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Best Practices, Best for Whom? Power and Accountability in Virtual Training

Amid the cheerleading for “Designing Interactive Virtual Training: Best Practices And Tech Stack Essentials,” we should ask an unfashionable question: who decides what counts as “best,” and who absorbs the consequences when algorithms become our trainers-in-chief? The eLearningindustry.com primer is useful precisely because it surfaces the growing expectation that learning will be orchestrated by software stacks, data pipelines, and AI-driven interactivity [5]. But the harder problem is not choosing tools; it is allocating responsibility for the values those tools encode. When training flows quietly from dashboards and recommendation engines, control migrates from classrooms to code. That shift can widen the gap between voices well represented in data—and those pushed off the edge of the graph. The result is a civic challenge disguised as an IT project: if we let “best practices” set the defaults of working life, we must also build the scaffolding that lets everyone, especially the least digitally loud, reshape them.

Philosophers remind us that power often hides in the ordinary—habits, norms, defaults. Today, the defaults of workplace learning are being rewritten by AI-inflected stacks that route content, track behavior, and nudge performance. The rise of agentic systems capable of coordinating tasks across business functions foreshadows training that schedules, adapts, and assesses with minimal human oversight [1]. And as AI becomes woven into software engineering itself, more of our instructional interfaces and logic will be the product of model-assisted development, shifting authorship—and therefore accountability—toward machines and their stewards [2].

The lens, then, is not whether tech can teach, but whether those affected can govern what and how it teaches. “Best practice” is a rhetorical crown that often hides the head beneath it. As one accessibility leader bluntly argues, best practice is frequently just opinion—useful as a starting point, dangerous as dogma [3]. The very existence of an industry checklist for interactive training and its “tech stack essentials” raises the critical follow-up: essential for whom, under what constraints, and according to whose lived experience [4]?

When guidelines harden into defaults, they privilege the loudest stakeholders: vendors, compliance teams, and executives measured by throughput. Learners with limited digital voice—older workers, contract staff, people with disabilities, non-native speakers—rarely get to inscribe their needs into the baseline. There is, however, a counter-story: when we design for the margins, everyone benefits. Recent reporting highlights how EdTech that centers learners who think and process differently can unlock engagement that generic tools miss [5].

That lesson is not confined to schoolchildren; adult training inherits the same variability of cognition, fatigue, and context. In clinical practice, even well-evidenced methods must be adapted to local realities; a qualitative study of Pakistani physiotherapists surfaced practical barriers and contextual challenges in task-oriented stroke training that no distant protocol could fully predict [6]. The implication for virtual training is plain: “best” is contingent, plural, and negotiated—not a monolith to be shipped. Meanwhile, the automation wave is rolling into the back office, front office, and every org chart box in between.

Workato’s launch of agentic “Genies” for major business functions exemplifies how orchestration layers can now trigger, evaluate, and iterate without continuous human prompts [1]. Applied to learning, such agents will assemble curricula, assign modules, and generate assessments at scale, with model-generated rationales that feel authoritative yet remain stubbornly opaque. The evolution of AI software engineering accelerates this by normalizing code and configuration authored by models, compressing review cycles and tempting leaders to trust outputs because they compile, not because they’re just [2]. Without countervailing governance, the distance between a metric and a mandate can shrink to zero.

Assistive technology offers both a warning and a way out. When Be My Eyes turned Ray-Ban Meta Smart Glasses into a tool for people with visual impairments, it showed how pairing human-in-the-loop support with on-device AI can expand agency in the flow of life [7]. The value there is not only the clever hardware-software combo; it’s the centering of a community that has historically been designed around rather than with. But this example also clarifies the stakes: platform gatekeepers control hardware, operating systems, and app stores, and thus set the terms by which assistance arrives—or doesn’t.

If we want virtual training to uplift rather than discipline, we need the same ethos of co-design and a guardrail against one-way dependencies. Markets are not waiting for us to get the ethics right. Forecasts project a fast-growing consumer robotics market and a booming sector for walking aids—signals of an aging population and the spread of AI-powered devices into everyday routines [8][9]. As the home, the clinic, and the workplace become sensorized and automated, training will increasingly be embedded in the tools themselves: prompts in smart glasses, just-in-time nudges from robots, micro-assessments inside productivity suites.

That blurs the line between learning and surveillance, between support and control—especially for those who cannot easily opt out. In contexts with constrained resources, from community rehab centers to informal work, the risk is that exported “best practices” land as brittle mandates rather than adaptable frameworks [6]. So who holds power—and who holds responsibility—when algorithms teach? Vendors who ship defaults, employers who set incentives, engineers who bake assumptions into code, regulators who choose to see or not see, and all of us who click “agree.” Responsibility should track that power in layered, testable ways.

Start with participatory governance: require co-design panels with learners across age, ability, and contract status for any system that automates instruction or assessment, and publish responsiveness reports that show what changed because people spoke. Embed algorithmic impact assessments into the procurement of learning stacks, with red-team evaluations for accessibility failures, demographic drift, and coercive nudging. Pair every AI-driven training rollout with a low-tech pathway—downloadable text, office hours, peer mentoring—so no one’s livelihood depends on bandwidth or vendor lock-in. Tie cost savings from automation to mandated reinvestment in human support roles, and align models with explicit pedagogical charters, not just KPIs.

The headline asks for best practices and tech stack essentials; we should answer with essential civic practices too. In the near term, we can insist on radical legibility—plain-language explanations of why a module appeared, what data it used, and how to contest it. We can require consent receipts for data reuse, and audit trails open to workers, not just auditors. We can create ombudspersons for digital learning, elected by the learners themselves, empowered to pause systems that harm.

If we do this work, algorithms can become companions instead of overseers, easing drudgery while preserving agency. And in that shared future—humans and machines learning how to teach together—we might finally practice what we preach: a dignified education for every age, tuned not to the average but to our astonishing diversity.


Sources
  1. Workato unveils a squad of agentic AI Genies for every major business function (SiliconANGLE News, 2025-08-19T16:00:52Z)
  2. The Evolution of AI Software Engineering (Medium, 2025-08-23T03:08:42Z)
  3. “Best practice” is just your opinion (Craigabbott.co.uk, 2025-08-21T11:48:44Z)
  4. Designing Interactive Virtual Training: Best Practices And Tech Stack Essentials (Elearningindustry.com, 2025-08-19T13:00:48Z)
  5. Beyond Textbooks: How EdTech Is Helping Kids Who Learn Differently Shine (Elearningindustry.com, 2025-08-22T15:00:26Z)
  6. Task-oriented training in stroke rehabilitation: Qualitative study on perspectives and challenges among Pakistani physiotherapists (Plos.org, 2025-08-20T14:00:00Z)
  7. Be My Eyes Turns Ray-Ban Meta Smart Glasses Into Assistive Technology (Forbes, 2025-08-18T20:09:38Z)
  8. Consumer Robotics Market to Surpass USD 55.11 Billion by 2032, Driven by rising demand for smart home devices, personal robots & AI-powered automation (GlobeNewswire, 2025-08-22T12:00:00Z)
  9. Walking Aids Market to Register 7.2% CAGR to Reach US$29.31 Billion by 2031 | The Insight Partners (PR Newswire UK, 2025-08-22T14:01:00Z)