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Agentic AI Has Arrived. Is Your Workforce Ready to Leverage It?

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Enterprises are deploying AI agents faster than they are building the certified talent to run them. Closing that gap is now the real differentiator.

Authored by, Vikas Mathur, Vice President, Trainocate India

MUMBAI, India, Sept. 1, 2026 /PRNewswire/ — Across the enterprise programs we run every week at Trainocate, the conversation has changed. A year ago, leaders asked us what generative AI could do. Today they ask why their agentic pilot has not reached production. Agentic AI has arrived — the question is no longer whether it works, but whether the workforce is ready to leverage it.

The platforms have done their part. AWS, Microsoft, Google Cloud, Databricks and others have moved agent frameworks, orchestration layers and governance tooling into general availability. What has not kept pace is the workforce. Adoption forecasts keep climbing; the cancellation forecasts climb with them, and for reasons that have little to do with the models themselves.

40%+

of agentic AI projects are forecast to be scrapped by the end of 2027 — on escalating cost, unclear business value and inadequate risk controls.

Source: Gartner

Our own view, formed across thousands of enterprise learners, is simpler than any forecast: Technology is not the constraint. The certified, deployment-ready workforce is.

India’s AI Talent Equation: One Million Roles, One in Six Skilled

India has the demand and the ambition. The constraint is supply. Estimates put the national AI talent pool at 1.25 million by 2027 — real growth, but well short of a market compounding at 25–35% a year. On current trajectories the gap widens before it closes.

We see the consequence directly in client conversations. Skills mismatch, not headcount, is what delays deployment — and on most enterprise shortlists, demonstrable and certified capability now outranks the degree.

Figure: The agentic readiness gap — adoption is outpacing certified capability.

From Prompt Engineering to Agent Orchestration: Three Capability Shifts

From operator to orchestrator. Every prior automation wave asked people to use a tool. Agentic AI asks them to direct one. The working skill is decomposition — mapping a process into the steps an agent may own, the tool-calling boundaries it must respect and the human-in-the-loop checkpoints between them. That is delegation and process design before it is programming, which makes it teachable well beyond the engineering bench.

From reviewing output to governing outcomes. When AI drafts an email, a human reads it before it goes. When an agent provisions infrastructure or triggers a payment, reading it afterwards is too late. Enterprises need people fluent in least-privilege identity, data lineage and governance, evaluation harnesses, escalation thresholds, observability and cost control. In our experience, this is where most agentic programs are thinnest.

From individual courses to cross-functional readiness. One production agentic workflow touches data engineering, application development, identity and security, LLMOps and the business function it serves. Certifying one persona while the rest stand still guarantees the pilot dies at handover. The unit of skilling must become the team.

What we see

Agentic pilots rarely stall on model quality. They stall because too few people can scope what an agent may own, design its guardrails, and stay accountable when it acts alone.

Trainocate enterprise delivery experience

Why Vendor-Authorized Certification Is the New Deployment Prerequisite

Credentials are often said to date quickly in a field moving this fast. We find the opposite. Agentic concepts are universal; implementation is not. Identity and access design, data governance, retrieval and grounding, model selection, evaluation and cost management behave differently on AWS, Microsoft Azure, Google Cloud and Databricks — and those differences decide whether an agent survives production.

Vendor-authorized certification remains the only independently verifiable proof that an engineer can build and operate on a given stack. Foundational credentials also give HR, finance, risk and procurement a shared vocabulary with engineering — and agentic decisions are risk decisions as much as technical ones.

2 in 5

Employers now prefer demonstrable AI skills and certifications over academic degrees. Skills-based hiring is no longer emerging — it is the default.

Source: NASSCOM–Indeed India AI Talent Report, 2026

Experiential Learning: Turning Training Investment into Production Capability

Nobody learns to supervise an autonomous system from a slide. Trainocate’s Experiential Learning Model was built on that premise — one continuous journey rather than a catalog of courses:

Learn from practitioners. Instructor-led and virtual instructor-led training delivered by vendor-authorized, actively certified instructors.Reinforce on demand. Self-paced digital learning and curated learning paths that keep pace with quarterly platform releases.Build in live environments. Hands-on labs in real cloud sandboxes — agents, tool-calling, guardrails and failure modes, not screenshots.Prove it on real work. Capstone projects mapped to the organization’s own agentic and cloud use cases.Certify the capability. Structured exam preparation and readiness checks that convert learning into a verifiable credential.Measure the outcome. Governance dashboards tracking completion, certification attainment and skill progression for L&D and business sponsors.

That model now runs through our AI Mastery Program, which spans foundational to advanced tracks for both business and technical roles across AWS, Microsoft, Google Cloud, Databricks and vendor-neutral content — with agentic system design, multi-agent orchestration and AI governance sitting in the advanced tiers, and sandbox labs and industry capstones throughout.

The results hold up: Close to 80% certification attainment across enterprise programs and a 4.90/5.00 delivery CSAT. As an authorized training partner for AWS, Microsoft, Google Cloud, Databricks and more, operating across 24 countries, we have run this model at scale — over one lakh professionals certified within a single global enterprise account, and agentic AI labs delivered across six Indian cities this year. Four consecutive AWS Global Training Partner of the Year awards and six appearances on the Training Industry Top 20 suggest the model travels.

30%

of enterprise application software revenue will be driven by agentic AI by 2035 — up from 2% in 2025.

Source: Gartner

A Twelve-Month Skilling Blueprint for CHROs and L&D Leaders

Assess against use cases, not catalogs. Benchmark capability against the specific agentic workflows the business intends to run.Build a spine, not a stack. Foundational AI and cloud fluency organization-wide; certified specialization for those who will design, secure and govern agents.Skill the workflow, not the individual. Move cross-functional cohorts together — data, application, security, business — so nothing stalls at handover.Instrument on outcomes. Track certification attainment, time-to-productivity and pilot-to-production conversion. Seat-hours measure activity, not readiness.

Two Budget Cycles: The Window for Workforce Readiness

15%

of day-to-day work decisions will be made autonomously by 2028 — up from effectively zero in 2024.

Source: Gartner

That is not a distant horizon. It is two budget cycles away.

Models are becoming a commodity; every enterprise buys them at roughly the same price. The durable differentiator is the depth of certified talent that can point those models at the right problems and stay accountable for what they do. Treat skilling as infrastructure — continuous, measured, certified — and your agents scale. Treat it as an event and the pilot stays a pilot.

Agentic AI has arrived. The question every board should be asking is whether its workforce is ready to leverage it.

Build a Certified, Agent-Ready Workforce

Trainocate partners with enterprises to build agentic AI and cloud capability at scale — from foundational fluency to certified specialization across AWS, Microsoft, Google Cloud, Databricks and more, delivered through our Experiential Learning Model and AI Mastery Program. To design a skilling roadmap for your workforce, write to cloudacademy@trainocate.com or call +91 9223361686.

About Trainocate

Trainocate is a global IT training and workforce skilling organization and an authorized training partner for AWS, Microsoft, Google Cloud, Databricks and more, operating across 24 countries. Trainocate delivers cloud, data and AI capability to enterprises through its Experiential Learning Model and AI Mastery Program, combining instructor-led training, self-paced digital learning, hands-on sandbox labs, industry capstones and vendor-authorized certification. The company is a four-time consecutive AWS Global Training Partner of the Year and has appeared six times on the Training Industry Top 20. Trainocate India operates as Networks India Pvt Ltd. For more information, visit www.trainocate.com/in.

About the Author

Vikas Mathur is Vice President at Trainocate India, where he leads the Cloud, Data & AI competency business. He works with enterprise L&D and technology leaders across India and Asia on cloud and AI workforce readiness, and can be reached at cloudacademy@trainocate.com or +91 9223361686.

Data sources referenced: Gartner (agentic AI adoption, project cancellation, governance maturity, autonomous-decision and market-share forecasts, 2025–26); McKinsey (State of AI, agent pilot-to-production); NASSCOM and MeitY (India AI job demand and AI-skilled share); NASSCOM–Deloitte (AI talent pool projection); NASSCOM–Indeed India AI Talent Report 2026 (skills-based hiring). Trainocate figures are from our own enterprise delivery data.

Contact: cloudacademy@trainocate.com | +91 9223361686

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EVIDENT Expands Its Pramana Digital Pathology Portfolio to Support Small and Medium-Sized Labs

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The new Pramana™ POD benchtop WSI scanner delivers autonomous imaging to help laboratories create pathologist-ready whole slide images with minimal operator intervention.

NEEDHAM, Mass., Oct. 16, 2026 /PRNewswire/ — Today, Evident announced the Pramana™ POD whole slide imaging (WSI) scanner, a new benchtop system designed to help laboratories produce trusted images. Built for small and medium-sized laboratories and specialty applications within larger institutions, the scanner helps make digital pathology adoption more accessible.

As pathology laboratories expand digital workflows amid increasing case volumes and operational demands, they need scanning systems that produce consistent, high-quality images across specimen types while integrating into existing laboratory workflows. Evident designed the Pramana POD scanner to address those needs, extending proven Pramana autonomous WSI technology to smaller laboratories.

“Pramana WSI technology has received tremendous acceptance from pathology labs across academic medical centers and network labs across the United States,” said Prasanth Perugupalli, Vice President of Digital Pathology, Evident. “By incorporating quality assurance into the whole slide imaging process, Pramana technology can help labs of varying sizes reduce the need for post-scan QA and the associated costs and delays.”

The Pramana POD scanner automates imaging with an advanced tissue finder, extensive label detection, and automated focal plane and scan-profile selection. Built-in image-quality assessment helps deliver pathologist-ready whole slide images and identify scans that may require further review. Volumetric imaging captures multiple focal planes to support the selection of sharp focal information across the scanned area, with true 40X imaging at 25 slides per hour under defined conditions.

The Pramana series of autonomous WSI scanners is well-suited for most brightfield imaging applications, including histopathology, core biopsies, hematology, cytology, and microbiology.

“Scientific advances move quickly, but laboratory infrastructure changes slowly,” Perugupalli added. “With the Pramana POD scanner, small and medium-sized labs can build as their needs evolve.”

To learn more about the Pramana POD benchtop WSI scanner, visit evidentscientific.com/products/slide-scanners/pramana-pod.

About EVIDENT
For over 100 years as Olympus, we set the industry standard for optical precision in microscopy, helping the world see what was once out of view. Today, as Evident, we continue to help scientists, physicians, and engineers illuminate the unseen with advanced imaging solutions that combine renowned optics with cutting-edge digital innovation.

Our life science portfolio supports research, clinical diagnostics, and education, offering a comprehensive range of imaging methods from essential brightfield and darkfield microscopy to advanced fluorescence, 4D analysis, and digital pathology. In industrial microscopy, we deliver precision and flexibility through laser scanning, digital, and semiconductor microscopes designed for tasks ranging from routine inspection to intricate quality control and manufacturing analysis.

Whether advancing new therapies, ensuring product integrity, or exploring the unknown, Evident is defining a new era of discovery with easy-to-use tools that help unlock hidden answers and empower exciting new breakthroughs.

Evident is headquartered in Tokyo and supported by R&D and manufacturing centers in Japan, the United States, Germany, and China, with operations and dedicated sales and service centers around the world. For more information, visit EvidentScientific.com.

For Research Use Only. Not for use in diagnostic procedures. Future clinical availability is subject to applicable regulatory authorization, and regulatory status and availability may vary by country. Performance varies by specimen type and workflow.
Pramana is a trademark of Evident Corporation or its subsidiaries.

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SOURCE Evident

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PhotonPay Secures UK EMI Licence, Advancing Its Global Payment Operating System

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HONG KONG, Oct. 17, 2026 /PRNewswire/ — PhotonPay, a next-generation payment operating system, today announced that it has secured an Electronic Money Institution (EMI) licence from the UK Financial Conduct Authority (FCA).

The licence enables PhotonPay to issue electronic money and provide regulated payment services in the UK within the scope of its authorisation. It further strengthens PhotonPay’s local capabilities in the market and supports the company in delivering broader payment and treasury solutions for businesses operating globally.

The UK is one of the world’s leading financial and commercial hubs, and an important gateway for businesses operating across Europe and international markets. As companies expand into more countries and regions, their financial needs are evolving beyond individual cross-border transactions toward more integrated management of accounts, collections, payouts, foreign exchange, cards and treasury operations.

For PhotonPay, entering a market means more than making products and services available. It requires building a local financial foundation that meets regulatory requirements and can support businesses over the long term. The EMI licence further strengthens PhotonPay’s position in the UK and provides an important foundation for deeper connectivity with local banks, payment networks and the broader financial ecosystem.

JP, Global Head of Compliance at PhotonPay, said:

“Securing our UK EMI licence marks an important milestone in the continued expansion of PhotonPay’s global regulatory footprint. Building a global payment operating system requires strong local regulatory foundations. This authorisation strengthens our ability to build for the long term in the UK, while supporting our continued expansion across more markets, currencies and payment networks. Ultimately, it enables us to deliver a more complete and efficient payment and treasury experience for businesses operating globally.”

As businesses expand internationally, the financial infrastructure behind their operations remains highly fragmented. Different markets operate across distinct account structures, payment networks, currencies and regulatory frameworks, often requiring businesses to manage multiple financial institutions, payment providers and systems at the same time.

PhotonPay is building its next-generation payment operating system around this complexity. Through a unified technology platform, the company connects local financial capabilities across markets, enabling businesses to manage global accounts, collections, payouts, foreign exchange, cards and embedded finance more centrally while reducing the operational complexity created by multiple markets, currencies and systems.

Real commerce is the foundation of this operating system. By continuously expanding its regulatory coverage, banking relationships, payment networks and underlying technology infrastructure, PhotonPay aims to ensure that financial infrastructure can scale alongside a business as it enters new markets and grows internationally.

Since its founding, PhotonPay has continued to expand its global regulatory and local market capabilities through entities across major financial markets. Today, PhotonPay has secured nearly 30 payment licences and related regulatory authorisations worldwide, supporting capabilities across global accounts, collections, payouts, foreign exchange, cards and embedded finance.

The UK EMI licence represents another step in the continued development of PhotonPay’s global regulatory network. Looking ahead, PhotonPay will continue to deepen its local regulatory and financial capabilities in key markets, connect more markets, currencies and payment networks, and advance the development of its next-generation global payment operating system.

About PhotonPay

PhotonPay is a next-generation payment operating system designed for businesses operating globally. Across global accounts, collections, payouts, foreign exchange, cards and embedded finance, PhotonPay connects banks, payment networks and local financial infrastructure to help businesses manage global money movement more efficiently and expand into new markets with greater operational simplicity.

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SOURCE PhotonPay

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Canada to advance global nature conservation and climate action at upcoming United Nations conferences

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OTTAWA, ON, Oct. 16, 2026 /CNW/ — In a more uncertain and increasingly unstable world, Canada is stepping up to build a safer and more resilient future. Addressing climate change and biodiversity loss requires ambitious action at home and around the world. By advancing progress on both, Canada will protect nature, build resilient communities, and create lasting prosperity for future generations. International cooperation is key to achieving these goals.

That is why the Honourable Julie Dabrusin, Minister of the Environment, Climate Change and Nature, will lead Canada’s efforts as Head of Delegation at the 17th meeting of the Conference of the Parties to the Convention on Biological Diversity (COP17) and the 31st meeting of the Conference of the Parties to the United Nations Framework Convention on Climate Change (COP31).

At COP17, Minister Dabrusin and the Honourable Nathalie Provost, Secretary of State (Nature), will work with international partners to accelerate implementation of the Kunming–Montréal Global Biodiversity Framework. From October 19 to 30, 2026, in Yerevan, Armenia, Canada will champion the critical role of Indigenous peoples in conservation and advocate for practical solutions to mobilize global resources for biodiversity finance. Canada will showcase its leadership through two Canadian-led official side events focused on innovative nature finance and the essential role of Indigenous leadership in advancing conservation efforts at home and around the world. The delegation will also take part in strategic bilateral meetings, high-level roundtables, and civil society events to strengthen cooperation, advance solutions, and drive action to halt and reverse biodiversity loss.

From November 9 to 20, 2026, in Antalya, Türkiye, Canada will participate in the 31st Conference of the Parties to the United Nations Framework Convention on Climate Change (COP31). Building on multilateral engagements, including the 10th Ministerial on Climate Action, Canada will continue working with international partners, Indigenous representatives, civil society, youth, and other stakeholders to strengthen the resilience of vulnerable communities; reduce methane emissions; accelerate electrification; and mobilize finance and investments from public and private sources. For the fifth consecutive year, Canada will host a national pavilion at COP31, showcasing Canadian climate leadership and innovation. The Canada Pavilion will serve as a hub for connection and collaboration.

Canada’s international leadership is backed by action at home. To accelerate electrification, Canada is building major clean energy projects across the country, including with the largest clean energy investment in North American history in Churchill Falls. Through A Force of Nature: Canada’s Strategy to Protect Nature and $3.8 billion in investments and funding, Canada is advancing its commitment to conserve 30% of lands and waters by 2030 through strong partnerships and innovative approaches to conservation. Canada recently reinforced this commitment by joining the 30×30 for Nature and People Ministerial Declaration at the 81st session of the United Nations General Assembly. Prime Minister, Mark Carney, recently announced a historic investment of $1.2 billion to better protect Canada’s oceans and the life they sustain. This will increase monitoring, strengthen ocean science and ecosystem protections, and improve marine incident prevention and preparedness. These priorities will be a key focus at both upcoming conferences.

Canada’s delegations to COP17 and COP31 will bring together the diverse perspectives from across Canadian society, including Indigenous representatives, civil society, the private sector, youth, and provincial and territorial government representatives. Working with international partners, these delegations help advance practical solutions to protect nature, strengthen resilience, and support sustainable economic prosperity.

Quotes

“Climate change and biodiversity loss are global challenges that no country can solve alone. At COP17 and COP31, Canada will work with partners from around the world to strengthen implementation of the Kunming–Montréal Global Biodiversity Framework and the Paris Agreement and collective efforts to address nature protection and climate change. Through international cooperation, Indigenous leadership, innovative solutions, and a collective commitment to conservation and climate action, we will build a sustainable future for people and nature alike.”
– The Honourable Julie Dabrusin, Minister of the Environment, Climate Change and Nature

“Nature loss is a global challenge that requires countries to work together and turn shared commitments into action. At COP17, Canada will share its experiences in advancing nature finance, including innovative approaches to valuing natural capital and mobilizing private investment for conservation. By exchanging ideas, lessons learned, and practical solutions with international partners, we can accelerate progress toward our global biodiversity goals and recognize nature as a foundation of long-term economic prosperity and resilience.”
– The Honourable Nathalie Provost, Secretary of State (Nature)

Quick facts

As the second largest country in the world, Canada has a vast amount of natural capital, including 24% of the world’s boreal forest, 37% of lakes, 25% of wetlands, and approximately 80,000 species. We have both a responsibility to steward these resources as well as a competitive advantage because of these assets.Canada hosted the 15th meeting of the Conference of the Parties to the United Nations Convention on Biological Diversity (COP15) in Montréal in 2022, which resulted in the adoption of the Kunming–Montréal Global Biodiversity Framework: an ambitious global plan to halt and reverse biodiversity loss by 2030.Canada supports the Armenian COP17 presidency and its approach to strengthen implementation of the Kunming–Montréal Global Biodiversity Framework toward meeting the Framework’s goals and targets.In September 2026, Canada and China co-chaired the Kunming Dialogue in Kunming, China. The Dialogue was a multilateral working-level meeting to discuss progress and challenges in the implementation of the Framework ahead of COP17.The Canada Pavilion at the United Nations Conference of the Parties (COP) is a key space to show Canadian climate leadership and innovation.Reducing methane emissions remains one of the fastest and most cost-effective ways to limit the rise of near-term global temperatures. Canada serves as co-convenor of the Global Methane Pledge, which counts 159 participating countries and the European Commission, with participants agreeing to take voluntary actions toward a collective goal of reducing global methane emissions at least 30% by 2030 (from 2020 levels).In April 2026, Canada announced a new goal of delivering $13 billion in international climate finance over the next five years.

Associated links

A Force of Nature: Canada’s Strategy to Protect NaturePrime Minister Carney Announces Historic Investment to Protect Canada’s OceansCanada Pavilion at the Conference of the Parties (COP)

Environment and Climate Change Canada’s X page
Environment and Climate Change Canada’s Facebook page
Environment and Natural Resources in Canada’s Facebook page
Environment and Climate Change Canada’s LinkedIn page
Environment and Climate Change Canada’s Instagram page

SOURCE Environment and Climate Change Canada

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