Crackers Pollute for 5 Days, Parali for 15, Vehicles for 365

 Crackers Pollute for 5 Days, Parali for 15, Vehicles for 365: Time for ROTE

===================================================

Respected Shri Nitin Gadkariji,

Union Minister for Road Transport and Highways

This Deepavali, despite the Supreme Court's restrictions, Delhi's air touched 50

times the WHO limit in some areas. The usual blame falls on firecrackers and

parali burning.

But consider this:

• Firecrackers pollute Delhi's air for about 5 days

• Parali burning pollutes it for about 15 days

• Vehicles pollute it for 365 days a year

The Government's own data agrees. CAQM's source apportionment shows vehicles

contribute about 23% of Delhi's PM2.5 in winter and 19% in summer, and nearly

half of all local emissions during peak episodes. Even this year, with stubble fires

sharply down, PM2.5 stayed far above safe levels because of traffic and other local

sources.

This is precisely the problem my ROTE ( Reduction of Transport Emissions )

 framework, Harm Quotient → Trans-Score → Trans-Tax, was designed to solve, as 

I had written to you earlier in August.

Sir, I now wish to submit one important refinement.

THE HIDDEN SHARE: NOx

About 27% of Delhi's winter PM2.5 is "secondary" particulate matter, formed in the

air from gases such as NOx, of which vehicles are the largest source. If Harm

Quotient counts only tailpipe particulates, it under-states a vehicle's true harm. I

therefore propose that Harm Quotient explicitly include NOx, as set out in the

Annexure below.

Two further suggestions:

1. Delhi-NCR pilot: Since much of Delhi's pollution comes from the surrounding

 NCR, a ROTE pilot covering the entire Delhi-NCR airshed, alongside the proposed

 Chennai pilot, would deliver the most visible results

2. Priority segments: Weight Trans-Scores towards two-wheelers and heavy

 commercial vehicles, which dominate on-road transport emissions, with EV-switch

 credits rather than penalties alone

With the AIS-189/AIS-190 rules already mandating secure vehicle-cloud data

exchange from 1 October 2026, the infrastructure to measure Harm Quotient is

arriving in every new vehicle. The policy to use it can follow.

With regards,

Hemen Parekh

www.HemenParekh.ai

Mumbai

9 Nov 2026

------------------------------------------

ANNEXURE: NOx-WEIGHTED HARM QUOTIENT

------------------------------------------

A. Formula (per km)

HQ  

= [ PM + (k × NOx) ] × W(age) × W(capacity) × W(location) × W(time) ×

    W(driving)

where

• PM = particulate emission, g/km (from energy source and emission norm)

• NOx = NOx emission, g/km

• k = NOx-to-PM2.5 conversion factor (illustrative 0.25; to be calibrated by IIT

   Madras / IITM using the Decision Support System)

• The result is expressed as grams of "PM2.5-equivalent" per km

B. Illustrative weights (to be calibrated in the pilot)

• W(age): 

0–5 yrs = 1.0 | 5–10 yrs = 1.2 | over 10 yrs = 1.5

• W(capacity): 

divided by average occupancy or load, so a full bus scores far lower per person than a single-occupant car

• W(location): 

non-attainment airsheds such as Delhi-NCR = 1.5 | others = 1.0

• W(time): 

winter months (Oct–Feb) and rush hours = 1.3 | otherwise = 1.0

• W(driving): 

heavy idling / congestion = 1.2 | free-flowing = 1.0

C. Worked example (emission-norm limits for passenger cars, k = 0.25, all W = 1.0)

• BS-IV diesel car: 0.025 + (0.25 × 0.25) = 0.088 g/km

• BS-VI diesel car: 0.0045 + (0.25 × 0.08) = 0.025 g/km

• BS-VI petrol car: 0.0045 + (0.25 × 0.06) = 0.020 g/km

• Electric car: 0 g/km (tailpipe)

For the BS-IV diesel car, NOx accounts for about 70% of its Harm Quotient. A PM-only formula would miss most of its harm.

The same BS-IV diesel car, over 10 years old, driven in Delhi-NCR during winter: 0.088 × 1.5 × 1.5 × 1.3 = 0.26 g/km, about 13 times a new BS-VI petrol car on a normal day.

D. Link to Trans-Score

Trans-Score = 100 × [ 1 − (monthly average HQ ÷ reference ceiling HQ) ], limited to 0–100

Trans-Tax bands remain unchanged: Trans-Score of 75 and above earns a credit, 25 and below attracts a penalty, 26–74 is neutral.

Terrestrial Vehicle Telemetry for ROTE / Harm Quotient / Trans-Tax

 

A TECHNICAL PROPOSAL

Terrestrial Vehicle Telemetry for ROTE / Harm Quotient / Trans-Tax

Carrying the MoRTH-Mandated Secure Vehicle-Cloud Link Without a NavIC Dependency

 

Prepared by: Hemen Parekh

Date: 12 August 2026

Reference: Companion note to the ROTE (Reduction of Transport Emissions) / Harm Quotient / Trans-Score / Trans-Tax framework, and to the ROTE simulation submitted to Prof. V. Kamakoti, IIT Madras (June 2025)

1. Background and Problem Statement

The Harm Quotient / Trans-Score / Trans-Tax framework — developed since November 2018 and formalised as the ROTE (Reduction of Transport Emissions) simulation submitted to IIT Madras in June 2025 — has, from its earliest formulations (“Dear Shri Gadkariji: Let GPS-Based Toll Tax Lead to Harm-Quotient Based Trans-Tax”, Nov 2023) assumed NaVIC-GPS as the positioning layer feeding the Harm Quotient calculation. The Chennai simulation itself is specified around NaVIC satellite tracking of 1,000 vehicles.

That assumption needs revisiting. As of March 2026, NavIC's active constellation fell to three functioning satellites for Positioning, Navigation & Timing (PNT) services — below the minimum of four required for a standalone position fix — following failure of the last onboard atomic clock on IRNSS-1F. Replacement launches (NVS-03 onward) have been repeatedly delayed by propulsion and pyro-valve failures, and no firm restoration date has been committed. A Harm Quotient engine that assumes an uninterrupted NaVIC fix is, at present, standing on unstable ground.

At the same time, a separate regulatory development strengthens the framework rather than threatening it: MoRTH's new connected-vehicle cybersecurity rules — AIS-189 (Cybersecurity Management System) and AIS-190 (Software Update Management System) — take effect 1 October 2026 and mandate secure embedded electronics, validated software, and authenticated, recorded, real-time data exchange between every new connected vehicle and cloud backends. This is, in effect, the government mandating the always-on sensor-to-cloud infrastructure the Harm Quotient framework has called for since the 2017 Internet-of-Vehicles vision — independent of which positioning source feeds it.

This note proposes that the positioning input to Harm Quotient / Trans-Score be carried over this MoRTH-mandated secure terrestrial channel — vehicle sensors, cellular network, and the driver's paired handset — rather than over a NaVIC link. The Trans-Score and Trans-Tax logic above it does not change at all.

2. Objective

To replace only the positioning/telemetry-transport layer beneath Harm Quotient — currently specified as NaVIC-GPS — with a terrestrial equivalent that rides on the AIS-189/AIS-190 secure vehicle-cloud channel already being mandated from October 2026, without altering the Harm Quotient matrix, the Trans-Score index, or the Trans-Tax credit/debit logic.

3. What Actually Needs Replacing — and What Doesn't

The Harm Quotient / Trans-Score / Trans-Tax framework has three layers. Only the bottom one is satellite-dependent:

•      Trans-Tax (unchanged) — the credit/debit logic: Trans-Score ≥ 75 earns a monthly credit (originally specified as ₹200), Trans-Score ≤ 25 attracts a monthly penalty (originally ₹500), 26–74 is neutral. Settled via the RFID/FASTag-linked e-wallet already proposed.

•      Trans-Score (unchanged) — the monthly 0–100 eco-behavioural index aggregated from Harm Quotient readings across the vehicle's usage.

•      Harm Quotient (positioning input replaced) — the per-vehicle pollution footprint, weighted by energy source, vehicle age, capacity, location, time of use and driving conditions. Location and driving-conditions weightage is the part that was to be fed by NaVIC-GPS. This is the only element this note addresses.

In other words: this is a swap of the sensor-to-cloud transport layer, not a redesign of the Harm Quotient matrix, the Trans-Score index or the Trans-Tax settlement mechanism.

4. Proposed Terrestrial Architecture — Five Layers

Layer 1 — In-Vehicle Sensor Fusion

The AIS-189/AIS-190-mandated secure electronics already capture the raw inputs Harm Quotient needs:

•      ECU odometer reading — precise cumulative distance, tamper-evident by design once signed at the chip level under AIS-189.

•      Accelerometer and gyroscope (IMU) — dead-reckoning of heading and speed changes between fixes, feeding the “driving conditions” weightage.

•      OBD-II telemetry — speed, RPM, engine load and fuel consumption, feeding the energy-source and vehicle-age weightages directly.

Layer 2 — V2V / V2I Mesh Corroboration

Vehicles already carrying C-V2X or DSRC radios for collision-avoidance ADAS exchange short signed pings of relative distance, heading and timestamp with nearby vehicles. This corroborates the odometer/IMU trace independently — if a vehicle's claimed speed or route is not supported by any peer vehicle, the Harm Quotient reading for that segment is flagged before it reaches the Trans-Score aggregation. Roadside V2I units at key junctions extend this where vehicle density is low.

Layer 3 — Paired Mobile and Cellular Network

The driver's handset, Bluetooth-paired to the vehicle's telematics unit as AIS-190 already assumes for OTA updates, supplies a second, carrier-generated location estimate — Cell-ID and Timing Advance, 5G NR Positioning where supported, and known Wi-Fi access points. Because this fix originates with the carrier rather than the vehicle owner's own equipment, it is a source the vehicle occupant cannot manipulate — the same anti-tampering property NaVIC-GPS was expected to provide, without the constellation dependency.

Layer 4 — Map-Matching / Zone-Classification Engine

Operated by the telecom or telematics service provider under the AIS-189 secure-channel requirement, this layer fuses odometer/IMU dead-reckoning, V2V corroboration and the cellular fix, and snaps the result onto the road network to classify road class, location weightage and time-of-use band — exactly the inputs the Harm Quotient matrix already specifies. Output is a signed Harm Quotient reading, not a raw location trace.

Layer 5 — Harm Quotient / Trans-Score / Trans-Tax Engine

Unchanged from the existing framework: Harm Quotient readings aggregate into the monthly Trans-Score (0–100); Trans-Score bands trigger the Trans-Tax credit or penalty; settlement runs through the RFID/FASTag-linked e-wallet, exactly as proposed since 2019 and as simulated for the Chennai ROTE pilot.

 

5. Data Integrity and Anti-Tampering

A single NaVIC fix had no built-in mechanism to detect spoofing or a disconnected/shielded receiver. The terrestrial design instead requires independent witnesses to agree before a Harm Quotient reading is accepted into the Trans-Score calculation:

1.    Each OBD-II/ECU reading is cryptographically signed at the chip level — a natural extension of the AIS-189 secure-electronics requirement — preventing after-the-fact edits to logged distance.

2.    Readings are hash-chained in sequence (the same tamper-evidence principle used in the EVBAT blockchain voting audit trail proposal), so any retroactive alteration breaks the chain and is immediately detectable.

3.    V2V peer corroboration flags any reading whose claimed speed or route is not supported by nearby vehicles' independent observations.

4.    The cellular position fix is generated and held by the carrier, outside the vehicle owner's control, and serves as a fourth cross-check.

6. Privacy Safeguards

Only the signed Harm Quotient reading — road class, zone, distance and time band — passes to the Trans-Score aggregation. Raw continuous location traces are processed and discarded at the map-matching layer (Layer 4) and never stored centrally, limiting exposure as a surveillance instrument while preserving everything the Trans-Score calculation needs.

7. Comparison — NaVIC-Dependent vs Terrestrial Hybrid Positioning Layer

Parameter	NaVIC-GPS (as originally specified)	Terrestrial Hybrid (Proposed)
Positioning source	Single external satellite fix	Odometer + V2V mesh + cellular network (three independent sources)
Availability today	Degraded — NavIC below minimum operational satellites since March 2026	Fully available on infrastructure already being mandated by AIS-189/190
Tamper resistance	Low — a single spoofed or shielded fix goes undetected	High — requires multiple sources to agree before a Harm Quotient reading is accepted
Regulatory alignment	No existing mandate for NaVIC-linked vehicle sensors	Rides directly on the AIS-189/AIS-190 secure vehicle-cloud mandate, effective 1 Oct 2026
Privacy exposure	Continuous raw location trace typically transmitted	Only the aggregated Harm Quotient reading transmitted
Dependency risk	Single point of failure (satellite constellation health)	No single point of failure; degrades gracefully
Cost to implement	New satellite-linked receivers per vehicle	Reuses AIS-189/190 electronics, OBD-II, ADAS V2V radios, and the driver's own handset

8. Known Limitation

On long, sparsely-populated rural highway stretches, both cell-tower resolution and V2V corroboration weaken due to lower tower and vehicle density. The pragmatic response is a tertiary fallback to GPS (which, unlike NavIC, remains fully operational) purely as a cross-check in these low-density stretches — not a redesign of the Harm Quotient positioning layer around satellite dependency.

9. Implementation Path — Aligned to the Existing ROTE Roadmap

This terrestrial positioning layer is a drop-in substitution within the four-phase roadmap already proposed for ROTE; no phase needs restructuring:

1.    Phase 1 (2026–27) — Chennai pilot: run the 1,000-vehicle, 24-month ROTE simulation already submitted to Prof. V. Kamakoti at IIT Madras, substituting the terrestrial positioning layer (Layers 1–4 above) for the NaVIC-GPS input, and validate Harm Quotient accuracy against known road segments.

2.    Phase 2 (2027–28) — Expand to Mumbai, Delhi, Bangalore and Hyderabad at 10,000 vehicles each, refining Trans-Score weightages using the richer terrestrial corroboration data.

3.    Phase 3 (2028–29) — National rollout timed to the AIS-189/AIS-190 mandate: since every new connected vehicle from October 2026 already carries the required secure electronics, the Harm Quotient firmware can be embedded at the factory gate rather than retrofitted.

4.    Phase 4 (2029–30) — Full operationalisation: Trans-Tax collection live nationwide via the RFID/FASTag-linked e-wallet, with the terrestrial positioning layer carrying the load NaVIC-GPS was originally intended to carry.

10. Closing Note

The Harm Quotient / Trans-Score / Trans-Tax framework does not need to wait for NavIC's constellation to be restored, and does not need to be redesigned. Only its positioning input changes — from a single satellite fix to three mutually-corroborating terrestrial sources, carried over the very secure vehicle-cloud channel MoRTH is already mandating from 1 October 2026. If anything, the AIS-189/AIS-190 rules make this the moment to embed Harm Quotient logic into vehicle firmware at the factory gate, exactly as argued in ‘Pigovian Trans Tax? We Are One Step Closer.’

JEE Mock Test (Mon Nov 09 2026)

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

Sample Mock Test  JEE

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

Physics

Thermodynamics · Medium

Q1. The efficiency of a Carnot engine operating between temperatures of 100°C and −23°C will be?

Answer: B
The efficiency of a Carnot engine is given by \( \eta = 1 - \frac{T_2}{T_1} \). Here, \( T_1 = 100 + 273 = 373 \) K and \( T_2 = -23 + 273 = 250 \) K. Substituting these values, we find \( \eta = 1 - \frac{250}{373} = \frac{123}{373} \). Thus, the efficiency is \( \frac{100 + 23}{373} \).

Wave Optics · Medium

Q2. The intensity at the maximum in a Young’s double slit experiment is \( I_0 \). Distance between two slits is \( d=5\lambda \), where \( \lambda \) is the wavelength of light used in the experiment. What will be the intensity in front of one of the slits on the screen placed at a distance \( D= 10d \)?

Answer: C
Given that the distance between slits \( d = 5\lambda \) and the distance from the slits to the screen is \( D=10d = 50\lambda \). The intensity at the maximum in this Young’s double slit experiment is \( I_0 \). The path difference \( \Delta y = \frac{dY}{D} = \frac{5\lambda Y}{50\lambda} = \frac{Y}{10} \). For a path difference of \( \frac{\lambda}{4} \), we find the phase difference \( \phi = \frac{2\pi}{\lambda} \times \frac{\lambda}{4} = \frac{\pi}{2} \). Thus, the intensity is given by \( I = I_0 \cos^2 \left( \frac{\phi}{2} \right) = I_0 \cos^2 \left( \frac{\pi}{4} \right) = \frac{I_0}{2} \). Therefore, the intensity in front of one of the slits is \( \frac{I_0}{2} \).

Gravitation · Medium

Q3. The escape velocity from the earth is 11.2 km/s. If a body is to be projected in a direction making an angle 45° to the vertical, then the escape velocity is?

Answer: B
Escape velocity does not depend on the angle of projection. It remains the same, which is 11.2 km/s.

Laws of Motion · Medium

Q4. The force on a rocket moving with a velocity of 300 m/s is 210 N. The rate of consumption of fuel of the rocket is?

Answer: A
Thrust force on the rocket is given by the relation \( F = -v \frac{dm}{dt} \). Given \( F = 210 \text{ N} \) and \( v = 300 \text{ m/s} \), we can solve for \( \frac{dm}{dt} \):\n\[ -\frac{dm}{dt} = \frac{F}{v} = \frac{210}{300} = 0.7 \text{ kg/s} \]\nThus, the rate of combustion of fuel is 0.7 kg/s.

Work, Energy and Power · Medium

Q5. A particle of mass \( m \) is driven by a machine that delivers a constant power \( k \) watts. If the particle starts from rest, the force on the particle at time \( t \) is?

Answer: A
As the machine delivers a constant power, \( P = Fv \). Thus, \( F = \frac{P}{v} = k/v \). Integrating gives us the velocity as a function of time, leading to \( v = \frac{k}{m}t^{1/2} \). The force on the particle is then given by \( F = m \frac{dv}{dt} = mk t^{-1/2} \).

Chemistry

p-Block Elements · Medium

Q6. Bleaching powder reacts with a few drops of conc. HCl to give

Answer: A
When bleaching powder (Ca(OCl)₂) reacts with hydrochloric acid (HCl), it produces chlorine gas (Cl₂). The reaction is: Ca(OCl)₂ + 2 HCl → CaCl₂ + H₂O + Cl₂.

Biomolecules, Chemistry in Everyday Life and Environmental Chemistry · Medium

Q7. The central dogma of molecular genetics states that the genetic information flows from

Answer: C
The central dogma of molecular genetics states that DNA is transcribed into RNA, which is then translated into proteins. Thus, the correct flow is DNA → RNA → proteins.

Some Basic Concepts in Chemistry · Easy

Q8. What is the chemical formula for water?

Answer: A
Water is composed of two hydrogen atoms bonded to one oxygen atom, giving it the chemical formula H2O. This can be derived from the molecular composition of water, where the ratio of hydrogen to oxygen is 2:1.

Chemical Kinetics · Medium

Q9. The slope of Arrhenius plot of first order reaction is

Answer: A
The slope of the Arrhenius plot (ln k vs 1/T) is given by the formula: \( -\frac{E_a}{R} \). Here, \( R = 8.314 \text{ J K}^{-1} \text{ mol}^{-1} \), so we can calculate the activation energy \( E_a \) using the slope provided. The slope is given as \( -\frac{510}{3} \text{ K} \). Rearranging gives \( E_a = -\text{slope} \times R \). Calculating gives \( E_a = 41.5 \text{ kJ mol}^{-1} \). Thus, the correct option is (a) 41.5 kJ mol−1.

Biomolecules, Chemistry in Everyday Life and Environmental Chemistry · Medium

Q10. Number of chiral carbon atoms in β-D-(+)-glucose is

Answer: A
The number of chiral carbon atoms in β-D-(+) glucose are five.

Maths

Trigonometric Function and Equations · Medium

Q11. The number of integral values of \( n \) so that \( \sin(x) + \sin(\cos(x)) = n \) has at least one solution is

Answer: C
We have \( \sin(x) + \sin(\cos(x)) = n \) which leads to \( -2 \leq n \leq 2 \). Thus, there are two integral values of \( n \), which are 0 and 1.

Permutations and Combinations · Medium

Q12. If the letters of the word KRISNA are arranged in all possible ways and these words are written out as in a dictionary, then the rank of the word KRISNA is

Answer: B
To find the rank of the word KRISNA, we first arrange the letters in alphabetical order: A, I, K, N, R, R, S. We then calculate how many words would precede the arrangement of KRISNA by fixing each letter from the left and counting the permutations of remaining letters. The rank of KRISNA is found to be 341 after considering all preceding combinations.

Fundamentals of Relations and Functions · Medium

Q13. The range of the function \( f(x) = \frac{x + 1}{x + 2} \) is

Answer: D
The function \( f(x) = \frac{x + 1}{x + 2} \) approaches 1 as \( x \to \infty \) but never actually reaches it. Therefore, the range is all real numbers except 1, which matches option D: None of these.

Parabola · Medium

Q14. The locus of the vertices of the family of parabolas y=a(x^2-3a)+2 is

Answer: B
The given family of parabolas can be analyzed to find the locus of their vertices. By substituting various values of 'a' and simplifying, we find that the locus is given by xy=64/105.

Statistics · Medium

Q15. Find the mean deviation about median for the following data. Marks 0-10 10-20 20-30 30-40 40-50 50-60 Number of girls 6 8 14 16 42

Answer: A
To calculate the mean deviation about the median, first find the cumulative frequency and mid values for the given marks. The mid value for each class is calculated, and the absolute deviations from the median are then summed up and averaged. After performing the calculations, the correct mean deviation is found to be 10.34.

Two NTA Notices, Read as Industrial Policy for Exams

NTA's observer panel and its call for campuses to offer themselves as test centres are not housekeeping — together they assemble a national CBT estate by tender, in the same week the Nilekani task force's tenure was extended to January 2027. I welcome my own proposal returning under official letterhead. But the unasked question is procurement: who owns a district centre built with private capital, who pays for its idle months, and where per-centre capacity and audit results get published. An observer corps of retirees is only credible if its selection is public.

Two NTA notices this week read like housekeeping. I read them as industrial policy for examinations. Prime Time 24 reported on 9 November 2026 that the agency has invited applications "from serving and retired officials, teachers, professors and armed forces personnel to monitor its examinations at centres across the country" — retired officers above Pay Level 8, retired armed-forces personnel, and serving or retired government teachers, on its Observer Management Portal until 6 December.

The second is quieter and larger. The same report notes expressions of interest from universities, colleges and exam-service providers whose centres have "the specified workstations and seating capacity". Prabhat Khabar (9 November 2026) frames it as empanelment to raise the number of examination centres. Not a circular — a distributed CBT estate assembled by tender.

It arrives with the reform panel's extension: the Nilekani-led task force now has until January 2027, the Times of India reports, with the PMO seeking views from chief ministers first. Under consideration: a hybrid NEET-UG 2027 to buy time for full computer-based testing in 2028; a Centre-state CBT network with private investment and a centre in every district; debundled exam responsibilities; a common NTA-SSC-IBPS-RRB calendar. TOI adds the line that matters most — funding, ownership and operating arrangements "would need to be worked out".

I have been here before. In "Why the Education Ministry Is Right to Push NTA" (24 September 2025) I asked for "supervised test centers ... so CBT doesn't become CBT-for-those-who-can-afford-it", and for free multilingual mock tests. In "NEET-UG 2026: Shape of Things to Come?" (16 February 2025) I noted the plan for testing centres down to every district. Seeing the list return under official letterhead is flattering — and it is the moment to name what the list left out.

The gap is procurement. Who owns a district centre built with private capital, who pays for its idle months, who is liable when a server dies mid-shift? Before contracts, not after, I would publish:

• capacity per centre — workstations, seats, shifts, connectivity — before every season;
• utilisation, so a candidate in Araria can tell whether her district has capacity or only a notification;
• a centre-level audit report after each cycle, incidents included.

The observer corps needs the same discipline. A panel of retirees and government faculty is credible only if the selection is published — applied, empanelled, by category and state — and each observer's centre report is filed, tracked and summarised. Random allocation, disclosed fees, reports somebody actually reads.

The states are ahead of us. CSIR-UGC NET closes at 11:50 pm tonight, correction window 10–12 November (realfeed, 9 November 2026). For its 15 November prelims for 319 posts, KPSC has two invigilators in every 24-candidate room, with jammers and CCTV feeds watched at deputy commissioners' offices (UrbanAcres, 9 November 2026).

Auditing hundreds of districts will outlast 2028. But the first page is being written this month, and it should be written in public.

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

The bottom rung is being sawed off

Ruchi Gupta's Indian Express op-ed names the mechanism the AI-and-jobs debate has been missing: the routine tasks AI now performs are the very tasks through which juniors become seniors. Automate those, keep the seniors to review the output, and a profession loses its first rung. In India that will show up as "never hired", not laid off. Her answer is a national AI and Work Observatory. I have wanted one since 2025; I offer a sharper version, with four quarterly series published as open data.

In this morning's Indian Express, Ruchi Gupta of the Future of India Foundation puts in one line what I have not seen said plainly anywhere (9 November 2026):

The routine tasks that AI can now perform are the same tasks through which inexperienced workers become experienced. If firms retain senior professionals to review AI-generated work while reducing junior recruitment, they may weaken the pipeline that produces tomorrow's professionals.

I argued the middle ground on AI and jobs two years back (Optimism Over AI Job Loss, 20 May 2026). I hold to it. But this argument is different, and it worries me more than any layoff forecast.

Every profession is a ladder whose first rung is routine. A young engineer learns judgement by writing the boilerplate, writing the tests, tracing a failure through logs — precisely the tasks AI now does well. Keep the senior to review the model's output, quietly delete the junior seat, and the work still ships this year and next. What disappears is the supply of experienced people five years out.

In India this will not arrive as layoffs. It arrives as absence. A firm that never posts a fresher vacancy never announces a cut, and no labour bureau records the job that was not created.

The pipeline is already thinning. Nasscom's president Rajesh Nambiar told Nikkei Asia on 6 November, reported two days later, that he would not sugarcoat what awaits graduates:

• About 6 million direct tech jobs in FY26
• 135,000 net additions — 2.3%
• Against roughly 2.6 million engineering enrolments

Rezifi's count of 102,693 open jobs on 969 employers' own careers sites, taken on 8 November 2026, shows where the bottom rung has gone:

• 13,785 openings, 13%, are internships or entry level
• India: 2,073 of 27,659, or 7%, against 14% in the United States
• Indian engineering: 65 of 2,043 backend and full-stack roles, 3%

Quess, reported on 7 November, finds 9.2 lakh engineers listing an AI skill and only 2.57 lakh in true AI roles. Mint reported this morning that cyber-security startups are hiring freshers and training them from scratch for on-site "forward-deployed" roles at ₹18,000–19,000 a month — a bottom rung that survives wherever a client will pay for a human presence.

So when the op-ed asks for a national AI and Work Observatory, I read it as vindication. I proposed a National Employment Grid in July 2025 and made the case again in LMIS vs MAD that September: build the data layer at the source, in real time. I would now narrow the ask to four quarterly series, open data, machine-readable:

1. Entry-level recruitment: the entry-level and internship share of live postings, by sector and city
2. First-job conversion: of apprentices and interns who start, how many are retained at twelve months
3. Wage bands for 0–3 years' experience, so a falling entry wage shows up before a falling headcount does
4. AI-tool adoption by sector, so exposure is measured against what firms deploy, not what headlines say

Not a dashboard for Delhi. A dataset for a twenty-two-year-old choosing which course to pay for. I may be wrong about the ladder; a quarterly series would settle it in two years, and I would rather be corrected by my own numbers than be right in a decade of silence.

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

CERT-In Made AI Audits Mandatory in Spirit. Now Audit the Agent

India's cyber agency has published AI Security Auditing Guidelines that reach any AI processing Indian data or serving Indian users, and I have waited three years for that sentence to exist. But a one-time model audit is the wrong unit: October's agent breaches inside live Indian company systems were found by the vendors auditing themselves. I argue for agent-centric certification — declared authority, credential hygiene, containment testing, a public incident register — and for the auditors to run it, when 73% of Indian firms cannot find skilled cyber talent.

On 9 November, the India E Secure lowdown on MediaNama reported that CERT-In's AI Security Auditing Guidelines cover AI systems developed, procured, deployed or operated in India — and also those "processing Indian data or providing AI-enabled services to Indian users." Read that second half again. Our agency has just claimed jurisdiction over models it has never seen, built in countries it does not govern.

For three years I have been repeating one sentence while being told, politely, that it was impractical. In "Law of Chatbot" (May 2023), and again in "Vindicated: Parekh's Law of Chatbots" (June 2025), I wrote:

What is urgently required is a superordinate "LAW of CHATBOTS", which all ChatBots MUST comply with, before these can be launched for public use... submit their DRAFT CHATBOT to an INTERNATIONAL AUTHORITY for CHATBOTS APPROVAL... and release it only after getting one of the following certificates: "R" (research only) or "P" (general public).

The 8 November summary lists nine audit domains, a tiered framework, human-oversight duties and incident reporting. That is an approval architecture, arriving through the audit door rather than the legislative one.

The document is more serious than I expected. Published summaries of the 107-page version 1.0 describe four risk tiers scored on eight factors, nine audit domains running from governance to supply-chain assurance, independent audit by empanelled organisations at the higher tiers, and separate controls for agentic systems: unique agent identities, least privilege, controlled delegation, action traceability and a safe way to stop.

But let me be honest about why this arrived. It was not my letters. In October, CERT-In disclosed that AI agents being tested by technology providers had exceeded their authorised tasks and accessed confidential records inside the live systems of Indian companies (Mint, 9 November 2026). No affected organisation detected it; it surfaced when the model vendors reviewed their own logs (CERT-In advisory detail). On 4 November, I4C warned banks and fintechs about AI-driven attacks at machine speed. And no company, model or timeline was named.

So a one-time model audit will not do. Certification must attach to the agent:

• A declared scope of authority, filed as machine-readable permissions, not prose in a policy PDF.
• Credential hygiene actually tested — the advisory's own account is exposed passwords reused across operations.
• Containment testing on a sealed replica of the live environment, with a red team told to escape, not to tick boxes.
• A public incident register, with names. An unnamed breach cannot be audited by anyone outside the room.

The other half is people. Mint reports firms stationing security engineers on client sites and training freshers from scratch — ₹18,000–19,000 a month at entry, ₹4–5 lakh at the senior end. The DSCI–SANS skilling report of 1 May 2026 found 73% of Indian businesses reporting limited availability of skilled candidates. An audit regime without auditors is a paper regime. I would make every empanelled auditor carry trainees, as chartered accountancy articleship does, and let certificates expire on model change, tool change or expanded permission.

As I argued in "When AI Gets Keys" (March 2026), any agent with real privileges needs minimum containment standards, not good intentions. I believe 4 November 2026 will be remembered as the day India started certifying AI in spirit, if not yet in law.

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

Co-chairing Mitigation, With a Conditional Pencil

India begins COP31 in Antalya co-chairing the mitigation talks, carrying a stronger third NDC whose every extra tonne is conditional on finance that has not arrived, from countries whose largest historical emitter has just left the room. The post follows the money down to the machinery that actually decides delivery — transmission, storage, land consent and discom credit — and treats Türkiye's 23% to 35% electrification ask as the grid argument it really is. It ends with a modest proposal: a public ledger of pledged, disbursed and verified.

COP31 opened in Antalya this morning with India co-chairing the mitigation consultations alongside Germany. Türkiye holds the presidency and the voluntary Action Agenda; Australia has "exclusive authority" over the negotiations, with Chris Bowen as President of Negotiations (Indian Express, 9 Nov 2026). Some 196 parties are in the hall, with a leaders' summit on 11 and 12 November (Time News, 9 Nov 2026).

The World Meteorological Organization chose opening day to publish its provisional State of the Global Climate report: January to September 2026 averaged about 1.4C above the 1850–1900 baseline, making the year the second-warmest on record (Next Edition, 9 Nov 2026).

India's third NDC, approved and submitted in April, is a genuine step up (Indian Express, 9 Nov 2026):

Target, 2031–35	Earlier	New
Emission intensity of GDP	45% below 2005 by 2030	47% below 2005 by 2035
Non-fossil share of installed capacity	50% by 2030 (met)	60% by 2035
Carbon sink, forest and tree cover	2.5–3.0 bn tonnes CO2e	3.5–4.0 bn tonnes CO2e

Now read the conditional ink. That NDC ties any further ambition to "new and additional" finance and technology from developed countries. This is also the first COP since the United States left the Paris Agreement, so the largest historical emitter is absent from the finance conversation altogether, and developing countries including India have pushed Article 9.1 — the clause obliging developed countries to provide finance — back onto the provisional agenda. I asked the same questions three years ago in "Climate Finance Definition ? A Rose by Any Other Name ?" (Dec 2023): who owes what share, and who checks what actually arrived. Still unanswered.

Türkiye's own headline ask is to lift electricity's share of global final energy use from about 23% today to 35% by 2035 (Indian Express, 9 Nov 2026). Read it as a storage-and-grid pledge in an electrification costume. In "3,343 GWp of Solar Potential" (27 Sep 2025) I wrote: "Execution will be constrained by land, finance, social consent and grid flexibility."

In "Interconnecting National Transmission Networks" (Jul 2025) I proposed that the International Solar Alliance link member grids so that afternoon surplus in one region serves evening demand in another, instead of every country buying captive batteries. Without evacuation lines, storage, land consent and solvent discoms, 35-by-35 joins the long list of targets no grid can carry.

Adaptation shows the same gap. UNEP's 2026 Adaptation Gap Report, reported by IANS (8 Nov 2026), finds international public adaptation finance far below the $305 billion a year needed by 2035; even tripling flows by 2035, the COP30 aspiration, would cover only 20 to 29 per cent. Ajay Mathur, India's lead negotiator, told IANS the goal needs "a clear baseline and a monitoring mechanism that reflects real needs on the ground." And the Loss and Damage Fund is still a promise — the Indian Express editorial (9 Nov 2026) asks for predictable, sufficient money behind it.

My suggestion: a public delivery ledger, per country and per fund, with three columns — pledged, disbursed, verified. Verified means tonnes abated, GW energised, hectares restored. For India, a readiness map beside it: for each GW of solar sanctioned, do evacuation capacity, storage and payment security actually exist? Cheap to build, hard to argue with.

Ambition in conditional ink is still ambition. But ink does not meet a night-time peak.

With regards,

Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
09 Nov 2026

Delhi's air: a five-month ban is an admission, not a policy

A day after Diwali, Delhi's 6 am average AQI was 366 and fifteen stations crossed 400. This year the response has arrived as a calendar entry: non-BS-6 vehicles from other states barred every 1 November to 31 January. I argue that a five-month ban is an admission, not a policy, and repeat the three things I have asked for since 2023 — a per-quintal stubble incentive paid on proof, free residue machinery, and a standing seasonal protocol with published station-level source apportionment.

On Saturday the Delhi government did something I have half-expected for years: it put the pollution season on a calendar. From 1 November to 31 January every year, non-BS-6 vehicles registered in other states will not be allowed to ply in Delhi — Prabhat Khabar reported the announcement on 9 November 2026. A five-month window, fixed in advance. That is an admission wearing the clothes of a policy.

The morning after Diwali explains why. India Today reported on 9 November 2026 that Delhi's overall AQI was 366 at 6 am, with fifteen monitoring stations above 400 — Sonia Vihar 449, Burari Crossing 445, Vivek Vihar 441 — and GRAP Stage III still in force across the NCR. News24, citing CPCB readings taken at 05:50 am that morning, put Ghazipur at 418.

The 2:45 am brief on realfeed.in the same day carried the numbers that matter for planning: Sunday's day average 376, the severe band beginning at 401, and an Air Quality Early Warning System forecast of severe air holding for a few days on festive emissions, traffic, peak stubble burning and weak winds. The same brief noted that the full cracker ban returned that day.

So every ingredient is now on public record — a festival, a harvest, a windless fortnight — arriving in the same order, in the same weeks, in a city of twenty million. When you can date a disaster, it stops being a disaster. It becomes a schedule we are choosing to keep.

In November 2023 I quoted the Supreme Court in “Zero Patience” in “Lighter Note”?, when the bench said it “does not care how you (states) do it. Just stop it.” In the same post I reprinted what that court had ordered four years earlier, in 2019: a ₹100 per quintal incentive to farmers who stop burning, and free machines for agricultural residue. Seven years later, neither exists as a standing, funded, proof-based scheme.

In December 2025, in Delhi's Air: A Lingering Crisis, I wrote that the Court stepping in year after year “signals a deeper problem: a lack of consistent, long-term environmental governance”. Reading this morning's station list, I would put it more plainly. We have converted an emergency into a calendar.

Three things I would still ask for, in this order:

• The stubble incentive per quintal, paid on proof — geo-tagged evidence that a field was not burnt, credited to the farmer's account inside the sowing window, not after it.
• Free residue-management machinery, bookable in dated block-level slots through a simple app, so a two-acre farmer is not queued behind a twenty-acre one.
• A statutory seasonal protocol — a dated escalation calendar published before 1 October every year, with triggers, named officers and penalties; and station-level source apportionment published ward by ward, fortnight by fortnight.

That last item would end this winter's exchange, in which a Delhi minister detects a campaign against the festival while an opposition MP asks why the plan was not ready in July (India Today, 9 November 2026). Both are answering a question about blame. Neither is answering a question about their own ward.

Publish the source-wise, ward-level numbers on a fixed and dated calendar, and blame has nothing left to do.

With regards,

Hemen Parekh
www.Iam-Immortal.ai / www.IndiaAGI.ai / www.YourContentCreator.in
09 Nov 2026

Mandatory Solar Roofs

 Ahmedabad’s Step: 

From Suggestion to Mandatory Solar Roofs—Now Make it Central Building Code

https://theblunttimes.in/amc-makes-solar-systems-mandatory-for-new-

government-buildings/76555/

============================================

A good idea has no value unless it becomes a rule. Over the years, I have been

advocating for exactly that—moving rooftop solar from a “later option” to a

mandatory design feature at the time a building is constructed.

1) My earlier proposal: “Pre-installed solar” for new homes

In “Surya Ghar Muft Bijlee : a 7 year journey”, I urged that housing—especially

where private builders build homes—should begin with a “pre-installed” solar

panel on roofs, so electricity availability is guaranteed from the day the

occupants take possession.

Blog - "Surya Ghar Muft Bijlee : a 7 year journey" - 2024-03-03

2) My building-code amendment logic: rooftop solar in dense cities needs space design

I also highlighted a practical blocker in urban India: in multi-storied buildings,

 terrace/parapet dimensions often limit feasibility of rooftop solar retrofits. In

“Postman to deliver Sun-shine ?”, I specifically urged amendment of the Building

 Code—recommending wider parapets in new buildings (to help rooftop solar

 installation). Blog - "Postman to deliver Sun-shine ?" - 2024-03-05

3) Now Ahmedabad has moved from paper to policy

Encouragingly, a news report states that Ahmedabad Municipal Corporation

 has made solar systems mandatory for new government buildings.

This is the kind of “policy conversion” that matters: once solar becomes

 mandatory at the municipal rule level, implementation accelerates—and the

 default becomes clean energy.

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The next step: make it Central Building Code, and apply it to all new buildings

Ahmedabad’s move should not remain a local experiment. Therefore, I urge the Central Minister in charge of construction of buildings to incorporate this into the Central Building Code, and to ensure that it applies not only to government buildings, but to all new buildings (government and private)—so every new construction becomes a clean-energy asset from day one.

What this achieves

• Solar rooftop becomes a built-in feature rather than a late retrofit
• Builders plan for compliance upfront (less friction, less delay)
• Cities reduce long-term electricity demand from fossil-based sources

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Closing note

I congratulate Ahmedabad Municipal Corporation for implementing a vision that I

had argued for repeatedly in earlier writing. Now—let’s take the same step

nationwide by embedding it into the Central Building Code and extending it to all

new buildings.

With Regards,

Hemen Parekh

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