Rhythms of Life
Happy go Lucky kinda stuff. Lilbit curious, lilbit adventurous, lilbit rebel, nature lover. Writing is drug. Minute observer, believe in instinct. Sometimes feel like to read and travel. Profession revolves around academics, science communication, media culture and education technology. Love my people and my pets and love to be surrounded by them.
Featured Post
Academic Journey?
My Academic Journey? Formal Education: Ph.D Molecular Biology, 2008 Initial Years of Teaching and Research: 2008 - 2012 Surveillance u...
Sunday, April 26, 2026
Can Experiential Learning be Structured?
Thursday, April 23, 2026
Some incidence, some AI knowledge and Social Tales of Social Engineering?
Some incidence, some AI knowledge or embedded AI
And Social Tales of Social Engineering?
What a deadly combination, the way system is working worldwide?
I checked Campus Crime Series, AI embedded knowledge or maybe misplaced or misinformed knowledge and social tales of social engineering to understand cases of
Kidnapping
Diseases
Operations
Accidents
Deaths
Births
Marriages
Broken Relations or homes
Orphaned or abandoned kids, so many in the surrounding
Property take over, forced or illegal encroachments
Addictions cases including alcohol, screen, social media etc.
Lifestyles in specific ecosystems
People who had been murdered or never returned homes
Political parades of animals, birds, insects, reptiles, amphibians etc.
Plants, botanical choreography
And last but not least, research case studies including my own PhD and dissertations of my students.
Those who got the Khattar code or Dushyant Chautala code, now can tell well about Social Tales of Social Engineering related to these incidences or these VIP movements at that particular time at those particular places?
Probably yes? Or maybe not that well? OK, let's try to understand social tales related to these sequence of events? Or maybe some other event? Diseases? Death? Birth? Marriage? Or maybe just research case studies? And then their social tales? Amazing system? Too much interconnected, worldwide?
Any wonder, why political system wanna block such knowledge from common people?
AI As A Help to Know The Truth?
What is the relation of my kidnapping with some CM visit at that particular time at that place?
Maybe? Or may not be as the AI feed system can be wrong. Let's try
I asked AI "Give details of CM Haryana Khattar visit on 26th April, 2021"
Gemini Reply:
On 26 April 2021, Chief Minister Manohar Lal Khattar conducted a "whirlwind tour" of four major districts in Haryana to personally inspect medical facilities and oxygen supplies during the height of the COVID-19 second wave.
1. Panipat Visit
Location: Panipat Refinery and a new hospital site.
Activity: He visited the oxygen plant at the Panipat Refinery to assess production and stock.
Key Decision: Directed the rapid construction of a 500-bed COVID hospital. He ordered the first 250 beds to be ready within 12 days and the remainder in 15 days, insisting the work be done on a "war footing".
prharyana.gov.in
2. Hisar Visit
Location: OP Jindal Modern School.
Activity: Met with local officials to explore converting the school premises into a temporary 500-bed hospital.
Key Detail: He addressed a tragic incident involving patient deaths at a local private hospital, ordering a magisterial inquiry to investigate the cause.
Chief Minister Office Haryana +1
3. Rohtak Visit
Location: PGIMS, Rohtak.
Activity: Reviewed critical health services and met with administrative officers to discuss the pandemic response.
Oxygen Quota: He announced that Haryana's oxygen quota had been increased from 162 MT to 200 MT, with further requests sent to the Central Government for 240 MT.
Chief Minister Office Haryana +2
4. Faridabad Visit
Location: Gold Fields Institute of Medical Sciences, Chhainsa village.
Activity: Announced that the state government had taken over this closed medical college to convert it into a hospital.
Military Support: Stated that within 24 hours, work would begin to set up 100 oxygen beds, and doctors from the Indian Army would be deployed to staff the facility.
Chief Minister Office Haryana +1
Special Operations?
"Special operations" happen on special dates, at special place and special time? Some special VIP code passes by during that time from that area or used to be around?
And somewhat the same kind of incidents happen elsewhere also? They may be amplified, twisted, manipulated, pejorative, worse cases elsewhere looking like mirror images. And almost around the same time period?
Two major cases as examples here:
Kidnapped by police, 26.4.2021
CM Khatter visited PGI, Rohtak almost at the same time? What did he do there? And from where he came? And where did he go after that visit?
What happened to the kidnapped person at that time? After that?
Examples of somewhat the same incidence elsewhere?
Happening before corona 29.3.2020? (Date confusion?)
Deputy CM Dushyant Chautala went to .... and came from …?
What happened to the concerned person? At that time? After that?
Examples of somewhat the same incidence elsewhere?
What kind of world is this? How do things happen here?
What kind of role does the media play in such cases? How does it amplify something or suppress it? Or create its own kind of agendas? That's why my interest is "Media Culture Lab". What we hear, listen, watch or perceive become the reality? Or at least feels like that?
The media heard, watched all this drama, chased even these vehicles, including police and reported what? Rather must say, in what form? That's interesting?
How? पढ़ना लिखना सीखो ओ मेहनत करने वालो? Including those who say, we are highly educated and know so much? Probably yes? How? Next post? I myself learned all this from some experts of different fields, including my own field. Including Haryanvi Policia? That's how we talk about in Haryana even about officers? The officer, who himself says, "मैंने तो इसे 10 वीं पास करवाई है।"
Then I came to know that there are also people who wanted me to do my BSc., MSc. or PhD again? Seriously? And interestingly, all these people taught me something in that try. Like? You will come to know in the coming posts.
Monday, April 13, 2026
Gemini Answered This?
Examples of a Managed Simulation Rather Than A Stochastic Event?
In professional modeling, a Managed Simulation refers to a deterministic approach where outcomes are dictated by precise, fixed inputs and pre-set rules, rather than the randomness found in a Stochastic Event.
YouTube +2
While a stochastic event involves variables governed by probability distributions (like rolling dice), a managed simulation ensures that given the same starting conditions, the result will always be the same.
dodccrp.org +3
Examples of Managed Simulations vs. Stochastic Events
Financial Projections
Managed Simulation (Deterministic): A financial model using a fixed interest rate (e.g., 5%) to project a portfolio's growth over 20 years.
Stochastic Event: A Monte Carlo simulation that uses historical market volatility to generate thousands of possible future scenarios with varying probabilities.
Customer Service Logistics
Managed Simulation (Deterministic): A bank teller model assuming a customer arrives exactly every 5 minutes and each transaction takes exactly 3 minutes.
Stochastic Event: A model where arrival times and service durations are drawn from Poisson or normal distributions, reflecting real-world unpredictability.
Industrial Production & Supply Chain
Managed Simulation (Deterministic): A manufacturing line simulation where machines have 100% uptime and fixed production speeds.
Stochastic Event: A discrete-event simulation that factors in random machine breakdowns, variable repair times, and supply delays.
Biological & Chemical Processes
Managed Simulation (Deterministic): Using Ordinary Differential Equations (ODEs) to predict population growth based on a fixed rate.
Stochastic Event: Using the Gillespie Algorithm to model random molecular interactions or individual birth/death events in small populations.
Gaming & Narrative Systems
Managed Simulation (Deterministic): A scripted story event in a game where a specific choice always leads to "Outcome A".
Stochastic Event: A "weighted random" system where player actions increase the likelihood of an event, but the final outcome is still determined by a virtual dice roll.
Thursday, April 9, 2026
Molecular Bio Memoir and System?
Though it says it was published in 2024?
But the author came to know in 2026.
And till today, I have not even a copy.
Strange things happen?
Just like this strange memoir
They called it a political drama during some election time?
Mamata won, but lost her own seat to Suvendhu Adhikari?
Question?
Who is this Mamata or Suvendhu Adhikari?
And what do they have to do with Vijay Dangi?
Was the system trying to enforce someone else's identity on Vijay Dangi?
Why?
What would that system get from that?
What kind of disease is this corona, around which this whole drama has been crafted?
It directly belongs to
"Media Culture Lab, Designing and Engineering of Society and Human Robotics."
Can we explain this political drama as per my investigation?
Investigating the parallels between molecular, biological processes and macro social systems.
Experienced media culture as a tool for social designing, engineering and human robotics, like some living lab. By doing changes in this media culture, it can be used and abused for good or bad.
Surveillance agencies, big companies, corporations and governments are using and abusing this for power struggles and resources take over. The same can be used to design better systems and create better conditions for humans by doing changes in media culture ingredients.
My interests are how these systems mirror (amplify, manipulate or mutate) diseases, suicides, deaths, relations ups and downs, births etc.?
Answers are already there in this memoir, if you understand lilbit biology, media culture or any such lab rules and regulations, basic principles, how processes could be amplified, manipulated, mutated or can be synthesized totally new by doing alterations in media ingredients.
When I wrote this memoir, I myself could not understand it this way. At that time, I was a highly frustrated, hopeless and helpless person, who was cursing the highly compromised system, especially bureaucracy. I was just wondering, how in my own city, around that area where I lived almost my whole life, I could be kidnapped this way by some criminals in police uniform? And why did they need 3-4 police vehicles to kidnap a single woman, from that secluded place, PGI ATM near VC office, on a holiday?
After reading my own writing, I got answers to some questions. Some answers were already there in those jail dramas. Some answers I got when I gave this copy for a review to someone. The kind of editing that person did was like, "What the hell is this?" And I had to write it again from my own earlier rough draft to keep originality.
Next few posts would be from this memoir itself
Investigating the parallels between molecular, biological processes and macro social systems.
Thursday, March 19, 2026
Academic Journey?
My Academic Journey?
Formal Education: Ph.D Molecular Biology, 2008
Initial Years of Teaching and Research: 2008 - 2012
Surveillance uses and abuses, curiosity and impact: 2012 - 2017
Left job as an Assistant Professor in 2017, but called back by the University.
Joining Back and strange files collections: 2017- 2021
Some of those file collections became case studies and public in the form of Campus Crime Series. These were first case studies of coded system learning.
I struggled up to campus crime series like finding a needle in haystack. This needle acted as a template in understanding Social Tales of Social Engineering and their impact on living beings, especially humans. It's like world is a media culture lab and I am reporting and writing direct from war zone. The already chocked life, chocked a bit more amid health issues and not having even basic facilities. Yes, I have health issues but not the kind of some people are trying to impose, by ill will agenda. These are attacks, due to different political parties crimes exposures.
Media Culture Lab: 2021-Continue
This experiential learning and writing gave the idea of Media Culture Lab Impact and Designing and Engineering of Society by making human robots even without their knowledge, forget consent. I named that Human Robotics.
Silo System (University) to Society: Both have different culture media, especially villages in India.
I was back to village after 27 years in 2022 after that enforced resignation due to safety reasons. A strange kind of illegal jail and for me, it is like some war field type reporting and research under literal ugly, scarce and harsh conditions. Created by? Seems created by own people but invisible political forces are at work in this creation. Invisible, but still visible.
Academic Experience
Experiential Learning, Research and Communication (June 2021- Continue)
Media Culture Lab, Designing and Engineering of Society and Human Robotics
Assistant Professor Biotechnology (Oct., 2008 to June, 2021)
University Institute of Engineering and Technology
Maharshi Dayanand University, Rohtak, Haryana, India
PhD (2003-2008)
Molecular characterization of oxalate oxidase purified from grain sorghum leaves.
Advanced Centre for Biotechnology, Maharshi Dayanand University, Rohtak, Haryana, India
Visiting Fellow (May-June 2008)
Department of Biochemistry
University of Florida, Gainesville, Florida, USA
Administrative Management and Governance
Coordinator (Head), 2020-2021, Department of Biotechnology, UIET, MDU
Exams superintendent and deputy superintendent, 2012-2015, UIET, MDU
Secretary, Maharshi Dayanand, University Teaching Association, 2014-2015, MDU
Member of board of studies, MDU
Departmental research committee, admission committees, disciplinary committee etc.
Events organization: Science conclave, Youth fest, Alumni meet, Educational field trips, Symposium, Conference
Curriculum Modernization: Creation of new labs and updation of courses, syllabi
Minor Research Project, University Funded 2019
Study of Y-chromosome haplogroups in local population.
Supervised M.Tech and B.Tech dissertations (2009-2019)
Teaching and Laboratory Coursework at B.Tech, M.Tech and PhD level
Molecular Biology, Cell Biology, Genetics, Genomics and Proteomics, Diagnostic Techniques, Environmental Biology, Genetic Engineering, Basic Bioinformatics
Faculty Development Programs and Workshops
High Impact Teaching Skills, 2010. Wipro, MDU, Rohtak, Haryana
Orientation Course, 2011. PU, Chandigarh
Refresher Course, 2012. University of North Bengal, Darjeeling, West Bengal
E-Learning Technologies, E-Content Development and MOOCS. 2019. Faculty Development Centre, MDU, Rohtak, Haryana
A new phase of research had started in 2018, by Code-Decode.
Research, Intellectual Interests and Contributions
Investigating the parallels between molecular, biological processes and macro social systems.
Experienced media culture as a tool for social designing, engineering and human robotics, like some living lab. By doing changes in this media culture, it can be used and abused for good or bad.
Surveillance agencies, big companies, corporations and governments are using and abusing this for power struggles and resources take over. Same can be used to design better systems and creating better conditions for humans by doing changes in media culture ingredients.
My interests are how these systems mirror (amplify, manipulate or mutate) diseases, suicides, deaths, relations ups and downs, births etc.?
Hobbies and Creative Interests
Reflection, poetry, satire writing in Hindi, English and Haryanvi
Poetry: Shadows Circus of Governance (Self Published)
Intellectual Contributions and Research (2017- Continue)
After 2017, joining back, my research focus was strange files collections, especially after psycho to violence happenings. After 2019, my research is independent of any institutional lab. I call that, Media Culture Lab, Designing and Engineering of Society, and Human Robotics.
Case studies and books under writing process
“Show, Don’t Tell” system mirrors processes at every level that can be hyped, undervalued, distorted or manipulated even beyond truth as per requirements. That's a horrible, traumatic and at the same time very interesting phenomenon and mostly synthetic in the case of living organisms. These shows are like pigment shows, from skin colour to skin diseases in animals or impacts in plants, birds, reptiles, amphibians etc. The same pigment is embedded across different strata of society from cultural, daily rituals, casts, religion to politics. Think, how such diseases could be created or treated by manipulating the cultural media at the social level of any system, at small or large scale? It applies to all diseases and all aspects of life, from birth to death. The following books would answer some such questions are under the writing process, including:
Pros and Cons of Bio-Chemical-Physio-Psycho and Electric Warfares
Social Tales of Social Engineering
Designing and Engineering of Society and Human Robotics
Animals, birds and insects, political parades
Botanical choreography
Case Studies, Documentation (Self Published), which acted as a template to understand and document above writings,
Campus Crime Series
Fingerprinting and Thumb Impression (54 Days Earned Leave Case)
Sunit Mukherjee Case
Plants Tales: Undhere Ujaale!
Veerbhan Lab Case and Psycho Control (29-8-2018 & 1-9-2018)
Kidnapped by Police (26-4-2021 to 29-4-2021)
Some case studies from campus crime series are still unpublished due to local goons' threats of illegal enforcements. Enforcements, where assisted murders look like deaths, suicides, diseases etc.
Covid-19 (March, 2020 onwards) and political diseases
Exams Fraud (27-12-2019 to 30-12-2019)
Bharti-Ujjala Case (November 2018 to August 2019)
Psycho to Violence (10-4-2019)
Interesting Research Museum, 2003-2017
Case Studies?
Research direction changed after the Ujjla-Bharti Case in 2019. And the whole research became a case study itself. I thought, the problem was with these two dissertations only, but when I looked back then I found, something is kind of embedded in each and every aspect of research since the start, like some parallel cases creations.
And it’s true about the systems we are living in. Anything and everything is embedded in political codes and impact living beings, including humans, at personal as well as professional front, especially when we are not aware.
Even I thought like that, when I first realized this. But with time, feel was like you have real treasure of interesting case studies. Why discarded them, just because they did not feel like so important? And I put it back in my research in the form of Research Case Studies. They are campus crime series type template but in a bit different way.
Tuesday, March 17, 2026
Campus Crime Series
Conditional Resignation to Psychiatric, (2017 & 2018 cases)
2017