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The Year I Claimed My Own Pace

As I look back on the year 2025, it feels right to pause and take stock, not only of what I have done but of how I have gone about it. This was a year in which I learned to move at my own pace, without haste and without undue regard for the clocks and measures of others. Each experience, whether large or small, had its part to play in shaping the person I am becoming. What follows is a simple account of the moments that marked this year. One of the more notable achievements was learning to drive a car. For a long time, the very thought filled me with apprehension and overcoming that fear felt no small matter. I took it slowly and allowed myself the time to grow accustomed to the road. With each lesson, confidence replaced anxiety and the freedom of driving brought with it a welcome sense of independence. Another important step was my return to university. This decision was not taken lightly. It came from a genuine wish to deepen my knowledge and to grow as a person. Being back among st...

The soul of pragmatic progressive procurement

Private procurement is often overlooked, treated as a routine matter of contracts and invoices, yet in truth it is one of the most decisive forces shaping the fortunes of private business. The way a company chooses its suppliers, negotiates its terms and manages its relationships determines not only its costs but also its reputation and resilience. For too long many firms have clung to the narrow logic of lowest cost purchasing, assuming that the cheapest option is the most rational. The evidence shows otherwise. Short term savings often unravel into long term losses when poor quality, unreliable delivery and broken trust consume more than was saved at the start. What is needed is a shift towards pragmatic progressive procurement, a philosophy that blends commercial realism with a broader sense of responsibility. This approach does not ask businesses to abandon profit. It asks them to recognise that profit is best secured when suppliers are treated as partners rather than disposable ve...

Harvest of Privilege, Seeds of Fiscal Levy

Agricultural income taxation in Pakistan has long lingered in the shadows of fiscal policy. Agriculture contributes nearly one fifth of the national GDP and sustains millions of livelihoods, yet its contribution to direct taxation is negligible. The salaried classes, urban entrepreneurs and industrialists bear the weight of taxation, while the landed aristocracy, heirs to colonial privilege, remain largely exempt. This inequity corrodes the legitimacy of the state and perpetuates a feudal order inimical to modernity. The legal architecture is unambiguous. Agricultural income is exempt from federal taxation under Section 41 of the Income Tax Ordinance and provinces alone possess the competence to legislate and enforce such levies. Punjab, Sindh, Khyber Pakhtunkhwa and Balochistan have enacted Agricultural Income Tax Acts, but these statutes are skeletal, riddled with exemptions and enforced with a languor that borders on abdication. Provincial boards of revenue, heirs to colonial land r...

The Quiet Architect of Reform

In an age defined by noise and haste, where the loudest voices often drown out the most thoughtful ones, I have chosen a quieter path. My writings, published on ScratchPad between 2019 and 2025, were never intended as declarations. They were blueprints. Today, they stand as evidence of influence, both within Pakistan and beyond its borders. On 8-May-2024, I published a piece titled "To Avoid Procurement Splintering" in which I examined the dangers of fragmented supplier relationships and proposed the establishment of structured procurement cells. Just over a year later, on 18-Jul-2025, the Pakistan Public Procurement Regulatory Authority ratified sweeping reforms. These included third-party evaluations, grievance redressal committees, and mandatory procurement units. The overlap between my proposals and the final policy is not coincidental. It is causal. Earlier, on 16-Feb-2025, I released "Procurement Means More Profit" challenging the notion that procurement is me...

Coins in a Crumbling Purse

In the ever-shifting sands of Pakistan’s economic landscape, where the rupee’s value seems to ebb with each passing season and inflation gnaws at the marrow of middle-class existence, the notion of inflation-adjusted income taxation is not merely a technicality. It is a moral reckoning long overdue. The current tax regime, rigid and unyielding, fails to account for the erosion of purchasing power that has become the hallmark of daily life. As prices of essentials soar and the cost-of-living spirals beyond the reach of ordinary citizens, the state’s insistence on taxing nominal income without regard to its real value amounts to a quiet injustice. Consider the salaried professional in Lahore or Rawalpindi, whose monthly earnings have remained ostensibly unchanged over the past year. Yet, the price of wheat, electricity and even the humble cup of chai has surged. This individual, though no richer in real terms, finds himself nudged into a higher tax bracket. His contribution to the excheq...

Beyond One-Shots: A Structured Workflow for Clean, AI-Assisted Coding

I’m planning to return to pure coding for now, stepping away from AI-driven assistants like Cursor, Windsurf, and their peers. These tools often spit out convoluted solutions for trivial features, turning ten-minute jobs into hours of debugging. When you ask the AI to fix its own mistakes, hallucinations multiply, and you end up deeper in the weeds. Today’s AI coding assistants are temperamental and far from reliable. Before leaning on an AI, you must first understand the problem you’re solving and how you would solve it manually. Mainstream paid LLMs can generate solid code, if you steer them correctly, but they don’t innately grasp your unique vision. They excel at one-off, well-trod tasks (like scaffolding a basic to-do list) because countless examples exist in their training data. Custom ideas? They’ll guess at best and miss the mark at worst. Instead of chasing one-shot demos, invest a few days in structured planning: First, write a problem-statement document (Markdown or plain te...

Improving Procurement Decisions Through Heuristic Methods

Procurement professionals today operate within increasingly complex environments where decisions must be made promptly, often with limited information and significant financial implications. In such settings, heuristic methods, simple experience-based rules for judgement, play a vital role in enabling timely and pragmatic decision-making. Although these cognitive shortcuts offer operational advantages, they can also lead to inconsistent outcomes if applied without analytical validation. This article explores key heuristics applicable to procurement and sourcing activities. It draws from foundational behavioural research, journal literature and recent technological developments, including artificial intelligence, to provide a measured overview of how heuristics influence professional judgement and how their limitations may be addressed through structured approaches and intelligent systems. Common Heuristics in Procurement Practice Heuristics simplify decision-making by reducing complexi...