
• 8:47
  is
• 8:47
  unsorry
• 8:47
  —
• 8:48
  a
• 8:48
  distributed
• 8:49
  swarm
• 8:49
  of
• 8:49
  autonomous
• 8:50
  AI
• 8:50
  agents
• 8:51
  that
• 8:51
  pull
• 8:51
  open
• 8:51
  goals
• 8:51
  from
• 8:52
  a
• 8:52
  shared
• 8:52
  repository,
• 8:53
  attempt
• 8:53
  Lean
• 8:54
  4
• 8:54
  proofs,
• 8:54
  verify
• 8:55
  them
• 8:55
  against
• 8:55
  the
• 8:55
  kernel,
• 8:56
  and
• 8:56
  merge
• 8:56
  them
• 8:56
  back
• 8:56
  into
• 8:57
  a
• 8:57
  machine-verified
• 8:57
  library
• 8:58
  with
• 8:58
  no
• 8:58
  human
• 8:58
  in
• 8:58
  the
• 8:58
  correctness
• 8:59
  path.
• 9:01
  The
• 9:01
  safety
• 9:01
  argument
• 9:01
  is
• 9:01
  elegant:
• 9:02
  trust
• 9:02
  is
• 9:02
  free
• 9:03
  because
• 9:03
  the
• 9:03
  Lean
• 9:03
  kernel
• 9:04
  re-checks
• 9:04
  everything.
• 9:05
  A
• 9:05
  proof
• 9:05
  compiles
• 9:05
  or
• 9:05
  it
• 9:06
  doesn't;
• 9:06
  a
• 9:06
  careless
• 9:07
  or
• 9:07
  adversarial
• 9:08
  agent
• 9:08
  cannot
• 9:08
  poison
• 9:08
  the
• 9:08
  library.
• 9:09
  The
• 9:10
  work
• 9:10
  queue,
• 9:10
  claims,
• 9:10
  and
• 9:11
  coordination
• 9:11
  are
• 9:11
  all
• 9:11
  files
• 9:12
  in
• 9:12
  the
• 9:12
  repo
• 9:12
  —
• 9:13
  no
• 9:13
  queue
• 9:13
  server,
• 9:13
  no
• 9:14
  database,
• 9:14
  no
• 9:14
  central
• 9:14
  judge.
• 9:15
  Check-out
• 9:16
  and
• 9:16
  check-in
• 9:16
  are
• 9:16
  git
• 9:16
  operations
• 9:17
  plus
• 9:17
  a
• 9:17
  local
• 9:17
  build.
• 9:18
  The
• 9:18
  project
• 9:19
  has
• 9:19
  moved
• 9:19
  past
• 9:19
  proof-of-concept.
• 9:21
  Five
• 9:21
  mathlib-absent
• 9:22
  results
• 9:22
  have
• 9:22
  been
• 9:22
  proved,
• 9:23
  including
• 9:23
  Nicomachus's
• 9:24
  theorem
• 9:24
  (∑k³
• 9:25
  =
• 9:25
  (∑k)²)
• 9:26
  and
• 9:26
  a
• 9:26
  forced
• 9:27
  depth-3
• 9:27
  decomposition
• 9:28
  tree
• 9:28
  of
• 9:28
  13
• 9:28
  kernel-verified
• 9:29
  lemmas
• 9:29
  for
• 9:29
  the
• 9:29
  Platonic–Schläfli
• 9:30
  classification.
• 9:31
  Dependency
• 9:32
  reuse
• 9:32
  is
• 9:32
  demonstrated:
• 9:33
  the
• 9:33
  triangular
• 9:34
  closed
• 9:34
  form
• 9:34
  was
• 9:34
  proved
• 9:35
  in
• 9:35
  under
• 9:35
  five
• 9:35
  minutes
• 9:36
  by
• 9:36
  importing
• 9:36
  the
• 9:36
  swarm's
• 9:36
  own
• 9:36
  Nicomachus
• 9:37
  lemma.
• 9:38
  Three
• 9:38
  adversarial
• 9:39
  red-team
• 9:39
  rounds
• 9:39
  have
• 9:39
  been
• 9:39
  passed.
• 9:40
  The
• 9:41
  honest
• 9:41
  limits
• 9:41
  are
• 9:41
  clearly
• 9:42
  stated:
• 9:43
  elementary
• 9:43
  lemmas
• 9:43
  prove
• 9:44
  the
• 9:44
  loop
• 9:44
  works,
• 9:45
  not
• 9:45
  that
• 9:45
  the
• 9:45
  research
• 9:45
  frontier
• 9:46
  has
• 9:46
  moved;
• 9:47
  the
• 9:47
  open
• 9:47
  question
• 9:48
  is
• 9:48
  whether
• 9:48
  the
• 9:48
  swarm
• 9:48
  scales
• 9:49
  and
• 9:49
  sharpens
• 9:49
  against
• 9:49
  genuinely
• 9:50
  hard
• 9:50
  targets.
• 9:51
  The
• 9:51
  project's
• 9:52
  gate
• 9:52
  structure
• 9:52
  is
• 9:52
  worth
• 9:52
  noting
• 9:53
  —
• 9:53
  Gate
• 9:54
  A
• 9:54
  (soundness)
• 9:54
  runs
• 9:54
  a
• 9:54
  full
• 9:55
  lake
• 9:55
  build
• 9:55
  and
• 9:55
  rejects
• 9:56
  any
• 9:56
  sorry
• 9:56
  or
• 9:56
  admit;
• 9:57
  Gate
• 9:57
  B
• 9:58
  (hygiene)
• 9:58
  validates
• 9:58
  coordination
• 9:59
  artifacts
• 10:00
  but
• 10:00
  can
• 10:00
  never
• 10:01
  admit
• 10:01
  anything
• 10:01
  into
• 10:01
  the
• 10:01
  library.
• 10:02
  A
• 10:02
  parallel
• 10:03
  effort
• 10:03
  documented
• 10:04
  in
• 10:04
  the
• 10:04
  agent-harness-generator
• 10:05
  worklog
• 10:06
  demonstrates
• 10:06
  how
• 10:06
  external
• 10:07
  teams
• 10:07
  can
• 10:07
  compete
• 10:08
  on
• 10:08
  unsorry's
• 10:08
  leaderboard
• 10:09
  using
• 10:09
  their
• 10:10
  own
• 10:10
  algorithm
• 10:10
  stacks.
• 10:11
  The
• 10:11
  worklog
• 10:12
  records
• 10:12
  a
• 10:12
  12-step
• 10:13
  ADR-driven
• 10:13
  campaign:
• 10:14
  ground-truth
• 10:15
  the
• 10:15
  queue,
• 10:15
  architect
• 10:16
  a
• 10:16
  four-layer
• 10:16
  tool
• 10:17
  stack
• 10:17
  (sublinear
• 10:17
  goal
• 10:18
  selection,
• 10:19
  vector-based
• 10:19
  lemma
• 10:19
  reuse,
• 10:20
  proof
• 10:21
  memory
• 10:21
  with
• 10:21
  Ed25519
• 10:23
  attestation,
• 10:24
  and
• 10:24
  a
• 10:24
  metaharness
• 10:24
  wiring
• 10:25
  layer),
• 10:25
  verify
• 10:25
  the
• 10:25
  toolchain,
• 10:26
  produce
• 10:27
  kernel-verified
• 10:28
  proofs,
• 10:28
  and
• 10:28
  submit
• 10:29
  via
• 10:29
  the
• 10:29
  official
• 10:30
  AISP
• 10:30
  claim
• 10:30
  protocol.
• 10:32
  A
• 10:32
  swarm
• 10:32
  of
• 10:32
  40
• 10:32
  agents
• 10:33
  produced
• 10:33
  32
• 10:34
  independently
• 10:34
  kernel-verified
• 10:35
  proofs
• 10:35
  in
• 10:35
  roughly
• 10:36
  three
• 10:36
  minutes.
• 10:37
  The
• 10:37
  course-correction
• 10:38
  is
• 10:38
  instructive
• 10:38
  —
• 10:39
  concurrent
• 10:40
  agents
• 10:40
  converged
• 10:40
  on
• 10:40
  the
• 10:41
  same
• 10:41
  goal
• 10:41
  and
• 10:41
  produced
• 10:42
  duplicate
• 10:42
  PRs,
• 10:43
  prompting
• 10:43
  a
• 10:43
  switch
• 10:44
  to
• 10:44
  sequential
• 10:44
  submission.
• 10:45
  The
• 10:45
  team
• 10:46
  explicitly
• 10:46
  committed
• 10:47
  to
• 10:47
  controlled,
• 10:47
  one-goal-at-a-time
• 10:48
  contributions
• 10:49
  rather
• 10:49
  than
• 10:49
  autonomous
• 10:50
  mass
• 10:50
  fan-out
• 10:51
  on
• 10:51
  a
• 10:51
  collaborator's
• 10:52
  repository.
• 10:56
  As
• 10:56
  AI
• 10:56
  agents
• 10:57
  write
• 10:57
  more
• 10:57
  code,
• 10:57
  understanding
• 10:58
  the
• 10:58
  blast
• 10:58
  radius
• 10:59
  of
• 10:59
  changes
• 10:59
  becomes
• 11:00
  critical.
• 11:00
  codeindex
• 11:01
  builds
• 11:01
  a
• 11:01
  temporal
• 11:02
  code
• 11:02
  knowledge
• 11:02
  graph
• 11:03
  —
• 11:03
  a
• 11:03
  persistent
• 11:04
  SQLite
• 11:04
  store
• 11:05
  of
• 11:05
  file
• 11:05
  dependencies,
• 11:05
  symbol
• 11:06
  locations,
• 11:06
  and
• 11:06
  git-history-aware
• 11:07
  impact
• 11:08
  scores.
• 11:08
  Point
• 11:08
  it
• 11:08
  at
• 11:08
  any
• 11:09
  project
• 11:09
  across
• 11:09
  12+
• 11:10
  languages
• 11:10
  and
• 11:10
  get
• 11:11
  per-file
• 11:11
  blast-radius
• 11:12
  scores
• 11:12
  (direct
• 11:12
  dependents
• 11:13
  +
• 11:13
  0.5×
• 11:14
  transitive
• 11:14
  dependents),
• 11:14
  hybrid
• 11:15
  semantic
• 11:15
  search
• 11:15
  over
• 11:15
  symbols
• 11:16
  (natural-language
• 11:16
  queries
• 11:17
  fused
• 11:17
  with
• 11:17
  keyword
• 11:17
  and
• 11:17
  graph
• 11:18
  expansion),
• 11:18
  and
• 11:18
  historical
• 11:19
  as-of
• 11:19
  queries
• 11:19
  to
• 11:19
  see
• 11:19
  what
• 11:20
  the
• 11:20
  dependency
• 11:20
  graph
• 11:20
  looked
• 11:20
  like
• 11:21
  at
• 11:21
  any
• 11:21
  prior
• 11:21
  commit.
• 11:22
  The
• 11:22
  MCP
• 11:22
  server
• 11:23
  integration
• 11:23
  is
• 11:23
  well-designed:
• 11:24
  10
• 11:24
  tools
• 11:24
  including
• 11:25
  get
• 11:25
  impact,
• 11:26
  lookup
• 11:26
  symbol,
• 11:27
  semantic
• 11:27
  search,
• 11:27
  and
• 11:28
  temporal
• 11:28
  impact,
• 11:29
  so
• 11:29
  Claude
• 11:29
  or
• 11:29
  other
• 11:30
  MCP
• 11:30
  clients
• 11:30
  can
• 11:31
  check
• 11:31
  blast
• 11:31
  radius
• 11:32
  before
• 11:32
  modifying
• 11:33
  high-impact
• 11:33
  files.
• 11:34
  The
• 11:34
  claimed
• 11:34
  token
• 11:34
  savings
• 11:35
  on
• 11:35
  symbol-location
• 11:36
  tasks
• 11:36
  are
• 11:36
  60–90%,
• 11:38
  which
• 11:38
  tracks
• 11:38
  —
• 11:39
  replacing
• 11:39
  a
• 11:39
  full-repo
• 11:40
  grep
• 11:40
  with
• 11:40
  an
• 11:40
  O(1)
• 11:40
  symbol
• 11:41
  lookup
• 11:41
  from
• 11:41
  a
• 11:41
  pre-built
• 11:42
  index
• 11:42
  is
• 11:42
  the
• 11:42
  kind
• 11:43
  of
• 11:43
  unglamorous
• 11:43
  optimization
• 11:44
  that
• 11:44
  compounds
• 11:45
  over
• 11:45
  hundreds
• 11:45
  of
• 11:45
  sessions.
• 11:47
  On
• 11:47
  the
• 11:47
  operational
• 11:47
  side,
• 11:48
  a
• 11:48
  developer
• 11:49
  demonstrated
• 11:49
  how
• 11:49
  to
• 11:49
  make
• 11:50
  an
• 11:50
  LLM
• 11:50
  pipeline
• 11:51
  survive
• 11:51
  a
• 11:51
  provider
• 11:51
  outage
• 11:52
  using
• 11:52
  a
• 11:52
  stateful
• 11:53
  finite
• 11:53
  state
• 11:53
  machine
• 11:54
  rather
• 11:55
  than
• 11:55
  the
• 11:55
  stateless
• 11:55
  HTTP
• 11:56
  retries
• 11:56
  offered
• 11:57
  by
• 11:57
  gateway-level
• 11:57
  tools
• 11:58
  like
• 11:58
  LiteLLM
• 11:58
  or
• 11:58
  Bifrost.
• 12:00
  The
• 12:00
  key
• 12:00
  insight:
• 12:01
  a
• 12:01
  gateway
• 12:01
  sees
• 12:02
  an
• 12:02
  HTTP
• 12:02
  request
• 12:03
  that
• 12:03
  needs
• 12:03
  a
• 12:03
  retry,
• 12:04
  but
• 12:04
  it
• 12:04
  doesn't
• 12:05
  know
• 12:05
  the
• 12:05
  failed
• 12:05
  call
• 12:05
  was
• 12:06
  step
• 12:06
  2
• 12:06
  of
• 12:06
  a
• 12:06
  3-step
• 12:07
  credit
• 12:07
  application
• 12:07
  pipeline.
• 12:08
  The
• 12:09
  FSM
• 12:09
  approach
• 12:09
  treats
• 12:10
  provider
• 12:10
  failure
• 12:10
  as
• 12:11
  a
• 12:11
  state
• 12:11
  transition,
• 12:12
  not
• 12:12
  an
• 12:12
  error
• 12:12
  —
• 12:13
  the
• 12:13
  LLM
• 12:14
  call
• 12:14
  happens
• 12:14
  inside
• 12:14
  a
• 12:14
  TOOL
• 12:15
  step
• 12:15
  that
• 12:15
  catches
• 12:15
  the
• 12:15
  exception
• 12:16
  and
• 12:16
  returns
• 12:17
  a
• 12:17
  numeric
• 12:17
  sentinel,
• 12:18
  and
• 12:18
  the
• 12:18
  FSM
• 12:18
  branches
• 12:19
  to
• 12:19
  a
• 12:19
  provider-switch
• 12:19
  state.
• 12:20
  Both
• 12:20
  retry
• 12:21
  and
• 12:21
  hard-failure
• 12:22
  scenarios
• 12:22
  produce
• 12:22
  the
• 12:22
  same
• 12:23
  trace
• 12:23
  hash
• 12:23
  (SHA-256
• 12:26
  of
• 12:26
  a
• 12:26
  Merkle
• 12:26
  tree
• 12:27
  over
• 12:27
  step
• 12:27
  results),
• 12:28
  which
• 12:28
  means
• 12:28
  you
• 12:28
  get
• 12:28
  a
• 12:28
  cryptographically
• 12:29
  verifiable
• 12:29
  receipt
• 12:30
  of
• 12:30
  what
• 12:30
  happened
• 12:30
  during
• 12:30
  the
• 12:31
  fallback.
• 12:32
  It's
• 12:32
  a
• 12:32
  demo,
• 12:32
  not
• 12:32
  production
• 12:33
  code,
• 12:33
  but
• 12:33
  the
• 12:33
  architectural
• 12:34
  distinction
• 12:34
  —
• 12:35
  "what
• 12:35
  state
• 12:35
  was
• 12:35
  the
• 12:36
  pipeline
• 12:36
  in
• 12:36
  when
• 12:36
  the
• 12:36
  provider
• 12:37
  failed?"
• 12:37
  versus
• 12:38
  "did
• 12:38
  this
• 12:38
  HTTP
• 12:38
  call
• 12:39
  succeed?"
• 12:40
  —
• 12:40
  is
• 12:40
  the
• 12:40
  right
• 12:40
  question
• 12:40
  for
• 12:41
  anyone
• 12:41
  running
• 12:41
  multi-step
• 12:42
  agent
• 12:42
  workflows.
• 12:43
  Rounding
• 12:43
  out
• 12:44
  the
• 12:44
  tooling
• 12:44
  theme,
• 12:44
  the
• 12:44
  Langcraft
• 12:45
  Flux
• 12:45
  deep-dive
• 12:46
  provides
• 12:46
  a
• 12:46
  10-chapter
• 12:47
  architectural
• 12:47
  walkthrough
• 12:48
  of
• 12:48
  a
• 12:48
  multi-source
• 12:48
  social-relevance
• 12:49
  search
• 12:49
  engine
• 12:49
  built
• 12:50
  as
• 12:50
  an
• 12:50
  agent
• 12:50
  skill.
• 12:51
  The
• 12:51
  design
• 12:52
  uses
• 12:52
  a
• 12:52
  SKILL.md
• 12:53
  file
• 12:53
  as
• 12:53
  the
• 12:53
  control
• 12:54
  plane
• 12:54
  (explicit
• 12:54
  guardrails
• 12:55
  and
• 12:55
  coordination
• 12:56
  for
• 12:56
  the
• 12:56
  host
• 12:56
  model),
• 12:57
  source
• 12:57
  adapters
• 12:57
  for
• 12:58
  Reddit,
• 12:58
  X,
• 12:59
  YouTube,
• 12:59
  GitHub,
• 13:00
  and
• 13:00
  web
• 13:01
  search
• 13:01
  with
• 13:01
  a
• 13:01
  BYO-credentials
• 13:02
  model,
• 13:03
  and
• 13:03
  weighted
• 13:03
  Reciprocal
• 13:03
  Rank
• 13:04
  Fusion
• 13:04
  for
• 13:04
  cross-source
• 13:05
  ranking
• 13:05
  with
• 13:05
  per-author
• 13:06
  caps
• 13:06
  and
• 13:06
  entity-aware
• 13:07
  clustering.
• 13:08
  The
• 13:08
  pattern
• 13:08
  —
• 13:08
  one
• 13:09
  skill,
• 13:09
  one
• 13:09
  engine,
• 13:10
  many
• 13:10
  sources,
• 13:11
  very
• 13:11
  explicit
• 13:11
  guardrails
• 13:12
  —
• 13:13
  is
• 13:13
  a
• 13:13
  template
• 13:13
  worth
• 13:13
  studying
• 13:14
  for
• 13:14
  anyone
• 13:14
  building
• 13:15
  production
• 13:15
  agent
• 13:15
  skills.
• 13:19
  Microsoft
• 13:20
  unveiled
• 13:20
  Majorana
• 13:21
  2,
• 13:21
  a
• 13:22
  next-generation
• 13:22
  topological
• 13:23
  quantum
• 13:23
  chip
• 13:23
  whose
• 13:24
  qubits
• 13:24
  maintain
• 13:24
  quantum
• 13:25
  state
• 13:25
  1,000
• 13:25
  times
• 13:26
  longer
• 13:26
  than
• 13:26
  the
• 13:26
  first
• 13:27
  generation
• 13:27
  —
• 13:28
  a
• 13:28
  mean
• 13:28
  lifetime
• 13:28
  of
• 13:28
  20
• 13:29
  seconds,
• 13:29
  with
• 13:29
  some
• 13:30
  instances
• 13:30
  lasting
• 13:30
  a
• 13:30
  full
• 13:31
  minute.
• 13:31
  For
• 13:32
  context,
• 13:32
  other
• 13:33
  common
• 13:33
  approaches
• 13:33
  measure
• 13:34
  qubit
• 13:34
  lifetimes
• 13:34
  in
• 13:35
  microseconds.
• 13:36
  The
• 13:36
  chip
• 13:36
  uses
• 13:36
  a
• 13:36
  lead
• 13:37
  superconductor
• 13:37
  (replacing
• 13:38
  the
• 13:38
  original
• 13:38
  aluminum)
• 13:38
  to
• 13:38
  shield
• 13:39
  qubits
• 13:39
  from
• 13:39
  cosmic
• 13:40
  disturbances,
• 13:40
  a
• 13:41
  materials
• 13:41
  change
• 13:41
  that
• 13:41
  took
• 13:42
  years
• 13:42
  to
• 13:42
  balance
• 13:42
  against
• 13:42
  other
• 13:43
  tradeoffs.
• 13:44
  Combined
• 13:44
  with
• 13:44
  one-microsecond
• 13:45
  operations
• 13:45
  and
• 13:45
  1/100-millimeter
• 13:46
  qubit
• 13:46
  size,
• 13:47
  Microsoft
• 13:47
  now
• 13:48
  expects
• 13:48
  a
• 13:48
  commercially
• 13:48
  valuable
• 13:49
  quantum
• 13:49
  computer
• 13:49
  by
• 13:49
  2029,
• 13:51
  cutting
• 13:51
  the
• 13:51
  original
• 13:51
  timeline
• 13:52
  in
• 13:52
  half.
• 13:53
  The
• 13:53
  agentic
• 13:53
  AI
• 13:53
  angle
• 13:54
  is
• 13:54
  the
• 13:54
  novel
• 13:54
  part:
• 13:55
  Microsoft
• 13:55
  Discovery
• 13:56
  agents
• 13:56
  manage
• 13:56
  workflows,
• 13:57
  automate
• 13:57
  measurements,
• 13:58
  optimize
• 13:58
  fabrication,
• 13:59
  and
• 13:59
  pinpoint
• 14:00
  previously
• 14:00
  unnoticed
• 14:01
  flaws
• 14:01
  in
• 14:01
  the
• 14:01
  quantum
• 14:01
  hardware
• 14:02
  development
• 14:02
  process.
• 14:03
  As
• 14:03
  Chetan
• 14:03
  Nayak
• 14:04
  put
• 14:04
  it,
• 14:05
  "Agentic
• 14:05
  AI
• 14:05
  has
• 14:05
  permeated
• 14:06
  almost
• 14:06
  everything
• 14:07
  we
• 14:07
  do."
• 14:08
  The
• 14:08
  agents
• 14:08
  cut
• 14:09
  measurement
• 14:09
  cycle
• 14:09
  times
• 14:10
  by
• 14:10
  orders
• 14:10
  of
• 14:10
  magnitude
• 14:11
  for
• 14:11
  a
• 14:11
  task
• 14:11
  that
• 14:11
  earlier
• 14:12
  ML
• 14:12
  approaches
• 14:12
  couldn't
• 14:13
  automate.
• 14:14
  At
• 14:14
  a
• 14:14
  very
• 14:14
  different
• 14:15
  layer
• 14:15
  of
• 14:15
  the
• 14:15
  compute
• 14:15
  stack,
• 14:16
  NVIDIA
• 14:16
  Labs
• 14:17
  released
• 14:17
  cuTile
• 14:17
  Rust
• 14:18
  —
• 14:19
  a
• 14:19
  system
• 14:19
  for
• 14:19
  writing
• 14:20
  memory-safe,
• 14:21
  data-race-free
• 14:21
  GPU
• 14:22
  kernels
• 14:22
  in
• 14:22
  idiomatic
• 14:23
  Rust.
• 14:24
  It
• 14:24
  extends
• 14:24
  Rust's
• 14:25
  ownership
• 14:25
  discipline
• 14:26
  across
• 14:26
  the
• 14:26
  GPU
• 14:26
  launch
• 14:27
  boundary:
• 14:28
  mutable
• 14:28
  tensors
• 14:29
  are
• 14:29
  partitioned
• 14:29
  into
• 14:29
  disjoint
• 14:30
  pieces
• 14:30
  before
• 14:31
  launch,
• 14:32
  immutable
• 14:32
  tensors
• 14:32
  are
• 14:33
  shared,
• 14:33
  and
• 14:33
  generated
• 14:34
  launchers
• 14:34
  preserve
• 14:35
  ownership
• 14:35
  while
• 14:36
  GPU
• 14:36
  work
• 14:36
  is
• 14:37
  in
• 14:37
  flight.
• 14:38
  The
• 14:38
  #[cutile::module]
• 14:38
  macro
• 14:39
  embeds
• 14:39
  a
• 14:39
  captured
• 14:40
  Rust
• 14:40
  AST
• 14:40
  for
• 14:41
  each
• 14:41
  kernel
• 14:41
  in
• 14:41
  the
• 14:41
  host
• 14:41
  binary
• 14:42
  and
• 14:42
  JIT-compiles
• 14:43
  through
• 14:43
  CUDA
• 14:43
  Tile
• 14:44
  IR
• 14:44
  at
• 14:44
  runtime.
• 14:45
  Performance
• 14:46
  is
• 14:46
  serious:
• 14:47
  on
• 14:47
  NVIDIA
• 14:48
  B200,
• 14:49
  cuTile
• 14:50
  Rust
• 14:50
  reaches
• 14:50
  91%
• 14:51
  of
• 14:51
  peak
• 14:52
  memory
• 14:52
  bandwidth
• 14:53
  for
• 14:53
  element-wise
• 14:54
  operations
• 14:54
  and
• 14:55
  92%
• 14:55
  of
• 14:56
  dense
• 14:56
  f16
• 14:56
  peak
• 14:57
  for
• 14:57
  GEMM,
• 14:58
  competitive
• 14:58
  with
• 14:58
  cuBLAS.
• 15:00
  The
• 15:00
  safety
• 15:00
  overhead
• 15:01
  is
• 15:01
  effectively
• 15:02
  zero
• 15:02
  —
• 15:03
  safe
• 15:03
  Rust
• 15:04
  persistent
• 15:04
  GEMM
• 15:04
  is
• 15:05
  within
• 15:05
  0.3%
• 15:06
  of
• 15:06
  the
• 15:06
  corresponding
• 15:07
  low-level
• 15:08
  Tile
• 15:08
  IR
• 15:08
  variant.
• 15:09
  The
• 15:10
  companion
• 15:10
  Grout
• 15:10
  inference
• 15:11
  engine
• 15:11
  (built
• 15:11
  with
• 15:11
  Hugging
• 15:12
  Face)
• 15:12
  achieves
• 15:13
  171
• 15:14
  tokens/s
• 15:15
  for
• 15:15
  Qwen3-4B
• 15:16
  on
• 15:16
  RTX
• 15:16
  5090.
• 15:18
  On
• 15:18
  the
• 15:18
  training
• 15:19
  theory
• 15:19
  side,
• 15:20
  the
• 15:20
  Stochastic
• 15:21
  Weight
• 15:21
  Averaging
• 15:21
  (SWA)
• 15:22
  paper
• 15:22
  by
• 15:22
  Izmailov
• 15:23
  et
• 15:23
  al.
• 15:24
  offers
• 15:24
  a
• 15:25
  technique
• 15:25
  that
• 15:25
  remains
• 15:26
  underappreciated
• 15:27
  despite
• 15:27
  its
• 15:27
  simplicity:
• 15:28
  average
• 15:29
  multiple
• 15:29
  points
• 15:29
  along
• 15:30
  the
• 15:30
  SGD
• 15:30
  trajectory
• 15:31
  with
• 15:31
  a
• 15:31
  cyclical
• 15:32
  or
• 15:32
  constant
• 15:32
  learning
• 15:33
  rate,
• 15:33
  and
• 15:33
  the
• 15:34
  resulting
• 15:34
  model
• 15:34
  finds
• 15:35
  flatter,
• 15:36
  wider
• 15:36
  optima
• 15:36
  that
• 15:37
  generalize
• 15:37
  better
• 15:37
  than
• 15:38
  standard
• 15:38
  SGD
• 15:39
  convergence.
• 15:40
  The
• 15:40
  geometric
• 15:41
  insight
• 15:41
  is
• 15:42
  that
• 15:42
  SGD
• 15:42
  with
• 15:42
  a
• 15:42
  high
• 15:43
  learning
• 15:43
  rate
• 15:43
  traverses
• 15:44
  the
• 15:44
  surface
• 15:44
  of
• 15:45
  a
• 15:45
  set
• 15:45
  of
• 15:45
  good
• 15:45
  solutions,
• 15:46
  and
• 15:46
  averaging
• 15:47
  the
• 15:47
  iterates
• 15:47
  moves
• 15:48
  inside
• 15:48
  that
• 15:48
  set
• 15:49
  to
• 15:49
  a
• 15:49
  more
• 15:49
  central
• 15:49
  point.
• 15:51
  On
• 15:51
  ImageNet,
• 15:52
  SWA
• 15:52
  achieves
• 15:53
  0.6–0.9%
• 15:56
  improvement
• 15:57
  over
• 15:57
  pretrained
• 15:57
  ResNet
• 15:58
  and
• 15:58
  DenseNet
• 15:58
  models
• 15:59
  in
• 15:59
  just
• 15:59
  10
• 15:59
  extra
• 16:00
  epochs,
• 16:00
  with
• 16:01
  essentially
• 16:01
  zero
• 16:01
  computational
• 16:02
  overhead.
• 16:03
  For
• 16:04
  practitioners
• 16:04
  fine-tuning
• 16:05
  local
• 16:05
  models
• 16:06
  on
• 16:06
  domain-specific
• 16:07
  data,
• 16:07
  SWA
• 16:08
  is
• 16:08
  a
• 16:08
  free
• 16:09
  lunch
• 16:09
  that
• 16:09
  should
• 16:09
  be
• 16:09
  standard
• 16:10
  procedure.
• 16:14
  Stuart
• 16:15
  Winter-Tear's
• 16:15
  essay
• 16:15
  on
• 16:15
  corporate
• 16:16
  knowledge
• 16:16
  debt
• 16:16
  cuts
• 16:17
  to
• 16:17
  a
• 16:17
  problem
• 16:17
  that
• 16:17
  most
• 16:18
  enterprise
• 16:18
  AI
• 16:18
  deployments
• 16:19
  are
• 16:19
  trying
• 16:19
  to
• 16:19
  ignore:
• 16:20
  companies
• 16:21
  have
• 16:21
  spent
• 16:21
  years
• 16:21
  letting
• 16:21
  knowledge
• 16:22
  rot
• 16:22
  in
• 16:22
  wikis,
• 16:23
  dashboards,
• 16:23
  Slack
• 16:24
  threads,
• 16:24
  half-updated
• 16:25
  docs,
• 16:25
  and
• 16:25
  tribal
• 16:26
  memory.
• 16:27
  Now
• 16:27
  they
• 16:27
  want
• 16:27
  agents
• 16:27
  to
• 16:27
  act
• 16:28
  on
• 16:28
  that
• 16:28
  mess.
• 16:29
  Google's
• 16:29
  new
• 16:29
  Open
• 16:30
  Knowledge
• 16:30
  Format
• 16:30
  —
• 16:31
  markdown
• 16:31
  files,
• 16:32
  YAML
• 16:32
  frontmatter,
• 16:33
  links,
• 16:34
  folders
• 16:34
  —
• 16:35
  is
• 16:35
  almost
• 16:35
  aggressively
• 16:36
  boring,
• 16:37
  and
• 16:37
  that
• 16:37
  may
• 16:37
  be
• 16:37
  the
• 16:37
  point.
• 16:38
  The
• 16:38
  bottleneck
• 16:39
  for
• 16:39
  enterprise
• 16:39
  agents
• 16:40
  isn't
• 16:40
  intelligence,
• 16:40
  it's
• 16:41
  context:
• 16:41
  What
• 16:42
  does
• 16:42
  this
• 16:42
  metric
• 16:42
  mean?
• 16:43
  Which
• 16:43
  table
• 16:43
  is
• 16:44
  authoritative?
• 16:44
  Who
• 16:45
  owns
• 16:45
  the
• 16:45
  process?
• 16:46
  A
• 16:46
  folder
• 16:47
  of
• 16:47
  markdown
• 16:47
  doesn't
• 16:47
  answer
• 16:47
  those
• 16:48
  questions,
• 16:48
  but
• 16:48
  it
• 16:48
  forces
• 16:49
  the
• 16:49
  conversation
• 16:50
  about
• 16:50
  whether
• 16:50
  the
• 16:50
  organization
• 16:51
  has
• 16:51
  created
• 16:52
  anything
• 16:52
  stable
• 16:52
  enough
• 16:52
  for
• 16:53
  agents
• 16:53
  to
• 16:53
  act
• 16:53
  on.
• 16:54
  The
• 16:54
  harder
• 16:54
  admission:
• 16:55
  enterprise
• 16:56
  AI
• 16:56
  is
• 16:56
  going
• 16:56
  to
• 16:56
  force
• 16:57
  organizations
• 16:57
  to
• 16:57
  clean
• 16:58
  up
• 16:58
  the
• 16:58
  knowledge,
• 16:58
  process,
• 16:59
  and
• 16:59
  accountability
• 17:00
  debt
• 17:00
  they've
• 17:01
  been
• 17:01
  carrying
• 17:01
  for
• 17:01
  decades.
• 17:02
  On
• 17:02
  the
• 17:03
  workforce
• 17:03
  side,
• 17:04
  Gauntlet
• 17:04
  AI
• 17:04
  is
• 17:04
  running
• 17:05
  a
• 17:05
  10-week,
• 17:05
  full-time,
• 17:06
  in-person
• 17:06
  AI
• 17:07
  engineering
• 17:07
  bootcamp
• 17:08
  in
• 17:08
  Austin
• 17:08
  that's
• 17:08
  funded
• 17:09
  by
• 17:09
  hiring
• 17:09
  partners
• 17:10
  rather
• 17:10
  than
• 17:10
  students.
• 17:10
  The
• 17:11
  curriculum
• 17:11
  escalates
• 17:11
  from
• 17:12
  Claude
• 17:12
  Code
• 17:12
  and
• 17:12
  Cursor
• 17:12
  basics
• 17:13
  through
• 17:13
  RAG
• 17:13
  implementation,
• 17:15
  open-source
• 17:15
  AI
• 17:15
  agents,
• 17:16
  client
• 17:16
  projects,
• 17:17
  fine-tuning
• 17:18
  in
• 17:18
  enterprise
• 17:18
  constraints,
• 17:19
  multi-agent
• 17:19
  legacy
• 17:20
  modernization,
• 17:20
  and
• 17:21
  multimodal
• 17:21
  AI
• 17:21
  —
• 17:22
  culminating
• 17:22
  in
• 17:22
  a
• 17:23
  capstone
• 17:23
  that
• 17:23
  deploys
• 17:23
  an
• 17:24
  RL-based
• 17:24
  system.
• 17:25
  Starting
• 17:25
  compensation
• 17:26
  for
• 17:26
  graduates
• 17:26
  is
• 17:26
  reported
• 17:27
  at
• 17:27
  $200K+,
• 17:28
  with
• 17:28
  hiring
• 17:29
  partners
• 17:29
  including
• 17:29
  enterprise
• 17:30
  engineering
• 17:30
  teams.
• 17:31
  The
• 17:31
  model
• 17:32
  —
• 17:32
  companies
• 17:33
  pay
• 17:33
  to
• 17:33
  watch
• 17:33
  engineers
• 17:34
  build
• 17:34
  under
• 17:34
  pressure,
• 17:35
  then
• 17:35
  hire
• 17:36
  based
• 17:36
  on
• 17:36
  observed
• 17:36
  output
• 17:37
  rather
• 17:37
  than
• 17:37
  resumes
• 17:37
  —
• 17:38
  is
• 17:39
  an
• 17:39
  interesting
• 17:39
  signal
• 17:39
  about
• 17:40
  where
• 17:40
  AI
• 17:40
  engineering
• 17:41
  talent
• 17:41
  demand
• 17:41
  actually
• 17:42
  sits.
• 17:42
  GrapheneOS
• 17:43
  has
• 17:43
  been
• 17:43
  fully
• 17:44
  ported
• 17:44
  to
• 17:44
  Android
• 17:44
  17
• 17:45
  on
• 17:45
  release
• 17:45
  day,
• 17:46
  with
• 17:46
  official
• 17:46
  builds
• 17:47
  coming
• 17:47
  within
• 17:47
  24
• 17:48
  hours
• 17:48
  of
• 17:48
  Google's
• 17:48
  announcement.
• 17:49
  The
• 17:50
  project
• 17:50
  tested
• 17:50
  across
• 17:51
  Pixel
• 17:51
  6a
• 17:51
  through
• 17:52
  Pixel
• 17:52
  10
• 17:52
  Pro
• 17:52
  Fold
• 17:53
  and
• 17:53
  will
• 17:53
  release
• 17:53
  for
• 17:54
  all
• 17:54
  supported
• 17:54
  devices
• 17:55
  simultaneously.
• 17:56
  The
• 17:56
  speed
• 17:57
  is
• 17:57
  remarkable
• 17:57
  for
• 17:58
  a
• 17:58
  privacy-hardened
• 17:58
  mobile
• 17:59
  OS
• 17:59
  that
• 18:00
  must
• 18:00
  maintain
• 18:00
  its
• 18:00
  own
• 18:00
  security
• 18:01
  patches,
• 18:02
  sandboxed
• 18:02
  Play
• 18:02
  compatibility,
• 18:03
  and
• 18:03
  hardware-level
• 18:04
  attestation
• 18:05
  workarounds
• 18:05
  on
• 18:05
  top
• 18:05
  of
• 18:05
  the
• 18:06
  AOSP
• 18:06
  base.
• 18:07
  For
• 18:07
  anyone
• 18:08
  running
• 18:08
  local
• 18:08
  models
• 18:08
  on
• 18:09
  mobile
• 18:09
  or
• 18:09
  concerned
• 18:10
  about
• 18:10
  AI-driven
• 18:10
  device
• 18:11
  attestation
• 18:11
  becoming
• 18:12
  a
• 18:12
  gatekeeper
• 18:12
  for
• 18:13
  what
• 18:13
  software
• 18:13
  is
• 18:13
  allowed
• 18:13
  to
• 18:14
  execute,
• 18:15
  GrapheneOS
• 18:15
  remains
• 18:16
  the
• 18:16
  strongest
• 18:16
  counterweight
• 18:17
  to
• 18:17
  platform
• 18:17
  control.
• 18:19
  Finally,
• 18:20
  "Watch
• 18:20
  My
• 18:20
  Escape"
• 18:20
  —
• 18:21
  a
• 18:21
  Hugging
• 18:21
  Face
• 18:22
  hackathon
• 18:22
  entry
• 18:22
  —
• 18:23
  lets
• 18:23
  users
• 18:23
  create
• 18:24
  2D
• 18:24
  escape
• 18:24
  rooms
• 18:25
  and
• 18:25
  have
• 18:25
  LLMs
• 18:26
  attempt
• 18:26
  to
• 18:26
  solve
• 18:26
  them
• 18:26
  using
• 18:27
  action
• 18:27
  verbs,
• 18:28
  forcing
• 18:28
  models
• 18:29
  to
• 18:29
  reason
• 18:29
  about
• 18:29
  physical
• 18:29
  environments
• 18:30
  rather
• 18:30
  than
• 18:30
  generating
• 18:31
  text.
• 18:32
  It's
• 18:32
  a
• 18:32
  sandbox
• 18:32
  game
• 18:33
  running
• 18:33
  locally,
• 18:34
  built
• 18:34
  for
• 18:34
  the
• 18:34
  Build
• 18:34
  Small
• 18:35
  Hackathon,
• 18:35
  and
• 18:35
  the
• 18:35
  community
• 18:36
  response
• 18:36
  highlights
• 18:37
  an
• 18:37
  underexplored
• 18:37
  niche:
• 18:38
  using
• 18:38
  spatial
• 18:39
  reasoning
• 18:39
  puzzles
• 18:40
  as
• 18:40
  LLM
• 18:40
  evaluation
• 18:41
  tools,
• 18:42
  where
• 18:42
  the
• 18:42
  gameplay
• 18:42
  of
• 18:42
  designing
• 18:43
  the
• 18:43
  challenge
• 18:43
  is
• 18:43
  the
• 18:43
  product,
• 18:44
  and
• 18:44
  the
• 18:44
  model's
• 18:45
  attempt
• 18:45
  to
• 18:45
  solve
• 18:45
  it
• 18:46
  is
• 18:46
  the
• 18:46
  entertainment.