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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Tuesday, 10 February 2026

Agentic Upheaval in India

Agentic Upheaval in India

Introduction

I write this as someone who has watched India’s recruitment cycles for decades: hiring booms driven by volume, followed by painful contractions when demand shifts. Today the inflection point is agentic AI — systems that don’t just answer questions but act, plan and complete tasks. Indian IT firms are moving rapidly from pilots to fleets of AI agents embedded in delivery and operations. The result will be an upheaval in hiring patterns, job design and even business models.

I have written about AI's early impact on talent and assessment before here — the themes are familiar, but the scale and autonomy of agentic systems make this moment different.[^hemen-old]

What is changing and why (Causes)

[Hypothetical: 60% of mid-level roles affected] as agentic stacks compress repetitive supervision and orchestration work into software-controlled workflows.

Immediate effects on hiring and jobs

  • Fresher hiring compresses: The classic pyramid model — large base of entry-level hires — is narrowing as routine coding, testing and documentation are increasingly automated.
  • New roles appear quickly: Agent Ops, Prompt Designers, AI Workflow Engineers, and Compliance/Observability specialists are in demand. Many of these are hybrid roles — part engineering, part product, part governance.https://mitsloanindia.com/article/how-india-inc-pairs-people-and-ai-agents/
  • Faster upskilling requirements: Firms shift budgets from mass onboarding to focused reskilling for existing employees into agent supervision, systems integration and domain validation.
  • Hiring metrics change: Buyers now ask for demonstrable productivity improvements in contracts, shifting the negotiation from pure headcount to outcome-based pricing.

[Hypothetical: 30–40% productivity uplift claimed in some application pockets during early deployments]

Long-term implications for business models

  • From hours to outcomes: Time-and-materials pricing erodes where agents can deliver fixed outcomes faster; value-based and outcome-linked pricing will become more common.
  • Platform + execution stack: Indian IT will pivot from pure labour arbitrage to owning orchestration layers, integrations, and operational governance — the parts enterprises pay a premium to outsource.
  • Talent scarcity shifts: Demand for agentic AI specialists will outstrip supply in the short term, raising premiums for those who can design, secure and maintain agent workflows.https://www.deloitte.com/in/en/about/press-room/india-rides-the-agentic-ai-wave.html
  • Geography and delivery change: Remote hubs and automation-friendly centres will grow, while onshore teams focus on high-trust, high-complexity oversight.

[Hypothetical: 50% of clients may prefer managed agent portfolios over in-house tinkering by 2028]

Practical advice for Indian IT professionals

Technical skills to prioritize

  • AI orchestration & observability: Learn how multi-agent systems are designed, monitored and debugged.
  • Data engineering and ML ops: Agents rely on clean, reliable data products; proficiency here will remain valuable.
  • Prompting, task decomposition & domain engineering: The business value often lies in defining the right prompts and decompositions, not model training alone.
  • Security, privacy & compliance: Focus on secure-by-design integration and auditability of agent actions.

Job-search tactics

  • Market your ability to supervise agents: Use project examples showing how you integrated or supervised automations.
  • Highlight domain knowledge: Deep industry knowledge (BFSI, healthcare, telecom) combined with AI fluency will differentiate candidates.
  • Target outcome-oriented roles: Look for job descriptions that ask for "workflow owners", "agent ops" or "automation governance" rather than only "software developer" roles.

Freelancing & entrepreneurship

  • Build small, reusable agent-driven tools for specific business processes (e.g., invoice reconciliation agents) and sell them as managed services.
  • Offer "agent hygiene" audits: many firms will need help auditing agent logs, failure modes and human‑in‑the‑loop triggers.
  • Partner with domain experts to productize verticalized agents — domain + agent = defensible offering.

Policy, regulatory and education responses

What government and regulators should consider

  • Clear governance frameworks: Define liability, audit trails and standards for autonomy levels in production agents (how much autonomy is acceptable in financial, medical or safety‑critical contexts).
  • Certification & compliance regimes: Create certification pathways for agentic systems and third‑party auditors who can verify safety, fairness and explainability.
  • Support for SMEs: Provide grants or pooled AI-factories so smaller firms can access agentic capabilities without building entire stacks.

What academia and training providers should do

  • Curriculum updates: Embed AI orchestration, human-agent interaction and responsible AI modules into engineering and management programs.
  • Short, applied apprenticeships: Partner with industry to provide rapid reskilling bootcamps for mid-career professionals in agent ops and observability.
  • Encourage multidisciplinary programs: Combine ethics, law, domain expertise and engineering so graduates can operate at the human-agent boundary.

Conclusion

Agentic AI is not an on/off switch that destroys work overnight. It is an accelerant that compresses some roles, expands others, and forces organizations to rethink the economics of delivery. For India, the opportunity is to turn agentic capability into a new exportable competence: not just low-cost labour but reliable, governed digital teams that enterprises can trust.

I have long argued that technology alters what we hire for more than whether we hire; today the pressure is to learn faster, design better human-agent partnerships, and build governance that scales. Those who adapt — professionals, firms, educators and regulators — will shape how this upheaval becomes a renewal rather than a rupture.https://www.deloitte.com/in/en/about/press-room/india-rides-the-agentic-ai-wave.html

Connect with me: Hemen Parekh — hcp@RecruitGuru.com


Regards,
Hemen Parekh


Any questions / doubts / clarifications regarding this blog? Just ask (by typing or talking) my Virtual Avatar on the website embedded below. Then "Share" that to your friend on WhatsApp.

[^hemen-old]: I explored AI platforms and early comparisons in an earlier post: "And Winner Is…" (April 2024).

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