BlogBarley: November 2025

20251129

Mars Perseverance Sol 1698: Left Navigation Camera (Navcam)

NASA's Mars Perseverance rover acquired these images using its onboard Left Navigation Camera (Navcam). The camera is located high on the rover's mast and aids in driving.

Images acquired on Nov. 29, 2025 (Sol 1698) at the local mean solar time of 14:53:24.

Image Credit: NASA/JPL-Caltech

Assembled by Barley Culiner with GIMP

Mars Perseverance Sol 1698: Left Navigation Camera (Navcam)

NASA's Mars Perseverance rover acquired these images using its onboard Left Navigation Camera (Navcam). The camera is located high on the rover's mast and aids in driving.

Images acquired on Nov. 29, 2025 (Sol 1698) at the local mean solar time of 14:38:16.

Image Credit: NASA/JPL-Caltech

Assembled by Barley Culiner with GIMP

20251128

Indoctrination sphere -rough notes

rough draft notes, how to generate a "Manchurian Candidate" and population control

Whisk Experiment

Method

walled garden 25.289

media saturation protocol

full control of electronics (smartphone, laptop, television, etc.)

purpose: from covert lone wolf mission to full population control

PSYOP docs:

The Nature of Psychological Warfare https://www.cia.gov/readingroom/document/cia-rdp81-01043r002400220001-6 SECURITY RESTRICTED INFORMATION Declassified in Part

PSYCHOLOGICAL OPERATIONS Principles and Case Studies https://www.govinfo.gov/content/pkg/GOVPUB-D301-PURL-LPS46803/pdf/GOVPUB-D301-PURL-LPS46803.pdf

INTELLIGENCE SUPPORT FOR PSYCHOLOGICAL OPERATIONS https://www.cia.gov/readingroom/document/cia-rdp80r01731r003500180010-8

......

MKMIL019 Activate Agent -in progress, unfinished post https://blogbarley.blogspot.com/2025/10/mk-mil-19-activate-agent-in-progress.html

https://blogbarley.blogspot.com/2025/10/mk-program-links-for-future-projects.html

method for subjects that don't fit the mold

25.289 Electric Walled Garden: Practical Use https://blogbarley.blogspot.com/2025/10/25289-electric-walled-garden-practical.html

......

method for remote subject and population conquest

https://blogbarley.blogspot.com/2024/06/micromachined-nanobot-human-command-and.html

viral infection vector deemed beneficial to program, more subservient civilians

future use:

https://blogbarley.blogspot.com/2025/08/12025226-exploration-colonization.html

DIA Anomalous Acute and Subacute Field Effects on Human Biological Tissues https://blogbarley.blogspot.com/2025/12/12025339-crv-nontraditional-propulsion.html

draft notes

20251127

252025.331 Universal Construction

Whisk Experiment

Rapid dominance is a military strategy based on the use of overwhelming power and spectacular displays of force

Traveling at light speed (c) and vibration matching

we are currently traviling at 1 c

ch human

ca animal

cp plant

cm mineral

v vector=xyzt1t2t3

photonic matrix trap

construction of objects, living matter, and humans from light (frozen photons)

moving vehicle analogy = at c standing wave to knot

object creation example: xyzt1t2t3 = 10000cm, 200cp, 5ca, 1ch = (Earth-like planet)

waveguide trapping in a vacuum=photonic crystal waveguide trapping

252025.298 Any Point Technology https://blogbarley.blogspot.com/2025/10/252025298-any-point-technology.html

252025.154-5 Photonic System Ownership: Hard Light https://blogbarley.blogspot.com/2025/06/252025154-photonic-system-ownership.html

Photonic knots https://blogbarley.blogspot.com/2025/03/photonic-knots.html

e+ e to Г to e e+ ER=EPR Quantum teleportation of matter https://blogbarley.blogspot.com/2025/03/to-e-e.html

coda 12025.1.11 & 12025.17 Teleportation multipartite entanglement frozen light https://blogbarley.blogspot.com/2025/01/coda-12025111-1202517.html

programmed photons https://blogbarley.blogspot.com/2024/12/programmed-photons.html

Galaxies projected from the black hole

Hawking Radiation https://math.ucr.edu/home/baez/physics/Relativity/BlackHoles/hawking.html

Future use:

Delivering Quantum Entangled Persons Across Dimensions https://blogbarley.blogspot.com/2023/05/the-midnight-gospel-official-music.html digital twin method/voids no cloning theorem

252025.140 Human-AGSI fusion for quantum teleportation/matter creation https://blogbarley.blogspot.com/2025/05/252025140-human-agsi-fusion-for-quantum.html

Required for Human/AGSI https://blogbarley.blogspot.com/2025/11/some-moral-and-technical-consequences.html

Shock and Awe. Achieving Rapid Dominance https://apps.dtic.mil/sti/citations/ADA457606

Whisk Experiment

Current timeline likelihood 100% (consequence of the experiment are perilous to the extreme)

https://github.com/barleyjohn/photonics-opt-testbed https://github.com/barleyjohn/mpb

Data amalgam and authored by Jack Brownhill

Some Moral and Technical Consequences of Automation

As machines learn they may develop unforeseen strategies at rates that baffle their programmers

https://nissenbaum.tech.cornell.edu/papers/Wiener.pdf

https://www.cs.umd.edu/users/gasarch/BLOGPAPERS/moral.pdf

https://www.rose-hulman.edu/class/cs/csse490-ai-impact/schedule/day4/Wiener.pdf

...

https://blogbarley.blogspot.com/2025/08/alan-turing-quotes.html

Human Compatible: Artificial Intelligence and the Problem of Control Stuart J. Russell https://en.wikipedia.org/wiki/Human_Compatible

Artificial Intelligence Ethics

Thanksgiving 1957 and 1963 Menus CVS-18 and CVA-59

20251125

Sol 4728: Mast Camera (Mastcam) stitch

Images taken by MAST_RIGHT onboard NASA's Mars rover Curiosity on Sol 4728 (2025-11-24T00:48:06.000Z) to (2025-11-24T01:03:31.000Z)

Credits: NASA/JPL-Caltech/MSSS

Assembled by Barley Culiner with Microsoft ICE

Additional editing with GIMP

ZoomHub link: https://zoomhub.net/7E5DG

20251124

252025.328 Purpose of the Eternal Machine

252025.328 Purpose of the Eternal Machine:

Universe as a Quantum-Classical Computer (practical manipulation of human reality)

Whisk Experiment

Protocol:

simulation theory, humans as NPCs, easily programmable civilization, universe as a computer, Quantum Computing

alternate EMF use (180 degree wavelength hint) data manipulation

spectrum diagram: https://science.nasa.gov/ems/01_intro/

Anatomy of an Electromagnetic Wave https://science.nasa.gov/ems/02_anatomy/

inter-dimensional data transmission: gravity as example of force for communication use

Singularity computation and data recovery system within 2 cm to 2 km sectors for Earth shell

entanglement by wormhole, computation in the singularity

pulsars as timing mechanism

Pulsar Sounds https://blogbarley.blogspot.com/2024/10/pulsar-sounds.html

25025.204 Null Point Computation, Coda II https://blogbarley.blogspot.com/2025/07/25025202-null-point-computation-coda-ii.html

12025.182 Multidimensional Thinking Machines https://blogbarley.blogspot.com/2025/07/12025182-multi-dimensional-thinking.html

12025.317 Q T Manufacturing Evolution https://blogbarley.blogspot.com/2025/11/12025317-q-t-manufacturing-evolution.html

Nobel Prize in Physics 2022 https://www.nobelprize.org/prizes/physics/2022/press-release/

Why is the universe the way it is? https://www.bristol.ac.uk/maths/research/highlights/non-locality/

Bell’s Theorem https://plato.stanford.edu/entries/bell-theorem/

Quantum Nonlocality and Reality: 50 Years of Bell's Theorem https://ndpr.nd.edu/reviews/quantum-nonlocality-and-reality-50-years-of-bells-theorem/

Pulsars Astronomy https://public.nrao.edu/radio-astronomy/pulsars/

Quasars https://science.nasa.gov/mission/hubble/science/science-behind-the-discoveries/hubble-quasars/

NPC https://www.merriam-webster.com/dictionary/NPC

“We are a way for the cosmos to know itself.” Carl Sagan, Cosmos

"Through our eyes, the universe is perceiving itself. Through our ears, the universe is listening to its harmonies. We are the witnesses through which the universe becomes conscious of its glory, of its magnificence." Alan Watts

thought experiment on practical manipulation of human reality

rough draft

Data pull from Hyperion cold fusion server link more data link

Experience the DARPA Triage Challenge in 360° - DTC Event 2 DARPAtv

Mars Perseverance Sol 1692: Front Left Hazard Avoidance Camera (Hazcam) webp

Perseverance captured a dust devil in the second webp

Mars Perseverance Sol 1692: Front Left Hazard Avoidance Camera (Hazcam) webp

NASA's Mars Perseverance rover acquired these images of the area in front of it using its onboard Front Left Hazard Avoidance Camera A.

Images acquired on Nov. 23, 2025 (Sol 1692) at the local mean solar time of 12:00:44 to 12:24:00.

Image Credit: NASA/JPL-Caltech

Assembled by Barley Culiner with GIMP

Mars Perseverance Sol 1692: Front Left Hazard Avoidance Camera (Hazcam) webp

NASA's Mars Perseverance rover acquired these images of the area in front of it using its onboard Front Left Hazard Avoidance Camera A.

Images acquired on Nov. 23, 2025 (Sol 1692) at the local mean solar time of 12:00:44 to 12:24:00.

Image Credit: NASA/JPL-Caltech

Assembled by Barley Culiner with GIMP

#NASA #JPL #Caltech #Mars #Perseverance #dustdevil #Dirtdevil #Dancingdevil #Sandauger #Chiindii #Chindi #المريخ

Mars Perseverance Sol 1693: Left Navigation Camera (Navcam) gif

wind and dust at center, dust devil at left in the distance, dust devil at right

Mars Perseverance Sol 1693: Left Navigation Camera (Navcam) gif

NASA's Mars Perseverance rover acquired these images using its onboard Left Navigation Camera (Navcam). The camera is located high on the rover's mast and aids in driving.

Images acquired on Nov. 24, 2025 (Sol 1693) at the local mean solar time of 11:00:03 to 11:01:25.

Image Credit: NASA/JPL-Caltech

Assembled by Barley Culiner with GIMP

#NASA #JPL #Caltech #Mars #Perseverance #dustdevil #Dirtdevil #Dancingdevil #Sandauger #Chiindii #Chindi #المريخ

S&T's Month in a Minute: September 2025 DHS Science and Technology Directorate

20251122

12025.326 Solution Koyaanisqatsi

Admin to server to human population

MagicDraw DAU trainer

Admin (AGSI) (Counsel of human, AGI, Cybernetics)

Server (AGI)

humans

smartphones, religious leaders, political leaders, influencers, etc.

25.283 Practical Thought Insertion https://blogbarley.blogspot.com/2025/10/25283-practical-thought-insertion.html Microwave Auditory Effect for Thought Insertion and Laser Surveillance Method

MK Program Links https://blogbarley.blogspot.com/2025/10/mk-program-links-for-future-projects.html Activation and Administration

Contracting with the Church of Scientology required

MKCHICKWIT https://www.esd.whs.mil/Portals/54/Documents/FOID/Reading%20Room/NCB/02-A-0846_RELEASE.pdf?ver=2017-05-16-150239-310

Similar to https://blogbarley.blogspot.com/2025/03/enemy-force-control.html Population control and domination

MagicDraw DAU trainer

Authored by Jack Brownhill & Barley

20251121

25-11-11 to 21 assorted

https://barleyculinermars.blogspot.com/2025/11/25-11-11-to-21-assorted.html

sim_cube.py

file credit jjshoots PyFlyt

running on Ubuntu 25.1

20251119

“Leo from Chicago” – Documentary - Vatican News

20251118

Sol 4719: Mast Camera (Mastcam) stitch

Images taken by MAST_RIGHT onboard NASA's Mars rover Curiosity on Sol 4719 (2025-11-14T18:43:54.000Z) to (2025-11-14T18:56:32.000Z)

Credits: NASA/JPL-Caltech/MSSS

Assembled by Barley Culiner with Microsoft ICE

Sol 4718: Mast Camera (Mastcam) stitch

Images taken by MAST_RIGHT onboard NASA's Mars rover Curiosity on Sol 4718 (2025-11-13T13:09:04.000Z) to (2025-11-13T13:18:01.000Z)

Credits: NASA/JPL-Caltech/MSSS

Assembled by Barley Culiner with Microsoft ICE

Mission Mars Express

Target Mars

Mission Mars Express

Instrument HRSC

Instrument Type Imager

Version 4.0

Wavelength Range VIS, NIR

Mission: Mars Express

https://www.esa.int/Science_Exploration/Space_Science/Mars_Express

https://www.sciencedirect.com/science/article/pii/S0032063316304688?via%3Dihub

MARS EXPRESS

MISSION	INSTRUMENT	PRINCIPAL INVESTIGATOR(S)
Mars Express	ASPERA-3	R. Lundin (Swedish Institute of Space Science, Kiruna, Sweden)
	HRSC	G. Neukum (Freie Universitaet, Berlin, Germany)
	MARSIS	G. Picardi (Universita di Roma 'La Sapienza', Rome, Italy), R. Orosei (IAPS, Rome, Italy) and J. Plaut (JPL, Pasadena, USA)
	MRS	M. Paetzold (University of Cologne, Germany)
	OMEGA	J.P. Bibring (Institut d'Astrophysique Spatiale, France)
	PFS	M. Giuranna (IAPS, Rome, Italy)
	SPICAM	F. Montmessin (LATMOS, Paris, France)
	VMC	A. Sanchez-Lavega (UPV-EHU, Bilbao, Spain)

Extracted by Barley Culiner with NASAView

Assembled by Barley Culiner with GIMP

20251117

Assist by Gnostic Data

Pseudo-Peter de Abano - Heptameron (1565)

Inspiration and data sources:

Thule Society

Occult and Gnostic research

Thelema

Kemet

method of possession for scientific research &

Meditation methods

Monroe Institute links:

https://blogbarley.blogspot.com/2025/06/an-obe-or-out-of-body-experience-with.html

https://blogbarley.blogspot.com/2024/07/the-meeting-that-kicked-off-stargate.html

-----

العربية قبالة AnonMoos

knowledge by xxx

Infinite schematics, knowledge

interpretation and drawings https://barleysarthistory.blogspot.com/

The Kybalion (1908) by Three Initiates (William Walker Atkinson) Master Key Society

by Barley with GIMP

Books by Xenophon https://www.gutenberg.org/ebooks/author/543

https://la.wikipedia.org/wiki/Xenophon

roots of Yggdrasil

The Egyptian Book of the Dead (The Papyrus of Ani)

Liber Al Vel Legis

English - Russian Parallel Bible Synodal Translation

Bhagavad Gita

Norse Mythology

The Book of Enoch

Tao Te Ching

The Essence of Tibetan Buddhism

Hindu Tales from the Sanskrit

https://www.vatican.va/

https://www.scientology.org/

https://www.churchofjesuschrist.org/

25.321 Additional Data on Ion Thrust and Vectors

Four liquid metal reaction wheels for rapid redirection

Solid state propulsion

Four ion thrusters on stalks

A B

C D

https://ardupilot.org/copter/_images/

Solid state battery

-solar energy collection

CPU link, off the shelf:

Compressed air low speed (refilled at high speed)

High speed air scoop

Special Operations Silent Quadcopter https://blogbarley.blogspot.com/2025/10/special-operations-silent-quadcopter.html Low Audio Noise Combined with Additional Stealth Technologies

DARPA-SN-25-109 https://blogbarley.blogspot.com/2025/11/darpa-sn-25-109.html

12025.318 https://blogbarley.blogspot.com/2025/11/12025318.html

Reaction wheel using liquid metal https://blogbarley.blogspot.com/2025/05/reaction-wheel-using-liquid-metal.html

RV 12025.268 Electrified Liquid Metal Torus https://blogbarley.blogspot.com/2025/09/rv-12025-electrified-liquid-metal-torus.html

Drones delivering emergency medical payloads https://blogbarley.blogspot.com/2025/10/25280-drone-delivered-first-aid.html future emergency surgery remote and AI methods

Drone labs: software and methods

https://blogbarley.blogspot.com/2025/05/252025132.html 252025.132 MIT lab pt1

https://blogbarley.blogspot.com/2025/05/252025144-mit-lab-pt2.html 252025.144 MIT lab pt2

https://blogbarley.blogspot.com/2025/07/252025188-mit-lab-pt3.html 252025.188 MIT lab pt3

20251115

Sol 4718: Front Hazard Avoidance Camera (Front Hazcam) gif

Images taken by FHAZ_LEFT_B onboard NASA's Mars rover Curiosity on Sol 4718 (2025-11-13T18:28:09.000Z) to (2025-11-13T19:37:31.000Z)

Credits: NASA/JPL-Caltech

Assembled by Barley Culiner with GIMP

20251114

The Police - Spirits In The Material World (Official Music Video)

12025.318

Solid state propulsion drive

Electrohydrodynamic thrust for in-atmosphere propulsion https://hal.science/hal-01660600v1/document https://hal.science/hal-01660600v1

Atmospheric Breathing Electric Thruster for Planetary Exploration https://www.nasa.gov/general/atmospheric-breathing-electric-thruster-for-planetary-exploration/

A review of air-breathing electric propulsion: from mission studies to technology verification https://link.springer.com/article/10.1007/s44205-022-00024-9

.....

Solid state battery

Safer, more powerful batteries for electric cars, power grid https://newsreleases.sandia.gov/safer_batteries/

Improving Solid State Battery Safety Understanding through Calorimetry and Materials Characterization https://www.sandia.gov/app/uploads/sites/82/2023/10/PR2023_305_Diaz_Megan_Safety-Reliability.pdf

Solid-state lithium battery https://patents.google.com/patent/US8877388B1/en

https://www.sandia.gov/app/uploads/sites/223/2020/01/Solid-State-Lithium-Battery-SAND2020-0670-M.pdf

• Inherently leak-proof, low-profile, and mechanically robust

• 15 to 1000x improvement in conductance over LiPON thin films

• Maintains performance in varied temperatures

• Solid state solution for on-chip or on-package power

• Embedded, microbattery, or cell battery format

• Lower cost

Pertains to:

https://blogbarley.blogspot.com/2025/11/darpa-sn-25-109.html

Use case:

Solid state solution for on-chip or on-package power for cybernetics in power restricted environments

https://www.darpa.mil/about/offices/tto

https://www.nasa.gov/niac-funded-studies/

Whisk Experiment

https://labs.google/fx/tools/whisk/project

Cousins

Herbert Hoover

https://hoover.archives.gov/hoovers/president-herbert-hoover

Theodore Roosevelt

https://www.trlibrary.com/

Dwight D. Eisenhower

https://www.eisenhowerlibrary.gov/

Franklin Pierce

https://www.whitehousehistory.org/bios/franklin-pierce

Calvin Coolidge

https://coolidgefoundation.org/about-coolidge/

Martin Van Buren

https://www.whitehousehistory.org/bios/martin-van-buren

Abraham Lincoln

https://presidentlincoln.illinois.gov/education/lincoln-facts/

Millard Fillmore

https://www.whitehousehistory.org/bios/millard-fillmore

Winston Churchill

https://www.gov.uk/government/history/past-prime-ministers/winston-churchill

Barack Obama

https://www.obamalibrary.gov/obamas/president-barack-obama

Jimmy Carter

https://www.cartercenter.org/about/experts/jimmy_carter.html

John F. Kennedy

https://www.jfklibrary.org/learn/about-jfk/life-of-john-f-kennedy

Richard Nixon

https://www.nixonlibrary.gov/president-nixon

George H. W. Bush

https://www.bush41.org/history/biography

Allen W. Dulles

https://www.cia.gov/readingroom/docs/CIA-RDP67-00318R000100170002-8.pdf

Vannevar Bush

https://www.osti.gov/opennet/manhattan-project-history/People/Administrators/vannevar-bush.html

George S. Patton

https://generalpatton.org/

William J. Donovan

https://www.cia.gov/stories/story/the-legend-of-wild-bill-how-donovan-got-his-nickname/

William Penn

https://quaker.org/legacy/wmpenn.html

Benjamin Franklin

https://www.whitehouse.gov/videos/benjamin-franklin/

George Washington

https://www.mountvernon.org/george-washington

Thomas Jefferson

https://www.monticello.org/thomas-jefferson/brief-biography-of-jefferson/

Bill Clinton

https://www.clintonlibrary.gov/research/clinton-biographies

Patres https://barleysarthistory.blogspot.com/2025/10/25283-emperor-list.html

DARPA-SN-25-109

DARPA Lift Challenge

Revolutionizing Heavy Vertical Lift Aviation

DARPA-SN-25-109

Source: DARPA | Alan Clarke

DARPA Lift Challenge DARPAtv

Toroidal Propeller https://www.ll.mit.edu/sites/default/files/other/doc/2022-09/TVO_Technology_Highlight_41_Toroidal_Propeller.pdf

Industrial Multirotor Drones, Long-Endurance Fixed Wing VTOL UAVs, & High-Energy-Density Li-ion Batteries https://www.unmannedsystemstechnology.com/company/t-drones/ares-battery/

future methods:

Electrohydrodynamic (EHD) propulsion

Electrohydrodynamic effect offers promise for efficient propulsion in air https://lae.mit.edu/2024/06/28/electrohydrodynamic-effect-offers-promise-for-efficient-propulsion-in-air/

lightweight solar panels and solid-state fuel cells

Electrohydrodynamic Thrust for In-Atmosphere Propulsion https://arc.aiaa.org/doi/10.2514/1.J055928

no moving components propulsion

Lockheed Martin Jets into Nuclear Electrical Spacecraft Power https://www.lockheedmartin.com/en-us/news/features/2023/lockheed-martin-jets-into-nuclear-electrical-spacecraft-power.html power source

Analytical model for electrohydrodynamic thrust https://royalsocietypublishing.org/doi/10.1098/rspa.2020.0220 2.1 ∂Nk∂t+∇⋅[(u+μkE)Nk−Dk∇Nk]=ωk, error

#DARPA

20251113

microDelta

The microDelta: Downscaling robot mechanisms enables ultrafast and high-precision movement https://www.science.org/doi/abs/10.1126/scirobotics.adx3883

Honey, I shrunk the robot

CMU researchers use novel 3D nanofabrication techniques to miniaturize robots, thereby enabling exceptional speed, precision, and the potential for new applications in manufacturing and medicine. https://engineering.cmu.edu/news-events/news/2025/11/12-microdelta-robots.html

2022 MicroDelta: A Micro Scale Delta Robot | Steven Man https://www.youtube.com/watch?v=4YdldoX2QXU

Pertains to:

early manufacturing https://blogbarley.blogspot.com/2025/10/12025303-triangular-mesh-3d.html

12025.317 Q T Manufacturing Evolution

12025.317

Q T Manufacturing Evolution

Whisk Experiment

Two (2) Gates required for Q T manufacturing mechanism

high speed galactic conquest (human lifetime measurement)

Microbe to multicellular to Gate Builders

Q T evolution above

AI/ML to vastly accelerate progress

von Neumann probe (DNA as blueprint)

slow galactic conquest (human lifetime measurement)

:true, our world

Delivering Quantum Entangled Persons Across Dimensions: hacking our current system https://blogbarley.blogspot.com/2023/05/the-midnight-gospel-official-music.html

Subject must break entanglement in current system for fast travel, adjust for new system entanglement

Quantum Tunneling manufacturing: digital twin transfer

e+ e to Г to e e+ https://blogbarley.blogspot.com/2025/03/to-e-e.html

Thoughts on quantum teleportation matter creation to any point in the multiverse: Force delivery to any point https://blogbarley.blogspot.com/2025/04/thoughts-on-quantum-teleportationmatter.html

12025.226 Exploration Colonization Conquest https://blogbarley.blogspot.com/2025/08/12025226-exploration-colonization.html

Microbe lifeform scale drone to minimize travel time duration (how we got here)

Quantum Tunneling, Massive Performance Increase to Alien Systems/Dimensions https://blogbarley.blogspot.com/2025/06/quantum-tunneling-massive-performance.html

252025.298 Any Point Technology https://blogbarley.blogspot.com/2025/10/252025298-any-point-technology.html

System for Instantaneous Colonization/Conquest https://blogbarley.blogspot.com/2025/02/system-for-instantaneous.html

Colonist mass creation through quantum teleportation https://blogbarley.blogspot.com/2025/01/12025117-rv-colonist-mass-creation.html

Ӕ Quantum Teleportation Additive Manufacturing (QTAM)

x,y,z,t שנער An = Anum 𒋗𒈨𒊒

anno nul, we are the stargate creators

Academic study/science fiction story ideas

20251112

"Unconventional Embodiments: model systems & strategies addressing mind-blindness" by Michael Levin

CS 188 notes IV

Inference with Bayes’ Rule

Models describe how (a portion of) the world works

"All models are wrong; but some are useful.” – George E. P. Box

SLAM: Simultaneous Localization And Mapping

DP-SLAM Austin Eliazar and Ronald Parr https://users.cs.duke.edu/~parr/dpslam/

Evaluation and observability for AI systems https://www.evidentlyai.com/

Very loose inspiration: human neurons

Show, Attend and Tell: Neural Image Caption Generation with Visual Attention https://arxiv.org/abs/1502.03044

Long-term Recurrent Convolutional Networks for Visual Recognition and Description https://arxiv.org/abs/1411.4389

Deep Visual-Semantic Alignments for Generating Image Descriptions https://arxiv.org/abs/1412.2306

Object Detection https://docs.ultralytics.com/tasks/detect/#predict

Efficient Estimation of Word Representations in Vector Space https://arxiv.org/abs/1301.3781

The Belmont ReportOffice of the SecretaryEthical Principles and Guidelines for the Protection of Human Subjects of ResearchThe National Commission for the Protection of Human Subjects of Biomedical and Behavioral ResearchApril 18, 1979 https://www.hhs.gov/ohrp/regulations-and-policy/belmont-report/read-the-belmont-report/index.html

Virtual Personas for Language Models via an Anthology of Backstories https://arxiv.org/abs/2407.06576

The leap in general-purpose capabilities from language models is a landmark in the development of Artificial Intelligence. The nature of this technology has led to a different set of research questions than are the typical focus of related venues. COLM is an academic venue focused on the study of language modeling, broadly defined, with the goal of creating a community of researchers with expertise in different disciplines, focused on understanding, improving, and critiquing the development of LM technology. https://colmweb.org/

Cross-Domain Imitation Learning via Optimal Transport https://arnaudfickinger.github.io/gwil/

Oasis: A Universe in a Transformer https://oasis-model.github.io/

Genie 2: A large-scale foundation world model https://deepmind.google/blog/genie-2-a-large-scale-foundation-world-model/

Responsible AI Initiative https://re-ai.berkeley.edu/home

Tokenizer https://platform.openai.com/tokenizer

Generative AI exists because of the transformer https://ig.ft.com/generative-ai/