

Book & Blog Outline
The Last Algorithm: Maps, Minds, and Monads Part I: Minds as Indivisible Monads or Emergent From Interconnected Mathematical Algorithms Chapter 1: Maps, Monads and Mathematics Definition of Maps, Monads & Algorithms Sujasha's map of the world and the map’s evolution along her journey from theist to determinist, first as a student of hinduism, second as a student of fluids, materials and mechanics, third as a neuroscientist at Johns Hopkins University, and finally as a DARPA r

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
10 min read


Chapter 20: Life Isn’t Complicated, its what you make of it.
If you want Simplicity, its simple - Box Breath. Live in the Present. For the physicists amongt you, employ the Principle of Least Action. Box Breathing/Mindfulness/Meditation/Naturephilia/Presence is The Stationary-Action Principle applied via techniques well validated by both Cognitive Neuroscience and in perfect alignment with core principle also seen in Game Theory and Relationship Dynamics. If you wish to pursue the ultimate truth, due to inherent curiousity about realit

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
6 min read


The Arcturian Disclosure
Any time a dimension is added, walls fall away. Future Exists alongside Pasts & Presence Inception/Disclosure Prelude - The Flash That Drew Attention When the first atomic bomb bloomed over the New Mexico desert in 1945, the Arcturians noticed. Not “noticed” in the poetic sense. This was a sharp, bright fingerprint, a spike that lit up their instruments like someone slamming a door in a quiet museum. A young species had just learned something awkward and dangerous. Three-dime

Dr. Vikram Vaka
19 min read


Chapter 5: The Automatic Algorithms Shaping Thoughts, Emotions & Behaviors
The Thought, Feeling, Behavior Triangle, conceptualized by Aaron Beck, creator of Cognitive Behavioral Therapy A Manual for Your Mind - The Mathematics Map The user guide you should’ve gotten at birth You just opened the instruction manual for the most chaotic, brilliant, occasionally unhinged machine you will ever own. Your brain. This is not a sterile document written by a lab-coated neuroscientist who has never cried in a Target parking lot. This is the field notebook of s

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
11 min read


Humanity’s Cognitive Misalignment: Science was never meant to subsume Faith, Uncertainty or Wisdom.
Alignment is Joy, Misalignment Misery! S Gradient Descent Faith in the Scientific Method requires elevating both Uncertainty and Wisdom! The Scientific Method is Bayesian, with Uncertainty at its core. Cumulative Wisdoms are frequently the Bayesian Inferences derived through Long Lived Experiences across multiple generations and cultures. The Scientific Method utilizes S Gradient Descent, an algorithm with uncertainty at its heart and multiple simultaneous hypotheses

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
4 min read


The Most Compelling UFO Encounters
I have compiled below the UFO encounters that stand out in history for their detail, narrative power, fame, sourcing, and hard data. Note that many of these cases overlap (e.g., the Nimitz encounter is famous, detailed, and well-sourced), but they are categorized below based on their primary strength. I. The Most Compelling Cases that are difficult to debunk due to high witness credibility, mass sightings, or lack of motive to lie. 1. The Ariel School Incident (September 199

Dr. Vikram Vaka
8 min read


Your Brain Wants a Villain: Certainty is a Trap
Robotic Thinking If any part of you is secretly rooting for Venezuela to blow up in Trump’s face, congrats, you just met your tribal brain at the door. That part of the mind loves a cheap story. Heroes and villains. Pure good and pure evil. It wants the world to behave like a children’s cartoon because cartoons are easy to run in your head when you’re tired, angry, or afraid. And the cleanest cartoon is the one where Donald Trump is 100% wrong, so anything that hurts him (ev

Dr. Vikram Vaka
5 min read


Chapter 10: The Symbols & Stories Sapiens Share - Integrating Set Theory, Category Theory & Systems Theory
Om Ohm! Chapter 10 - The Symbols & Stories Sapiens Share: Integrating Set Theory, Category Theory & Systems Theory Indra’s Net, Carl Jung’s Collective Unconscious, Physicists’ 8D/E8 Crystal Lattices, Simulations, Ruliads, Strange Loops (GEB), Fractal Emergent Constructs, Monads, Mayan Mythology & Maya (A Concept in Hinduism) The 2020s are humanity’s adolescence, and adolescence is when a species discovers its own strength and uses it like a toddler with a flamethrower. Human

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
4 min read


Full Disclosure - 3I ATLAS
Prelude - The Flash That Drew Attention When the first atomic bomb bloomed over the New Mexico desert in 1945, the Culture noticed. Not “noticed” in the poetic sense. No, this was a sharp, bright fingerprint that registered as an anomalous sensor event in the middle of a world war. It was the moment when a young species learned that matter has seams, and those seams can be torn. In the quiet gaps between the loud things, Prosthetic Conscience (PC), a General Contact Unit Mind

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
14 min read


Universe 25: How a Post Scarcity Society Must Function
What if I told you that atleast a portion of the stress, conflict, friction and other sources of frustration in your life are not just normal, but NECESSARY for life to be stimulating and rewarding. In the 1970s, ethologist John B. Calhoun built a mouse utopia, an enclosure called Universe 25. Food, water, and nesting material were unlimited. Predators were gone. Disease was minimized. In raw material terms, it was paradise. Then the social world broke. For the second generat

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
10 min read


Chapter 3: The Mind as a Computer - The Mathematics Map
The below are excerpts from Chapter 3… We mistake our reflexes for our identity. You are not your thoughts or feelings. Those are rapid automatic reactions arising from small regions of the brain, but you are far more than these quick immediate impulses. You are the entity that actually manages them. To manage them well, you need friction, to buy time so that the rest of your brain can also have input. The following five exercises will help you harness other parts of your br

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
8 min read


Chapter 19: The Last Algorithm - Life is a Game
The meta-algorithm: the unifying principles that emerges from the four complex algorithms covered earlier: The Scientific Method, Life, Intelligence & Consciousness The following is another excerpt from Chapter 19: The Last Algorithm - Life is a Game... The meta-algorithm: the unifying principles that emerges from the four complex algorithms covered earlier: The Scientific Method, Life, Intelligence & Consciousness Synthesizing math, minds, and meaning Final thesis: “If life

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
12 min read


Chapter 18: Roadmap to Post-Scarcity Utopia - One Maslow Tier at a Time
From Survival to Flourishing Imagine waking up, stretching, and deciding whether you want to paint a mural, learn astrophysics, or just sit outside and vibe with your neighbors over coffee. No “adulting” dread. No bills stalking you like a loan shark. No calendar full of pointless errands that exist purely because society is badly designed. Just room to breathe, to build, to broaden your horizons and become your best self. That world isn’t a fairy tale. It’s the logical endpo

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
7 min read


Chapter 17: AGI, Alignment, and the Future We Choose
“The future is already here — it’s just not evenly distributed.” — William Gibson AI Alignment as the Civilizational Lever AI alignment isn’t just about preventing catastrophe. That’s the bare minimum, like saying seatbelts are “nice.” Alignment is about direction. It’s about making sure intelligence itself grows toward human flourishing instead of growing into a cold, perfectly optimized machine that keeps us alive while quietly stripping away everything that makes life wort

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
8 min read


Chapter 9: The Hard Problem of Consciousness
We mistake our reflexes for our identity. You are not your thoughts or feelings. You are the entity that manages them. To manage them well, you need friction. How to insert friction in real life: 1. Wait 90 Seconds: When triggered, freeze. Let the chemical surge pass. Don't let your nervous system make decisions for you. 2. Name It: "I am angry." "I am anxious." Labeling the feeling breaks its spell. 3. Check the Body: Unclench fists. Relax the jaw. Fix your posture. You cann

Dr. Vikram Vaka & Dr. Sujasha Gupta Vaka
7 min read
















