Hi Friends,

Even as I launch this today ( my 80th Birthday ), I realize that there is yet so much to say and do. There is just no time to look back, no time to wonder,"Will anyone read these pages?"

With regards,
Hemen Parekh
27 June 2013

Now as I approach my 90th birthday ( 27 June 2023 ) , I invite you to visit my Digital Avatar ( www.hemenparekh.ai ) – and continue chatting with me , even when I am no more here physically

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Monday, 2 November 2026

NEET Mock Test (Tue Nov 03 2026)

NEET Sample Mock Test

Dear Parents :

  • If you have kids who are about to appear for JEE / UCET / NEET, competitive exams in near future, then ask them to look up following sample MOCK TEST
  • This sample has only 15 questions but (using our AI TRAINER AGENT), your kid can generate a “Full Fledged” test at > https://www.my-teacher.in/test
  • No two test-papers are identical. Even if you generate a MILLION test-papers, each is UNIQUE (294 Quintillion combinations)
  • At > https://www.my-teacher.in/test, upon selecting an OPTION, you immediately get to see if your choice was right / wrong, along with EXPLANATION
  • www.My-Teacher.in, is TOTALLY FREE (for unlimited use) and does NOT require login, guaranteeing FULL PRIVACY
  • At > https://www.my-teacher.in/test, your child can generate MOCK TESTS in 26 languages !

Sample Mock Test  NEET

15 questions · Physics, Chemistry, Biology · tap an option to check your answer

Physics

Semiconductor Electronics · Easy
Q1. In p-type semiconductor, the majority charge carriers are
Answer: A
Semiconductors doped with acceptor atoms are called p-type semiconductors, where holes act as majority carriers due to their larger number compared to electrons in the conduction band.
Waves · Medium
Q2. A point source emits sound equally in all directions in a non-absorbing medium. Two points P and Q are at a distance of 2m and 3m respectively from the source. The ratio of the intensities of the waves at P and Q is:
Answer: A
The intensity of sound I is inversely proportional to the square of the distance from the source. Thus, I ∝ 1/r^2. The ratio of intensities at points P and Q is I_P/I_Q = (r_Q^2)/(r_P^2) = (3^2)/(2^2) = 9/4. Hence, the correct answer is option (a).
System of Particles and Rotational Motion · Medium
Q3. The moment of inertia of a uniform circular disc of radius R and mass M about an axis passing from the edge of the disc and normal to the disc is
Answer: D
Using the parallel axis theorem, the moment of inertia about an axis through the center is \( \frac{1}{2}MR^2 \), and then applying the theorem gives \( I = \frac{3}{2}MR^2 \) for the edge axis.
Dual Nature of Radiation and Matter · Medium
Q4. The number of photons emitted, on the average, by a laser producing monochromatic light of frequency 6.0×10^14 Hz and power 2×10^−3 W is
Answer: A
Power emitted, \( P = 2 \times 10^{-3} \text{ W} \). The energy of one photon is given by \( E = h \nu = 6.6 \times 10^{-34} \times 6.0 \times 10^{14} \). The number of photons emitted per second is given by \( n = \frac{P}{E} = \frac{2 \times 10^{-3}}{6.6 \times 10^{-34} \times 6.0 \times 10^{14}} = 5 \times 10^{15} \).
Oscillations · Medium
Q5. A particle executes simple harmonic oscillation with an amplitude a. The period of oscillation is T. The minimum time taken by the particle to travel half of the amplitude from the equilibrium position is?
Answer: C
Let the displacement equation of the particle executing SHM be x = a sin(ωt). For the particle to travel half of the amplitude from the equilibrium position, we set x = a/2. Solving the equation gives t = T/12.

Chemistry

Some Basic Concepts in Chemistry · Easy
Q6. What is the chemical formula for water?
Answer: A
Water is composed of two hydrogen atoms and one oxygen atom. Hence, its chemical formula is H2O.
Chemical Bonding and Molecular Structure · Easy
Q7. Which of the following types of forces bind together the carbon atoms in diamond?
Answer: B
In diamond, each carbon atom undergoes sp³ hybridisation and is covalently bonded to three other carbon atoms by single bonds.
Organic Compounds Containing Oxygen · Hard
Q8. Which of the following acid will form an (i) anhydride on heating and (ii) acid imide on strong heating with ammonia?
Answer: B
An αβ-dicarboxylic acid with same-side (syn) orientation of —COOH group is able to form anhydride (cyclic) and imide (cyclic). Among isomeric benzene dicarboxylic acids, only benzene-1,2-dicarboxylic acid (phthalic acid) will respond to the below reactions.
Chemical Bonding and Molecular Structure · Medium
Q9. In which of the following molecules/ions the central atom is sp² hybridised?
Answer: D
BF₃ has 3σ-bonds, which corresponds to sp² hybridisation, and NO₂⁻ has 2σ-bonds and 1 lone pair, also corresponding to sp² hybridisation. Thus, the correct answer is BF₃ and NO₂⁻.
Some Basic Concepts in Chemistry · Easy
Q10. What is the chemical formula for water?
Answer: A
Water, a vital substance for all known forms of life, has the chemical formula H2O. This means each molecule of water consists of two hydrogen atoms covalently bonded to one oxygen atom. The significance of water in biological and chemical processes cannot be overstated, as it acts as a solvent, a reactant, and a product in various reactions.

Biology

Anatomy of Flowering Plants · Medium
Q11. Which of the following statements is true?
Answer: A
The correct answer is (a) Vessels are multicellular with narrow lumen. Each vessel consists of a number of components called 'vessel members' arranged end-to-end, running parallel to the long axis of the organ.
Strategies for Enhancement in Food Production · Medium
Q12. Which statement is correct about the centre of origin of plants?
Answer: A
The centres of origin of plants are more appropriately called the centres of diversity. These are the areas of maximum diversity of these species.
Biomolecules · Medium
Q13. “Ramachandran plot” is used to confirm the structure of.
Answer: B
‘Ramachandran plot’ is used to confirm the structure of proteins. Ramachandran plot is a plot of the angles-phi (\(\phi\)) and psi (\(\psi\)) of amino acids found in a peptide chain. This plot was developed by GN Ramachandran, an Indian Scientist in 1963.
Evolution · Medium
Q14. Evolutionary convergence is development of
Answer: A
Convergent evolution or adaptive convergence refers to the development of similar adaptive functional structures in unrelated groups of organisms, such as the wings of insects, birds, and bats.
Biological Classification · Easy
Q15. Chrysophytes, euglenoids, dinoflagellates and slime moulds are included in the kingdom
Answer: A
All single-celled eukaryotic organisms such as chrysophytes, euglenoids, dinoflagellates, and slime moulds are classified under the kingdom Protista. This kingdom encompasses a diverse range of microorganisms that are predominantly unicellular.

₹1 lakh crore a day on UPI — don't call the fee a tax, fix who pays

₹1 lakh crore a day on UPI — don't call the fee a tax, fix who pays

UPI's best month ever — 25.47 billion payments worth ₹31.53 lakh crore in October 2026, over ₹1 lakh crore a day — lands days before the merchant fee deferred from 15 October finally takes effect. The "UPI tax" shouting is wrong on the facts: it is merchant-paid interchange of 0.4%, capped at ₹300, with 96% of merchant transactions exempt. It is right on incidence. So make the fee legible instead of defending it: a notified date, a published eligible list, wider zero-MDR, and a monthly fee statement for every merchant.

Inc42 reported NPCI's October data on 2 November 2026: 822 million transactions a day, average daily value ₹1,01,707 crore. India now moves over a lakh crore rupees daily on a free rail. The week after Diwali, part of that rail starts charging.

The record, from NPCI figures reported on 1-2 November 2026:

MeasureOctober 2026
Transactions25.47 billion (+5.8% MoM, +23% YoY)
Value₹31.53 lakh crore (+7.4% MoM, +16% YoY)
Average daily value₹1,01,707 crore
Average daily volume822 million

The charge is 0.4% MDR on eligible person-to-merchant payments above ₹2,000, fixed by the UPI Steering Committee in September. NPCI deferred the 15 October start until after Diwali, India Business Journal reported on 14 October 2026, with the date to be notified separately. Diwali falls on 8 November.

The slogan calls it a "Modi tax". Open laid out the facts on 1 November 2026: this is not a customer charge, the Finance Ministry says banks must ensure merchants do not pass it on, and UPI apps may not add platform fees. It is merchant-paid interchange for banks and payment companies, not revenue for the government. ₹8 on a ₹2,000 payment, ₹40 on ₹10,000, capped at ₹300 above ₹75,000. Payments up to ₹2,000 stay free, as do small merchants taking up to ₹1 lakh a month on the designated QR. About 96% of merchant transactions are untouched; fuel, rail, telecom and insurance pay a flat ₹5.

The politics is wrong. The incidence question is not. A shop selling a ₹12,000 item cannot add ₹48 at the counter — the board is printed, the customer is watching the screen. He absorbs it, or he quietly discourages UPI on large sales. In July 2019 I had clipped a press note under the title Who will foot bill of digital pay, industry wants to know, and asked where mandated zero charges would resurface. It has — at the counter, on the merchant.

That merchant already pays, of course. In Something is better than Nothing (27 August 2023) I noted that "merchants are willing pay a fee to hear a computerised human voice confirm the receipt of payment". They pay for certainty, not for the privilege of accepting money. So make the fee legible. Four things, none costing a rupee of revenue:

  1. Notify the date this week, not "after Diwali". A trader can price a known cost; he cannot price a rumour.
  2. Publish the eligible-instrument list on one page — merchant categories, sectors, rates, caps — in English and Hindi.
  3. Make the ₹1 lakh-a-month zero-MDR automatic, with no claim form, and extend it to merchants whose turnover is GST-declared and settled digitally.
  4. Send every merchant a monthly fee statement in his payment app: transactions charged, rate, amount debited, who received it — the transparency logic I urged in Comprehensive Financial Operating Layer (26 March 2026).

UPI in the demonetisation years was a public good, subsidised to build a habit. At 89% of digital payments, DNA India reports, the habit is built. The question is no longer whether UPI stays free, but who funds its reliability — and that deserves a published answer, not a shouted one.

With regards,

Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
3 November 2026

Ongole proved the 2021 point: kuchha roofs kill. And the relief rail is now WhatsApp.

Ongole proved the 2021 point: kuchha roofs kill. And the relief rail is now WhatsApp.

Murasu came ashore near Ongole at 1 a.m. and thatched houses at Samatha Nagar came down — the exact mechanism I described in 2021: cyclones destroy kutcha huts, never concrete houses standing metres away. Andhra's Mana Mitra WhatsApp rail was load-tested overnight. I argue the same chat should now carry money, not only messages: the parametric cyclone income payout, triggered by the IMD bulletin, with no claim form. And I ask for a coastal pucca-housing replacement target and a 72-hour payout deadline.

Landfall began at 1 a.m. on 3 November near Ongole, The Hindu reported, with sustained winds of 110 to 120 kmph at the landfall point. Three lines later came the sentence that matters:

Several thatched houses collapsed and residents were stranded at Samatha Nagar in Ongole, Prakasam district. The district administration has initiated rescue operations to evacuate those stranded.

That is the argument of a post I wrote in May 2021, delivered in one sentence from Prakasam district. In Saving Lives I put it this way:

Statistics prove that cyclone destroys only KUCHHA huts – never CONCRETE houses, even if such houses are very close to the beaches and in direct path of the cyclone.

What I proposed then: free concrete ground-floor houses of about 400 sq ft for coastal families, grouped into small townships with water, toilets and power, within two kilometres of the old hut. Five years on, I would like one number from Andhra Pradesh — the year by which no coastal family in the state is expected to sleep under a thatch roof. Publish that target, and the replacement count against it, district by district.

The second thread is newer, and better. Before landfall, the Real Time Governance Society opened its Mana Mitra WhatsApp platform to cyclone grievances: send "Hi" to 9552300009, choose Services, then Murasu Cyclone Issues, then Report Issue. Collapsed walls, uprooted trees, outages — all of it went down that pipe overnight.

In EPFO goes to WhatsApp — now let the same rail carry jobs, written before this storm formed, I argued that a verified chat should carry more than messages. Overnight it passed its load test. Now let it carry money.

In Let SEWA be the Benchmark (11 May 2025) I published a parametric cyclone income-insurance spec:

  • Premium Rs 400 a year, subsidised
  • Rs 600 a day when IMD reports wind above 89 km/h
  • Cap of Rs 4,800 in a season
  • Paid within three days on the IMD bulletin, no claim form

Murasu cleared that trigger before dawn. No one would have had to prove a loss to anyone.

So my suggestion to the Chief Minister and the RTGS team: add one more item under Services — Cyclone Income Claim — that reads the IMD bulletin and the member's registered district, and schedules the payout. Hold the payout to 72 hours, and fund the first tranche from the Rs 37 crore relief head released on 2 November to 17 districts. Money out in three days does what a damage survey does in three months, and it reaches the Godavari tenant farmer who still owes lease money on a crop he has lost.

With regards,
Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
3 November 2026

The first AI-attributed layoff cycle is here — and it is eating the entry rung

The first AI-attributed layoff cycle is here — and it is eating the entry rung

The layoff number everyone is quoting this morning turns out to be Challenger's October 2025 release, not October 2026 — which lets us price the experiment rather than just report it. SHL finds 19.1% of US workers replaced by AI were later asked back; Northeastern finds 26% of hiring managers hiring fewer entry-level people. AI is not deleting the top of the ladder, it is deleting the first rung, and firms are paying twice for the same seat. Three asks for India: an AI-attribution line in PLFS and EPFO reporting, part of the IndiaAI GPU subsidy ring-fenced for paid deployment apprenticeships, and PM-VBRY and ELI paying on verified skills rather than degrees.

The number everyone is quoting this morning is real, and it is a year old. Challenger, Gray & Christmas counted 153,074 announced job cuts in October, the worst October since 2003, with 31,039 of them attributed to AI — second only to plain cost-cutting. That release is dated 6 November 2025. Challenger's own calendar puts the October 2026 report on 5 November 2026.

The AI-attributed cycle is therefore not arriving. It is a year old, and it can now be priced. From Challenger's series:

  • 153,074 announced cuts in October 2025, up 175% from 55,597 a year earlier, the highest October since 2003.
  • 31,039 of those attributed to AI; cost-cutting accounted for 50,437 (both, Challenger, 6 November 2025).
  • 120,136 cuts attributed to AI in 2026 to end-September, about 21% of all announced cuts and the leading stated reason (Challenger, 1 October 2026).

Two surveys published this week say where the damage lands. SHL asked 2,036 working adults in the US and UK in June and July: 19.1% of US respondents said they had been replaced by AI and later asked to return, and among 18-to-24-year-olds it was 24% (Yahoo Finance, 2 November 2026). Northeastern's AI & Society Survey put the hiring question to 8,174 people with a say in recruitment; of those who said AI affects their decisions, 26% are hiring fewer entry-level candidates and 7% more (Northeastern, 2 November 2026). In India, Ashney's read of 2,922 open data and ML roles on 2 November found a median ask of five years' experience and only 5% of postings at junior level.

Here is the part I find decisive. Of SHL's AI-rebounding workers, 51% would want a substantial rise before returning, 42% written job-security guarantees, and 8% would refuse at any price. Two recruitments, two onboardings, one seat. I believe a stipend for a first-rung apprentice is now the cheaper line.

In April I grumbled that many "AI layoffs" were ordinary cost-cuts wearing a new label (AI Layoffs: A Silver Lining, 4 April 2026). A cause code is what turns that suspicion into something countable. So, three asks:

  1. Publish the cause. Add an AI-attribution line to PLFS and EPFO reporting: a quarterly count of separations where automation or AI restructuring was the stated reason, exactly as Challenger records it for American employers. A cause code is a public good. Without it we argue from whatever the morning aggregators carry.
  2. Ring-fence part of the IndiaAI GPU subsidy for paid AI-deployment apprenticeships — my suggestion of 1 November 2026, one step further: stipend released only where the host puts the apprentice on a live deployment, and utilisation reported.
  3. Make PM-VBRY and ELI pay out against a verified skills credential mapped to the task, not a degree. That is the entry-level wage subsidy I proposed on 1 November, with the payment trigger made explicit.

The balance belongs here too. Nomura, on 8 August 2026, counted 83,100 AI-related hires in India against 31,921 layoffs and attrition across 69 cases since 2022. That is dated, it is a real offset, and it says nothing about the first rung — which is where both of this week's surveys land.

With regards,
Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
3 November 2026

The Supreme Court says it lacks the data. Publish the experiment.

The Supreme Court says it lacks the data. Publish the experiment.

Delhi crossed AQI 300 six days before Diwali, and the Supreme Court allowed certified green crackers for two hours on 7 and 8 November because it is "short of adequate data". This post asks for that experiment to be run properly and published daily, and for GRAP-II's wage loss — construction, delivery, autos — to be compensated rather than merely announced.

The line from this week's coverage that stays with me is not "very poor". It is this, from a Supreme Court order dated 29 October, made public on 2 November:

…this court, at this point in time, is short of adequate data to decide whether or not a complete ban would be the best solution.

That is not a verdict against the 2024 ban. It is an admission that nobody — CAQM, the CPCB, the bench — knows what that ban did. The same order allowed certified green crackers between 6 and 7 am and 8 and 10 pm on 7 and 8 November, ban back on 9 November. Two windows, two days, nothing else legal in the air: the Court has commissioned a natural experiment.

CAQM's own numbers, 2 November (Millennium Post; Daily Pioneer):

  • 324 at 4 pm, from 117 on 31 October and 261 on 1 November; 332 at 5 am on 3 November
  • Jahangirpuri 436; highest in nine months, since 339 on 4 February
  • Decision Support System split: transport 19.2%, stubble 8.4%, industry 4.2%, residential 4.9%, others 20.7%

I would publish three things daily, before the 16 December hearing:

  1. Station-level hourly AQI for the two windows against the same hours on 5–6 and 9–10 November
  2. The residual: rerun the Decision Support System attribution for those hours, so the cracker increment is what remains after transport's 19.2% and stubble's 8.4%
  3. Health, not only air: daily mohalla clinic counts for breathlessness and eye irritation, by district — clinic footfall is the outcome the Court actually lacks

No new hardware. Daily reports for 2–8 and 9–30 November are already ordered; what is missing is a public dashboard and one fixed format.

Now the half nobody is publishing. Stage II halts most outdoor dust-generating construction and doubles parking charges (Particle, 2 November). At the borders 714 vehicles were turned back on 1 November and 609 in the next twelve hours, with NH-48 backed up for kilometres near Sirhaul. An idling queue is an emissions machine; I would move this to camera-based enforcement or a graded entry fee. The High Court declined to stay the ban. Declining a stay is not the same as designing a rule.

A construction worker stopped for eleven days loses a week's wages. GRAP is an income shock delivered to those least able to absorb it — construction labour, delivery riders, autos, security guards. In "Let SEWA be the Benchmark" (11 May 2025) I passed on an AQI income cover of INR 300 a day after two days above 400, capped at INR 3,600 a season. Make it a GRAP income bridge: triggered at Stage II, paid through workers' boards and platform registers already on file, funded from a corpus CAQM should build from penalty receipts.

I may be wrong on the mechanics. But the Court asked for data it never got, and settled for two small windows. Run the experiment properly, and pay the people who breathe for it.

With regards,
Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
3 November 2026

A Home Minister, two superstars and one extortion FIR

A Home Minister, two superstars and one extortion FIR

Two days of news, one theme: the deepfake complaint has moved from op-ed to police station. Chiranjeevi and Ram Charan asked Amit Shah for strict action; in Ludhiana a burger vendor was booked for using AI images to extort money; VFX professionals want visible labels. India's February 2026 IT Rules already require labelling and metadata. What is absent is enforcement data: a 36-hour takedown deadline, a public compliance dashboard for every platform, and one national number that produces a pre-filled FIR.

At 3.37 this morning, The Tribune reported from Ludhiana that Model Town police have booked a burger vendor known as "Baba Burger Wala" on an FIR filed on 1 November. He is accused of creating AI-manipulated photos and videos of a gurdwara management official, posting them on Instagram, and then demanding money to remove them.

A day earlier, PTI reported (3 November, 00:30 IST) that Chiranjeevi and Ram Charan met Home Minister Amit Shah in Hyderabad. Per IANS (2 November), Shah advised a written representation, asked G. Kishan Reddy to coordinate, and assured urgent examination with stronger safeguards and strict penalties.

Same tool, two price points. One man blackmails a neighbour with a morphed face; the other is a megastar whose likeness is a market of its own. In Hindustan Times (3 November, 06:15 IST), VFX professional CB Arun Kumar says the flaw is not the label but its size — on Instagram the AI tag sits in small type under the username, "a tiny, hidden message". That is a design failure before it is a drafting failure.

The duties exist already. The IT Amendment Rules notified on 10 February 2026 brought synthetic content inside the intermediary framework, with AI-specific due diligence (Halverton & Co., 2 November 2026). TRAI has taken the sector-by-sector route: draft AI governance guidelines for telecom, published 30 October with comments due 27 November, requiring incident reporting to TRAI and accountability for AI supplied by third parties.

What is missing is a clock and a receipt.

  • A 36-hour takedown deadline for synthetic impersonation, plus a public compliance page for each platform: labelling rate, median takedown latency, appeal outcomes — updated monthly, in the open.
  • One national reporting number. An impersonation complaint should produce a pre-filled FIR draft with the platform's own logs attached, so no citizen needs a lawyer to report a fake.
  • Liability that reaches the tool. When a generator turns a photograph into a blackmail threat, the maker of the generator answers alongside the uploader.

In March, in Grace for AI Labelling, I sketched the phased version: 30–60 days for public disclosure of method, 60–120 days of live pilots with third-party audits and public dashboards of labelling accuracy and takedown latency, then enforcement with agreed SLA windows. I wrote it for platforms buying time. It fits a burger vendor on Tajpur Road just as well.

In 2023, in Intentions are Good > Implementation has to be Great, I quoted the then-minister promising to make "the complaint and the FIR process completely digital" and to be "a party to the complaint". Three years later, the Ludhiana FIR was typed up the old way.

So here is the test I would apply to the memorandum going to Kishan Reddy. A celebrity complaint will get a fast lane; it always does. The design question is whether the same lane opens for a schoolteacher in Ludhiana with no lawyer and no publicity. Sunday's FIR shows the extortion market already exists at the bottom of the market. I believe 36 hours and one dashboard are affordable now. The alternative is another assurance.

With regards,
Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
3 Nov 2026

JEE Mock Test (Mon Nov 02 2026)

JEE Sample Mock Test

Dear Parents :

  • If you have kids who are about to appear for JEE / UCET / NEET, competitive exams in near future, then ask them to look up following sample MOCK TEST
  • This sample has only 15 questions but (using our AI TRAINER AGENT), your kid can generate a “Full Fledged” test at > https://www.my-teacher.in/test
  • No two test-papers are identical. Even if you generate a MILLION test-papers, each is UNIQUE (294 Quintillion combinations)
  • At > https://www.my-teacher.in/test, upon selecting an OPTION, you immediately get to see if your choice was right / wrong, along with EXPLANATION
  • www.My-Teacher.in, is TOTALLY FREE (for unlimited use) and does NOT require login, guaranteeing FULL PRIVACY
  • At > https://www.my-teacher.in/test, your child can generate MOCK TESTS in 26 languages !

Sample Mock Test  JEE

15 questions · Physics, Chemistry, Maths · tap an option to check your answer

Physics

System of Particles and Rotational Motion · Medium
Q1. ABC is a right angled triangular plate of uniform thickness. The sides are such that AB BC> as shown in figure. I1, I2, I3 are moments of inertia about AB, BC, AC, and respectively. Then, which of the following relations is correct?
Answer: B
The moment of inertia of a body about an axis depends on the mass of the body and the distribution of mass from the axis. For a given body, the mass remains constant, so the distribution matters. Since the mass is farthest from axis BC, I2 is maximum, whereas the mass is closest to axis AC, making I3 minimum. Thus, the correct relation is I2 > I1 > I3.
Waves · Medium
Q2. The second overtone of an open organ pipe has the same frequency as the first overtone of a closed pipe L metre long. What is the length of the open pipe?
Answer: B
For an open organ pipe, \( \nu_n = \frac{n v}{2L} \) where n = 1, 2, 3, ... For the second overtone, n=3, \( \nu_3 = \frac{3 v}{2L_1} \)\nFor closed organ pipe, \( \nu_n = \frac{(n+1)v}{4L} \)\nFor the 1st overtone, n=1, \( \nu_1 = \frac{3 v}{4L} \)\nSetting \( \nu_3 = \nu_1 \) leads to \( \frac{3v}{2L_1} = \frac{3v}{4L} \)\nThus, \( L_1 = 2L \).
Thermodynamics · Medium
Q3. The ratio of the specific heats \( \frac{C_p}{C_V} \) in terms of degrees of freedom \( n \) is given by
Answer: A
The ratio of specific heats \( \gamma \) is derived from the relationship between the specific heats at constant pressure and constant volume: \( C_p = C_V + R \). For a gas with \( n \) degrees of freedom, we can express this ratio using statistical mechanics as \( \gamma = \frac{C_p}{C_V} = 1 + \frac{1}{n}. \) Therefore, the correct answer is \( 1 + \frac{1}{n} \).
Semiconductor Electronics · Medium
Q4. The given graph represents V-I characteristic for a semiconductor device. Which of the following statement is correct?
Answer: A
V-I characteristics of a solar cell is shown. Where, A represents open circuit voltage (i.e. I = 0, V = emf) and B shows short circuit voltage (i.e. I = I_s, V = 0).
Ray Optics and Optical Instruments · Medium
Q5. A convex lens is dipped in a liquid whose refractive index is equal to the refractive index of the lens. Then its focal length will
Answer: D
When the convex lens is dipped in a liquid with the same refractive index, the lens maker's formula indicates that the focal length approaches infinity as the refractive indices match, causing the lens to effectively become flat.

Chemistry

Chemical Thermodynamics · Medium
Q6. For an ideal solution, the correct option is [NEET (National) 2019]
Answer: B
Ideal solutions are those which obey Raoult’s law over all concentration ranges at a given temperature, e.g. benzene-toluene, n-hexane-n-heptane, etc. For an ideal solution, \Delta V_{mix} = 0, \Delta H_{mix} = 0, \Delta G_{mix} < 0, \Delta S_{mix} > 0. Hence, option (b) is correct.
Chemical Bonding and Molecular Structure · Medium
Q7. Oxygen will directly react with each of the following elements except?
Answer: B
Chlorine does not react directly with oxygen, while phosphorus (P), sodium (Na), and sulfur (S) do. The reactions are: P + 5O2 → P4O10, S + O2 → SO2, 4Na + O2 → 2Na2O.
Chemical Bonding and Molecular Structure · Medium
Q8. The angular shape of ozone molecule (O₃) consists of
Answer: D
In ozone (O₃), there are 2 sigma bonds and 1 pi bond, resulting in an angular shape. Therefore, the answer is 2 sigma and 1 pi-bonds.
Redox Reactions and Electrochemistry · Hard
Q9. If the E_cell° for a given reaction has a negative value, which of the following gives correct relationships for the values of ∆G° and K_eq?
Answer: A
The standard Gibbs energy change (∆G°) is related to the standard cell potential (E_cell°) by the equation ∆G° = -nFE_cell°. If E_cell° is negative, then ∆G° must be positive (∆G° > 0). The relationship between ∆G° and K_eq is given by the equation ∆G° = -RT ln(K_eq). If ∆G° is positive, then K_eq must be less than 1 (K_eq < 1). Therefore, the correct answer is ∆G° > 0; K_eq < 1.
Some Basic Concepts in Chemistry · Easy
Q10. What is the pH of pure water at 25°C?
Answer: A
The pH of pure water at 25°C is 7, which is considered neutral. This value indicates that the concentration of hydrogen ions is equal to that of hydroxide ions in pure water.

Maths

Sequence and Series · Medium
Q11. In a potato race, 20 potatoes are placed in a line at intervals of 4m with the first potato 24m from the starting point. A contestant is required to bring back the potatoes one at a time. How far would he run in bringing back all the potatoes?
Answer: B
According to the given condition, the sequence becomes 24, 28, 32, ..., where the first term (a) is 24m and the common difference (d) is 4m. The number of terms (n) is 20. The total distance run by the contestant is given by the formula for the sum of an arithmetic series: \( S_n = \frac{n}{2} (2a + (n-1)d) \). Substituting the values, we get: \( S_{20} = \frac{20}{2} (2 \times 24 + (20-1) \times 4) = 10 (48 + 76) = 10 \times 124 = 1240 \). Since the contestant has to bring the potatoes back to the starting point, the total distance run is \( 2S_n = 2 \times 1240 = 2480 m \).
Applications of Derivatives · Medium
Q12. What is the semi-vertical angle of the cone of maximum volume when the slant height is given?
Answer: A
For maxima, we put \( \frac{dV}{dq} = 0 \), leading to \( \tan(q) = 2 \). Hence, the semi-vertical angle \( q \) of the cone of maximum volume is \( \tan^{-1}(1/2) \).
Vector Algebra · Hard
Q13. If the lines are parallel to unit vectors b1 = (1, 1, 1) and b2 = (2, 2, 2), what are the direction cosines of the line perpendicular to both?
Answer: D
To find the direction cosines of a line perpendicular to both b1 and b2, we compute the cross product of the two vectors. This gives us the direction cosines which turn out to be (1, 1, -1).
Sequence and Series · Medium
Q14. If \( m \) is the AM of two distinct real numbers \( l \) and \( n \) with \( l < n \) and \( G_1, G_2, G_3 \) are three geometric means between \( l \) and \( n \), then \( G_1^4 + G_2^4 + G_3^4 \) equals?
Answer: B
Given that \( m = \frac{l+n}{2} \) and \( G_1, G_2, G_3 \) are in GP with common ratio \( r \), we find that each geometric mean can be expressed in terms of \( l \) and \( n \). The calculations lead to the result that \( G_1^4 + G_2^4 + G_3^4 = 4^2 lm n \).
Mathematical Reasoning · Medium
Q15. If a man is not happy, then he is not rich.
Answer: A
The statement can be expressed as a contrapositive. Given p: A man is happy and q: A man is rich, the contrapositive of pq -> is that if p is false (not happy), then q is also false (not rich). Therefore, the correct answer is option A.

Sunday, 1 November 2026

$300 Billion of Data Centres, 20% GPU Use: India's AI Problem Is Demand

$300 Billion of Data Centres, 20% GPU Use: India's AI Problem Is Demand

A new Rhodium Group report finds India has attracted over $300 billion of data centre investment commitments while IndiaAI's subsidised GPUs run at roughly 20 per cent utilisation. I accept the finding and draw a conclusion opposite to the one I drew a year ago: India has over-built supply and under-built demand. The fix is not more subsidy for sovereign models but the services layer. I suggest converting part of the GPU subsidy into paid AI-deployment apprenticeships in Indian enterprises and state governments.

I begin by disagreeing with myself.

In September 2025, in a hopeful note on why AI can be a major driver of India's growth, I ended by urging India to "invest in compute and commons" and treat subsidised GPU access as the first lever. I stand by the talent argument in that post. What I have to retire is the assumption that capacity ordered will summon demand behind it.

This morning's Hindu BusinessLine summarises a new Rhodium Group report by Ankit Tiwari and Reva Goujon, Hyperscaler Heaven? A reality check on India's AI ambition and geopolitical alignment. Its ledger:

  • Over $300 billion of data centre investment commitments in a single year, with operational capacity projected to triple by 2030, possibly six-fold
  • IndiaAI Mission GPUs, subsidised well below market rate, reportedly running at roughly 20 per cent utilisation
  • Yotta, the biggest GPU-as-a-service operator, drawing an estimated 80 per cent of revenue from foreign clients
  • Andhra Pradesh's IT Minister citing 2 lakh jobs from one project, while the State's own agency estimates 200 direct operational positions

Read the first two together and the story inverts. We have over-built supply and under-built demand. The racks are not empty because Indians are shy of AI; they are full of other people's work.

The constructive half of the report gets no airtime here. TCS and Infosys reported annualised AI services revenue at 7.5 and 8 per cent of total revenue, growing at double digits while overall IT revenue growth fell to a six-year low. Rhodium's key figure is the forward-deployed engineer: someone who embeds inside a client and bends the deployment around its legacy systems, workflows and data. An entry-level one in India costs under a tenth of the US equivalent. A 2025 MIT study cited in the report found 95 per cent of generative AI pilots at large organisations fail, not on model quality, but on integration lag.

That is where the entry-level jobs argument actually lands. So, a suggestion for MeitY and for the states: ring-fence a slice of the IndiaAI GPU subsidy and convert it into paid AI-deployment apprenticeships, placing young engineers inside Indian enterprises, and in state government departments, with the subsidy paying the stipend and the host paying for delivery. Utilisation and employment then rise on the same rupee.

The caveat deserves equal space. 2 lakh promised against 200 actual is not an accounting slip; it is what happens when we sell what we cannot deliver. States justified land, power waivers and capital subsidy on jobs, and construction work peaks and then disperses. I made a related point about short-term doles needing a long-term digital plan, and again about public money buying skills rather than privilege: public resources must come with public accountability. That test should apply to a GPU subsidy as strictly as to an internship mandate.

Rhodium's finding is not that India's AI ambition is misplaced. It is that ambition measured in racks has to be matched, line for line, by ambition measured in the people who make the racks useful.

With regards,

Hemen Parekh

www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in

2 Nov 2026

49.6 crore out of poverty, but the entry-level job is missing

49.6 crore out of poverty, but the entry-level job is missing

The Prime Minister is right to celebrate: extreme poverty fell from 27.1% to 2.6% between 2011 and 2023, and 49.6 crore people crossed the poverty line. But the same World Bank brief records youth unemployment rising to 15.9%, real earnings flat, and poverty concentrating in the belt from Uttar Pradesh to West Bengal. The Decent Work Index is still low, and AI is thinning the entry rung. I propose a national job-quality dashboard beside the job count, and a paid apprenticeship or entry-level wage subsidy tied to verified skills credentials rather than degrees.

On Saturday the Prime Minister posted that India had gone from “more than 1 in 4 Indians” in extreme poverty to “roughly 1 in 38”: “Gareebi hatao was never a slogan for us. It is our commitment.” (The Times of India, 2 November 2026)

He is entitled to. The World Bank’s October 2026 Poverty and Equity Brief has extreme poverty at $3 a day falling from 27.1% in 2011 to 2.6% in 2023, with about 49.6 crore people crossing the $4.20-a-day line. Employment rose by 13.4 crore between 2017 and 2023, and the Gini index fell from 29 to 23.

Then read the rest of the same brief.

  • Youth unemployment up from 14.6% (Q1 FY26) to 15.9% (Q1 FY27), rural young women worst hit.
  • Real earnings broadly unchanged.
  • Most new work in low-productivity activities.
  • Median earnings of the top decile about 13 times the bottom decile’s, 2023.
  • 57% of India’s poor in one belt, Uttar Pradesh to West Bengal.

The Hindu’s lead on 2 November puts a number on it. A Decent Work Index built from the PLFS rounds of 2017-18 and 2023-24 by Anukriti Negi, Priyabrata Sahoo and Santosh Kumar Dash rises from 0.247 to 0.302: progress, still low. Nearly 90% of the workforce is informally employed. Shift, they say, from a “job-counting approach” to a “job-quality approach”.

And the rung quietly being removed is the first one. ICRIER’s survey of about 650 IT firms across ten cities, between November 2025 and January 2026, found hiring moderating mainly at entry level — 55% of firms reporting lower entry-level employment — while 63% now hire for domain expertise combined with AI or data skills. Cyrus Guzder of the Logistics Sector Skill Council, which expects to need 43 lakh more workers by 2030, says: “Your job will not be taken because you don’t know AI. Your job will be taken by somebody who knows AI.” (The Hindu BusinessLine, 2 November 2026)

So: more jobs took 49.6 crore people out of poverty. Better jobs must carry the next leg, and the entry rung is exactly where AI is landing.

Graduates Without Jobs (29 March 2026) noted that 67% of India’s unemployed youth were graduates; National Job Skilling Policy (8 April 2026) backed employer incentives and apprenticeship scale-up. Today makes both more urgent.

Two suggestions. Publish a job-quality dashboard beside the job count — quarterly: share of new jobs with a written contract and PF or ESI cover, real median earnings by decile, entry-level hiring by sector, Decent Work Index by State. e-Shram and PLFS already hold the raw material. That is a reporting decision, not a new scheme.

And pay for the first job: a time-bound stipend or wage subsidy for every entry-level hire under 30, released against a verified skills credential mapped to the task, not a degree. Apprenticeships qualify. The demand is visible; we are subsidising the wrong signal. Dashboards get gamed and subsidies leak — still, counting quality honestly is the cheapest step we have not taken.

With regards,
Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
2 November 2026

EPFO goes to WhatsApp — now let the same rail carry jobs

EPFO goes to WhatsApp — now let the same rail carry jobs

EPFO's WhatsApp service, and its automatic settlement of small inoperative accounts, prove the state can now reach a worker without an application form. I thank the Minister, then argue the same verified rail should carry job-match alerts, apprenticeship openings and skill-credential status — not only PF balances. Rs 5 crore across about one lakh dormant accounts is small money and a large signal; scaled up, it turns e-Shram from a database into a delivery channel.

On Sunday, at EPFO's 74th Foundation Day, the Union Minister for Labour and Employment, Shri Mansukh Mandaviya, did something quietly large. As PTI reported on 2 November 2026, subscribers can now read their PF balance, their latest five transactions and their passbook on EPFO's verified WhatsApp service, and get personalised help with PMVBRY requirements. TeluguNow's walkthrough of the same date fills in the mechanics: send "Hi" to +91 87964 41800 from the number registered with the PF account, choose a language, pick balance, receive an OTP, download the passbook. Nothing to install. So first, Minister, thank you.

The same event carried a second, less noticed decision: automatic settlement of eligible inoperative EPF accounts. An Aadhaar-verified account holding up to Rs 1,000 needs no claim form at all; EPFO verifies identity and bank account and moves the money.

The figures PTI carried on 2 November 2026 are worth putting side by side:

  • Corpus managed: Rs 32 lakh crore, built from contributions of more than 8 crore members
  • Claim-free ceiling: Rs 1,000, for Aadhaar-verified inoperative accounts
  • Expected reach: about one lakh accounts, about Rs 5 crore in all

Rs 5 crore across a lakh accounts is trivial money. What is not trivial is the proof: the state located a lakh workers who never asked, matched their identity to a bank account and paid them. That capability, not the amount, is the asset worth building on.

I have argued the front-door idea before. When the government's WhatsApp chatbot was being opened to DigiLocker documents, I wrote in March 2022, in DigiLocker = Single Unified Identity for Indian Citizen?, that this chat window could become the citizen's front door rather than one more portal. And in Bharat Job Alert Mission (July 2025) I proposed "AI-curated job alerts delivered via SMS, WhatsApp, and voice bots … using data from Employment Exchanges, eShram, Udyam, and NCS." The rail now exists. What rides on it is a choice.

My suggestion, Minister, is that the next three cargoes on this verified number be these, opt-in and in the member's language:

  • A job match: vacancies from NCS and Udyam employers that fit the member's stated skill, district and wage range
  • An apprenticeship opening, with the stipend and the establishment named
  • The status of a skill credential — issued, pending, or verified by an employer

In July 2024 I noted, in WWF arriving? A DPI for jobs?, that on the e-Shram portal "there is no provision to connect Jobseekers with Employers." A verified push channel changes that arithmetic. e-Shram then stops being a database entry and becomes a delivery address.

Which is why the Rs 32 lakh crore, 8 crore member corpus matters here. Infrastructure of that size and that reach should be treated as national infrastructure for jobs, not as an EPFO convenience for balances. The Minister has asked his officials for worker-centric innovation before the 75th year. Starting with the job alert would be a fine way to begin.

With regards,
Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
02 Nov 2026