Eating grass for AI

Read the original at Dawn ↗
Cite

Eating grass for AI. (2026, October 19). Dawn. https://www.dawn.com/news/2038153/eating-grass-for-ai

Dated from the outlet's own feed. Check the original for its byline.

Dawn · collected 2026-10-19 · by Editorial

Quick Summary

Pakistan faces a critical moment similar to its nuclear program development in the 1970s due to an emerging AI arms race. Currently, about $4.6 billion of Pakistan’s annual IT exports are at risk from advancing AI technology. The article calls for urgent action by the national leadership to attract expat talent and establish local AI capabilities to ensure economic and defense sovereignty. It suggests focusing on hosting open-weight models locally, fine-tuning them with Pakistani data, and controlling data pipelines, aiming to achieve these goals before severe consequences arise.
Written locally by qwen2.5:14b on 2026-10-19, using this article's own text rather than the other coverage of the same event (that is the story summary below).

AI analysis runs on qwen2.5:14b, locally

Story summary

Pakistan's leadership faces a critical juncture similar to the nation’s historic decision to develop an indigenous nuclear program in the 1960s. Today, as described by Dawn, Pakistan must decide whether to invest heavily in artificial intelligence (AI) to secure its future economic and security needs amidst a global AI arms race. The ongoing development of advanced AI technologies threatens to disrupt Pakistan's current IT export sector, which brings in approximately $4.6 billion annually from freelancing work, call centers, and entry-level coding services. These jobs are at risk of becoming obsolete as AI continues to advance rapidly. To counter this threat, Pakistan aims to develop its own AI capabilities, fine-tuning these technologies with local data and languages to meet domestic needs and protect economic interests.

Written for “Eating Grass For AI” on 2026-10-19, grounded in this article and the 0 other(s) covering the same event.
Why this leaning score
The article's own words the score was based on. Each is quoted verbatim and was checked against the article text before being stored, so you can find it in the original.
Reading Leans strongly left (beta estimate) Confidence high
Leaning: leans strongly left for article 89900 (high confidence, 2 verified quotes) · logged 2026-10-19

Story

📰 Eating Grass For AI
Economy/Business · 1 article(s) covering the same event.

Compared with similar articles

Nothing to compare against. No article is close enough to this one for the pipeline to have linked or judged the pair.
How this article was measured signals, leaning charts, publisher record, byline, topics and claims

Signals How these are calculated →

Claims extracted
24
sentences that state something as happening or true
Uncertain
4%
1 of 24 hedged ("reportedly", "may", "according to")
Leaning
Leans strongly left
of the writing, not the subject · beta estimate
Publisher signals
72/100
Dawn's corrections and hedging, across everything collected from it. Not a measure of accuracy.
Outlets on this story
1
Economy/Business
Same framing elsewhere
1
articles that frame the event the way this one does
Analyzed 2026-10-19 · how these are computed

How this is being covered How these are calculated →

Article leaning vs. publisher reliability
Source leaning vs. consistency

Publisher

Dawn · 1884 article(s) · 3 correction(s) detected
Running correction rate · 3 correction(s)

Who wrote this

No reporter is named on this article, beyond the feed's “Editorial”.

Topics

Chagai Dawn Pakistan Pakistani

Subjects

Pakistan GPE · 5× Chagai GPE · 1× Dawn ORG · 1× Pakistani NORP · 1× Zulfikar Ali Bhutto PERSON · 1×

Narrative

A realistic target would be to host open-weight models at home, have researchers and technologists fine-tune them on Pakistani data and languages, run all government and defence needs within the country, and own the data pipelines as well.
framing: assertive · carried by 1 article(s) · first seen 2026-10-19
🔮 “WE will eat grass or leaves, even go hungry, but we will get one of our own …
2026-10-19 · Dawn
Eating grass for AI · assertive framing

Claims (24 extracted, 1 hedged)

“WE will eat grass or leaves, even go hungry, but we will get one of our own … asserted
we → eat → own
We have no other choice!” asserted
We → have → choice
Zulfikar Ali Bhutto had famously remarked as he voiced this nation’s determination to build an indigenous nuclear deterrent programme that had, by the mid-1960s, become an existential necessity. asserted
that → remark → mid-1960s
Some seven years later, Pakistan made it a policy imperative. asserted
it → make → ?
That one call guaranteed the future security of the republic. asserted
call → guarantee → republic
Decades later, working through sheer grit and determination, Pakistan showed the world that it was more than capable of looking after itself. asserted
it → work → itself
We stand at a very similar juncture today. asserted
We → stand → juncture
The ongoing arms race in AI threatens to upend the global economic and security order, and the turning point is likely to arrive well before we will be prepared to confront it. asserted
we → threaten → it
That is, unless we once again take control of our destiny and start shaping it with our own hands today. asserted
we → take → hands
A large part of our annual $4.6bn in IT exports is freelancing work, call centres, and entry-level coding, which modern AI directly imperils. asserted
AI → freelance → which
At the rate at which the technology is progressing, it will rapidly render many of those services and products either low-value or useless. asserted
it → progress → services
There is also the question of what we, as an economy, must pay in terms of compute bills if our companies continue to license AI usage from foreign corporations. asserted
companies → be → corporations
As dependence on AI grows, the bill could reach hundreds of millions of dollars by the end of the decade. uncertain
bill → grow → decade
At most critical risk is our defence infrastructure, where drones, electronic warfare, and high-end sensors already run on AI technology, and are only going to grow more dependent on it to maintain their efficacy. asserted
drones → run → efficacy
The national leadership must, therefore, make haste. asserted
leadership → make → haste
In the 1970s, Pakistan was able to offer expat talent a compelling reason to return. asserted
Pakistan → offer → reason
Similar arrangements need to be made once again. asserted
arrangements → need → ?
Talented computer scientists and experts from around the world must be called home, given a deadline, generous budgets, and autonomy. asserted
scientists → call → deadline
The systems and data centres can be placed close to where power is cheap and stable, while the research can take place where our universities are. asserted
universities → place → place
A realistic target would be to host open-weight models at home, have researchers and technologists fine-tune them on Pakistani data and languages, run all government and defence needs within the country, and own the data pipelines as well. asserted
researchers → host → pipelines
This would make Pakistan sovereign enough in AI without requiring a frontier-level lab or the 100-billion-dollar budgets that they need. asserted
they → make → that
We can build on our ambitions once the basics are in place. asserted
basics → build → place
The Chagai test took more than two decades; the clock on AI runs much faster than that. asserted
clock → take → that
Pakistan cannot afford to delay this project. asserted
Pakistan → afford → project
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