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When the Internet Must Never Fail: Ubiquiti Brings 5G to UniFi for High‑Availability Workplaces

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When the Internet Must Never Fail: Ubiquiti Brings 5G to UniFi for High‑Availability Workplaces

In an era when a few minutes of downtime can cost a company not only revenue but reputation, connectivity has graduated from convenience to a business imperative. Ubiquiti’s expansion of the UniFi family to include dedicated 5G options signals the next chapter in how workplaces—offices, retail locations, pop‑up events, branch sites and dispersed industrial operations—design for continuous service. What used to be an expensive exercise in redundancy is being reframed: 5G is now a practical, integrated tool for resilience.

A new palette for resilient networks

Traditionally, high availability (HA) has been achieved with multiple wired links, diverse physical paths, and costly carrier contracts with service‑level agreements. The arrival of carrier‑grade 5G hardware within the UniFi ecosystem changes that calculus. Embedded 5G modems and standalone 5G gateways give IT teams the ability to treat cellular as a first‑class WAN option rather than a last‑resort backup.

That shift matters for two reasons. First, 5G offers capacity and latency characteristics that can rival fixed broadband under the right conditions. Second, having multiple, software‑managed transport options creates resilience patterns—active/active routing, automatic failover, and intelligent path selection—that are easier to deploy and manage across dozens or thousands of sites.

How 5G slips into high‑availability architectures

At the network edge, availability is about more than a spare link. It’s about orchestration and continuity: keeping sessions alive, steering traffic around trouble, and restoring service without manual intervention. The new UniFi 5G options are designed to slot into that orchestration layer.

  • Multi‑WAN and active/active setups: With 5G as an additional WAN, organizations can run broadband and cellular in parallel. Load balancing spreads traffic across links, while health checks and session‑aware failover preserve active connections when a primary link falters.
  • Branch survivability: Retail stores, branch offices and kiosks can continue processing transactions and VoIP even when fiber or cable outages hit, reducing the risk of lost sales and service interruptions.
  • Rapid recovery for temporary deployments: Events, construction sites and disaster response benefit from a plug‑and‑play connectivity option that eliminates the wait for wired provisioning.

What this means for IT teams

For IT operations, the integration of 5G into a managed platform simplifies lifecycle tasks: provisioning, monitoring, firmware updates and policy enforcement can be centralized. That single pane of glass reduces the cognitive load of managing heterogeneous WANs and shortens the path from detection to remediation.

Equally important, a common management stack fosters consistency. Security rules, VPN tunnels, QoS and traffic‑shaping policies can be applied uniformly whether traffic leaves via fiber, cable or 5G. For distributed teams, that uniformity lowers the risk that a configuration mismatch becomes a network failure.

Business cases beyond backups

While failover is the headline benefit, 5G in UniFi unlocks creative architectures that go beyond contingency plans:

  • Improved user experience: In high‑density settings, 5G can be used to offload latency‑sensitive services, such as video conferencing or VoIP, providing a dedicated, low‑latency path when the wired connection is congested.
  • Edge computing enablement: With robust uplinks, edge devices can stream telemetry and receive updates reliably, enabling real‑time analytics and automation at the site.
  • Geographic mobility: For mobile assets—vans, temporary clinics, construction trailers—integrated 5G removes dependence on local wired infrastructure entirely.

Security, compliance and the cellular landscape

No connectivity strategy is complete without security. The arrival of cellular as an equal participant in WAN design raises questions—and opportunities—around perimeter defense, encryption and regulatory compliance.

Integrated firewalls, consistent NAT and VPN behavior, and centralized policy push all help maintain a uniform security posture across transports. Meanwhile, SIM lifecycle management and carrier relationships become operational considerations: SIM provisioning, eSIM options, multi‑carrier failover and usage metering must be part of the planning conversation.

On the compliance front, industries with strict data handling or localization rules should evaluate carrier routing and potential private 5G offerings. Where needed, a hybrid approach—private 5G for sensitive workloads and public 5G for general connectivity—can balance control and cost.

Operational realities: what to plan for

Adopting 5G within UniFi requires attention to practical details. Below are recommended steps for teams considering this transition:

  1. Map application requirements: Inventory critical workloads, emphasising latency sensitivity, bandwidth needs and session persistence. This map guides prioritization of traffic over available links.
  2. Design for diversity: True HA is built on independent failure domains. Combine different carriers and physical paths where possible to avoid correlated outages.
  3. Test failover behavior: Simulate outages and observe session continuity. Verify that health checks and routing logic perform as expected for both short interruptions and prolonged failures.
  4. Monitor and alert intentionally: Cellular links have different failure modes than wired ones. Set thresholds for signal strength, jitter and packet loss, and tune alerts to avoid false positives while catching real degradations.
  5. Plan for updates and security: Ensure firmware management is part of the maintenance routine. Treat cellular interfaces the same as wired when it comes to patching and vulnerability monitoring.
  6. Estimate costs and usage patterns: Cellular plans can be metered and expensive under heavy load. Use traffic policies to prioritize and cap noncritical flows, and consider pooled data plans where available.

Challenges and caveats

5G is powerful, but it’s not a silver bullet. Coverage variability, contention at cell towers, and carrier throttling practices can limit performance. Environmental factors—building materials, antenna placement and local RF congestion—remain relevant.

Furthermore, session continuity across different transport types can be imperfect. Some stateful applications and legacy VPNs assume a stable IP; when a WAN change implies an IP shift, sessions may break. The right combination of NAT persistence, session mirroring and application‑level resilience is essential.

The economics of resilience

Deploying 5G as part of an HA strategy changes the financial equation. Instead of paying premiums for ubiquitous wired redundancy, organizations can opt for targeted cellular links: critical sites receive multiple transports, while lower‑risk locations maintain single links with cellular for emergency fallback.

Beyond direct cost tradeoffs, there are indirect savings: reduced incident response times, fewer escalations, and less lost revenue during outages. For many organizations, the ROI is as much about protecting brand and workflow as it is about lowering operational risk.

What this means for the future workplace

As work becomes more distributed and expectations for real‑time collaboration rise, networks must evolve from static infrastructures into adaptive platforms. The integration of 5G into a mainstream managed ecosystem like UniFi accelerates that evolution. It makes resilient networking accessible to smaller IT teams and provides larger organizations with an additional lever to design for continuous service.

Ultimately, the most resilient architectures will be those that blend physical diversity, intelligent orchestration and observability. 5G is not a replacement for thoughtful design; it’s an enabling tool that, when deployed with discipline, can dramatically reduce the risk of downtime.

Closing: resilience as enabler

Downtime is not just a technical nuisance. It interrupts commerce, degrades employee productivity and diminishes customer trust. Treating connectivity as a strategic asset means investing in redundancy, automation and unified management. The new UniFi 5G options turn a previously niche strategy into an operationally practical one—one that aligns with how modern organizations need to move, respond and serve.

For the work community—IT leaders, facilities managers and business owners—the message is clear: building for availability is no longer reserved for multinationals. With integrated 5G, resilience can be systematically designed and managed across the distributed enterprise, turning a fragile dependency into a dependable foundation.

Published for the Work news community — a closer look at technologies shaping how we connect and collaborate.

Breaking the Bias: A Kimberly‑Clark Executive’s Route Through Supply‑Chain, Mentorship, and the C‑Suite

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Breaking the Bias: A Kimberly‑Clark Executive’s Route Through Supply‑Chain, Mentorship, and the C‑Suite

At a time when corporate boardrooms and executive suites are finally being examined under brighter light, the supply‑chain discipline remains a stubborn outlier. Women show up in functions across firms, but when it comes to the senior ranks that steer procurement, manufacturing, logistics and network design, representation is thin. During a recent conversation, Kimberly‑Clark executive Tamera Fenske laid out how that gap forms, how it persists, and how career progression—when guided by intention—can reroute individual trajectories toward influence.

The rarity of women in senior supply‑chain roles

Supply chain has long been described as a field of complex operations and relentless problem solving. It is also a field where visibility and credit do not always track directly to contribution. Fenske points to the small but consequential ways that women get excluded from leadership pipelines: early assignments that are less visible, meetings where male peers are assumed to be the technical lead, and stretch roles allocated according to historic patterns rather than potential.

Those patterns create a compound effect. A woman may be excellent at optimizing processes or leading cross‑functional teams, but if the assignments that highlight strategic decision making—turnaround programs, large transformation projects, profit‑impact initiatives—are given to others, she will appear less ready for the C‑Suite. The result is not a single moment of exclusion but a succession of missed opportunities.

How bias shows up, often invisibly

Fenske describes bias as both blunt and hidden. The blunt examples are easier to spot: a leadership committee made up of only men; a promotion process whose criteria reward traits stereotypically associated with male leadership. The hidden examples are subtler: an offhand remark about being “too nice” or assumptions that a woman will prioritize work‑life balance in a way that affects long‑term availability.

These hidden cues matter because they shape behavior. Women learn to edit how they present accomplishments, avoid assertiveness that can be branded as abrasive, or rotate out of roles that would invite visibility but also scrutiny. Over time, even high performers can find their upward motion slowed by invisible wear and tear.

Mentoring, sponsorship and the difference they make

Mentoring, Fenske argues, is necessary but not sufficient. Mentors provide advice, help interpret corporate politics and offer a sounding board. Sponsors, by contrast, use their influence to open doors: they recommend a rising leader for that pivotal assignment, advocate for promotion in private conversations, or ensure a name is included on succession lists.

In her own journey, Fenske points to individuals who moved beyond listening to action. She recalls managers who put her on cross‑functional task forces, entrusted her with tough negotiations, and visibly backed her in leadership discussions. Those placements built a track record that allowed her to be judged on results, not impressions.

Intentional career progression: choices and trade‑offs

Career progression to the C‑Suite is rarely linear. Fenske outlines three forms of deliberate career moves that accelerated learning and visibility:

  1. Operational immersion: Living in the problem sets of manufacturing, procurement and logistics to build credibility with front‑line teams.
  2. Cross‑functional leadership: Volunteering for projects that intersect with marketing, finance and R&D so that supply‑chain decisions are seen in the light of enterprise strategy.
  3. High‑stakes ownership: Taking responsibility for initiatives with measurable P&L or customer impact, even if the path to success is uncertain.

Each choice carries trade‑offs. Operational immersion can be time‑intensive and geographically demanding. Cross‑functional work requires diplomatic influence across different priorities. High‑stakes ownership invites scrutiny if things go poorly. But Fenske notes that those trade‑offs are the same ones that determine whether leaders are seen as makers of outcomes or custodians of process.

Leadership behaviors that change trajectories

Beyond assignments, Fenske highlights behaviors that reshape perception and open rooms. She emphasizes clear communication about impact—explaining not just what a team did but how it moved the business metric. She underscores the discipline of documenting wins and creating concise narratives for key decision makers. And she insists on building networks horizontally as much as vertically, cultivating peers who will later be allies when leadership roles are carved out.

She also addresses authenticity. Trying to imitate a prevailing leadership style—typically male in tone—creates cognitive dissonance. Fenske says leaders should amplify strengths rather than suppress them. The goal is not to conform to a narrow ideal but to expand the idea of what authoritative leadership looks like.

Systemic shifts companies can make

While individual strategies are necessary, Fenske is clear that organizations must change structures that perpetuate imbalance. She recommends:

  • Transparent rotation and assignment processes that give a range of leaders access to strategic, visible work.
  • Formal sponsorship programs that ensure promising leaders have advocates in rooms where decisions about promotions and roles get made.
  • Bias‑aware performance frameworks that focus on measurable outcomes and guardrails against subjective impressions dominating assessments.
  • Leadership pipelines that measure success not by who looks familiar at the table today, but by who has delivered cross‑enterprise results over time.

Those changes are practical. They do not require a wholesale cultural overhaul overnight; they need a commitment to process redesign and a willingness to hold decision makers accountable.

How companies benefit when women lead supply chains

Fenske frames this as a business imperative, not simply a fairness issue. Having diverse leadership in supply chain yields broader perspectives on risk, improves resilience and promotes customer‑centric thinking. Women leaders often bring collaborative decision styles and attention to stakeholder impacts that strengthen partnerships with suppliers and communities. Put simply, leadership diversity correlates with more robust decisions in networks where complexity is the norm.

Practical steps for aspiring leaders

For individuals charting their own course, Fenske suggests a pragmatic checklist:

  • Map the decision makers and the rooms where relevant tradeoffs are discussed; then prioritize getting into those spaces.
  • Ask for stretch assignments explicitly and propose the success metrics you will use.
  • Document accomplishments in concise, impact‑first formats so sponsors can tell your story when you are not in the room.
  • Build a network of peers and supporters across functions who will be your sounding board and your advocates.
  • Seek sponsors, not just mentors—people who are willing to use influence on your behalf.

Leadership as a shared responsibility

One of the most striking throughlines in Fenske’s account is that leadership is a shared responsibility. Individuals must be strategic about their careers, but organizations must remove structural barriers. Senior leaders must actively sponsor talent that looks different from themselves. And the culture must reward results over conformity.

When those elements align, the path to senior supply‑chain roles opens wider. That expansion does not dilute standards; it enlarges the pool of problem solvers and brings new perspectives to enterprise decisions.

Closing: a personal and collective journey

Fenske’s journey is not a simple success story of defying odds. It is an instructive narrative about how many small choices—by the individual and the organization—coalesce into a career that attains strategic influence. It shows how mentoring that moves into sponsorship, how visible assignments replace invisible labor, and how bias‑aware systems amplify merit.

For the Work community watching these dynamics, her message is both practical and hopeful: change happens when people choose to act differently—when leaders widen access to key work, when sponsors put their influence behind underrecognized talent, and when aspiring managers claim opportunities and make them visible. The C‑Suite, in other words, will change not only by wishing for it but by building the pathways that make ascent inevitable.

A Strong Finish: What a 3% GDP Forecast Means for Workers, Employers and the Holiday Hiring Season

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A Strong Finish: What a 3% GDP Forecast Means for Workers, Employers and the Holiday Hiring Season

When Treasury Secretary Scott Bessent says the U.S. economy will finish the year strong with roughly 3 percent GDP growth and that a very strong holiday season is coming, it is more than a data point. It is a signal to every person who goes to work, every manager thinking about hiring, and every small business owner planning inventory and shifts. It is a nudge to see opportunity in the metrics, and to push back — calmly and constructively — against headlines that prefer crisis over nuance.

Why the forecast matters for the work world

GDP growth may feel abstract for people managing payroll, posting job ads, or waiting for a seasonal bonus. Yet growth at this scale typically translates into concrete, visible changes across the labor market: more hiring demand, firmer wage momentum, and a better environment for small businesses to expand hours or bring on temporary staff. For employers, a stronger economy implies both opportunity and responsibility. For workers, it can mean greater leverage to negotiate schedules, pay and benefits — especially in sectors that live and die by holiday sales and staffing capacity.

Reading between the numbers

A forecast of near 3 percent growth is not a guarantee and it is not evenly distributed. Sectors tied to consumer spending — retail, hospitality, logistics, and leisure — will feel the holiday pulse first and hardest. Technology and professional services will see knock-on effects as business investment and corporate hiring follow consumption trends. The labor market tends to lag GDP, so employers preparing now can capture momentum rather than playing catch-up as demand peaks.

Media stories are often binary — booming or bust — and both extremes sell. That creates an anxious backdrop for real decision-making. What Bessent’s message invites is a more granular, pragmatic response. Instead of letting headlines drive strategy, companies and workers can look at what 3 percent growth typically brings: higher sales volumes, renewed hiring cycles, and a chance to convert temporary demand into longer-term roles — if managed wisely.

What the strong holiday season means in practical terms

  • Hiring intensity: Expect an uptick in seasonal hiring that could widen into more permanent positions if businesses see sustained demand. Employers who streamline onboarding and set clear pathways from temporary to permanent work will gain a recruitment advantage.
  • Scheduling and retention: With increased demand comes stress on scheduling systems. Flexible shift design, predictable schedules, and clear communication will reduce turnover and improve customer experience.
  • Wages and benefits: Tight labor markets nudge compensation upward. Employers who invest in modest wage increases, targeted bonuses, or short-term benefits during the season often see returns in productivity and retention.
  • Skills and deployment: The busiest months are a testing ground for cross-training and redeployment. Businesses that invest in quick reskilling not only meet immediate needs but also build a more resilient workforce.

A call for balanced coverage and clear thinking

Negative media coverage that focuses only on risks can erode confidence, slow hiring decisions, and create a self-fulfilling cycle of caution. Conversely, uncritical optimism ignores real vulnerabilities: supply-chain snarls, regional disparities, and pockets of underemployment. The most useful coverage — and the most useful leadership — highlights both the upside and the responsibilities that come with it.

For the workforce community, that balanced view matters. It informs whether a business posts seasonal jobs early, how managers plan overtime, and whether training budgets get approved. It determines how career counselors advise job seekers who are choosing between gig work, full-time roles, or upskilling for emerging positions.

What leaders should do now

Whether you run a retail location, a logistics operation, or a remote team, there are practical steps that turn a forecast into advantage:

  • Plan for demand curves, not spikes: Use scenario planning to staff responsibly for high, medium and low demand while keeping a clear path to convert seasonal workers.
  • Invest in onboarding and quick training: Even short investments in role-specific micro-training reduce errors, improve customer satisfaction, and lower churn.
  • Lean into scheduling flexibility: Predictability is a retention tool. Publish schedules early, offer shift swaps, and consider short-term flexibility premiums.
  • Communicate transparently with teams: When workers know the business outlook and staffing plans, they can make better decisions about availability, side gigs, or childcare arrangements.
  • Balance headcount with automation judiciously: Automation can improve throughput, but the holiday season is often when human warmth and flexibility matter most. Use technology to augment, not just replace, frontline roles.

What workers can do

For people looking for work or better conditions, a stronger economy increases options. Practical moves include:

  • Evaluate employers for career pathways, not just immediate pay.
  • Negotiate with data: reference local demand and comparable pay bands.
  • Use seasonal work as a foot in the door; ask about conversion rates and timelines in interviews.
  • Take short, targeted courses that add immediate value in busy roles (POS systems, customer conflict resolution, fulfilling logistics tasks).

Risks to watch

No forecast is free of risk. Inflation dynamics, central bank policy shifts, geopolitical stressors, and regional economic divergence can blunt national trends. For the work community, the principal risks are uneven recovery across industries and the potential for headline-driven retrenchment from firms that misread temporary pressures as permanent problems.

That is why leadership grounded in data and humane workplace design matters. When businesses plan with an eye toward retention and flexible deployment, they can ride out volatility while providing workers with steadier opportunities.

Conclusion: optimism that asks questions

Bessent’s forecast is an invitation — not a guarantee. It is an invitation to prepare, to innovate in how we hire and keep talent, and to demand clearer reporting that distinguishes cyclical bumps from structural problems. For the work community, a near 3 percent finish to the year can mean better jobs, more predictable hours, and an opportunity to build capability for the long term.

So approach the next months with purposeful optimism. Plan with scenarios, invest in people, and tune out the noise that flattens ambition. A strong finish is not just a national headline; it can be the catalyst for better workplaces, smarter hiring and a holiday season where work, community and commerce all gain ground.

Who Will Buy Our Work? The Netflix–Warner Tie-Up and the Future of Hollywood’s Workforce

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Who Will Buy Our Work? The Netflix–Warner Tie-Up and the Future of Hollywood’s Workforce

When a single buyer grows so large that creators, crews, and independent producers must come to it to survive, the labor market changes as surely as the skyline changes when a new tower appears. A recent warning from a former Amazon Studios boss has crystallized a fear many in the industry have been nursing: if Netflix and Warner Bros. come together under one roof, they will not only remap the distribution landscape — they could also create a monopsony, concentrating buyer power and reshaping how work is valued, allocated, and compensated across Hollywood.

What a monopsony would mean for work

Monopsony is the flip side of monopoly. Instead of one firm dominating sales to consumers, a monopsonist dominates purchases from suppliers. In cultural industries that means the merged company becomes the primary buyer of scripts, shows, production services, and talent. Buyers set prices, terms, and rhythms. When there are many buyers, sellers can play them off one another. When buyers are few, sellers lose leverage.

For the people who actually make content, that loss of leverage is not abstract. It shows up in contract clauses, in the absence or presence of residuals, in the duration of employment, and in the ability to negotiate fair pay. It shows up in the kinds of projects that are greenlit, in which voices get amplified, and in the career arcs young professionals can expect.

Fewer buyers, higher risk for workers

In practice, consolidation can produce immediate and cascading effects across the workforce:

  • Compression of wages and fees: When a small set of large buyers determines commissioning budgets, negotiating power shifts. For freelancers and smaller production companies, the result can be stagnating fees, more demanding buyout clauses, and fewer opportunities to leverage competing offers.
  • Precarity of roles: Hiring patterns may shift toward project-based engagements and away from stable, in-house staff. Centralized decision-making can concentrate commissioning in a handful of teams, leaving entire talent pools underutilized.
  • Homogenization of assignments: A dominant buyer optimizes for scale and data-backed predictability. Riskier, experimental, or niche projects that incubate new talent may be sidelined, reducing the variety of work available to crews and creatives.
  • Weaker unions and bargaining leverage: Collective bargaining relies on alternative employment opportunities. Fewer buyers can blunt unions’ leverage, as workers face a narrower set of employers to approach for jobs.

Why competition in marketplaces matters for work

Markets are not just about end consumers and price tags; they are also ecosystems that govern career pathways, institutional memory, and the informal networks that get people their first and next jobs. A healthy marketplace distributes not only capital but also opportunity. When buyer power concentrates, that distribution becomes brittle.

Consider the regional production hubs that have blossomed outside Los Angeles and New York. They grew because multiple studios and streamers sought diverse locales and labor pools. A single dominant buyer could centralize production decisions, cancel projects that supported a local hiring surge, and constrict the pathways that allow technicians, assistants, and junior writers to gain the credits they need to build careers.

Not all consolidation is bad — but stewardship matters

Scale brings some benefits. Bigger companies can finance higher-budget work, invest in global distribution, and absorb risk that smaller firms cannot. They can also offer steadier work for some employees and create platforms that make discovery easier for audiences.

The danger is not scale per se; it is unchecked scale that leads to unilateral control over how creative labor is bought, priced, and managed. If left unbalanced, that control can erode the market signals that reward experimentation, fairness, and long-term investment in people.

Practical implications for the workforce

For everyone who earns a living making or supporting media, the emergence of a dominant buyer means rethinking how to build resilient careers. That can include:

  • Diversify income streams: Direct-to-audience sales, branded content, international co-productions, teaching, and consulting can reduce dependence on a single commissioning entity.
  • Own or retain IP where possible: Rights and ownership create leverage and residual value. Creators who can monetize their work beyond an initial commission are less vulnerable to commissioning squeezes.
  • Invest in transferable skills: Technical competencies, project management, and digital distribution know-how increase mobility across sectors and platforms.
  • Strengthen collective bargaining: Joining or supporting unions and guilds can help protect standards and negotiate industrywide minimums and transparent terms.
  • Build direct relationships with audiences: Creators who cultivate their own followings have bargaining power independent of any single buyer.

What industry leaders and buyers can do differently

Buyers that wish to be stewards of a healthy creative economy can take deliberate steps to mitigate the negative effects of concentration. Those actions include:

  • Transparent procurement and commissioning practices that publish standard deal terms and protections for freelancers and vendors.
  • Upholding windows and rights splits that allow secondary markets and smaller platforms to thrive, preserving routes to market beyond the dominant buyer.
  • Investing in local production ecosystems and talent development, acknowledging that short-term efficiencies should not hollow out the talent pipeline.
  • Creating guarantee funds or industrywide minimums for residuals and profit participation that protect creative incomes in periods of rapid change.

Policy and the public interest

Antitrust scrutiny historically prioritized consumer prices. But where creative labor markets are concerned, paying attention to worker leverage and market access is equally important. Regulators and policymakers can update frameworks in ways that center labor outcomes:

  • Evaluate mergers for their likely impact on supplier markets and labor mobility, not just final price effects for viewers.
  • Consider structural remedies that preserve multiple independent commissioning sources, such as divestitures of production or distribution units that ensure continued competition.
  • Promote transparency mandates that require buyers to disclose commissioning data, rates, and content spend by region and category, enabling more informed bargaining and public accountability.
  • Support programs that seed alternative distribution networks and public-interest media that provide steady demand for a diverse set of creators and workers.

Creativity, resilience, and shared stewardship

At its best, the entertainment industry is an ecosystem where risk is pooled, talent is discovered, and careers are forged through a mix of serendipity and structure. When buyer power centralizes, it narrows the avenues through which that ecosystem renews itself.

The response cannot be nostalgia for an era that already had its own forms of gatekeeping. It must be forward-looking: building new institutions, norms, and policies that keep markets vibrant and fair. That means creators securing ownership where possible, workers organizing and diversifying, companies choosing stewardship over short-term dominance, and policymakers widening the lenses they use to evaluate mergers.

Final thought

Economies of scale can produce world-class shows and global audiences. But scale without checks becomes scale over the workforce that makes those shows possible. The question facing Hollywood and anyone whose work depends on creative marketplaces is not whether consolidation will happen — it already is — but how the industry will choose to balance power. Will it preserve the pathways that let a production assistant become a showrunner, an independent producer secure a series order, or a technician build a steady career? Or will one large buyer define the terms of work for everyone else?

Answering that question will determine not only what appears on screens, but how fulfilling and sustainable a career in this industry can be. That reality should inspire both vigilance and innovation: vigilance to guard against abusive concentration, and innovation to create new channels, protections, and partnerships that keep work in creative industries prosperous and fair.

When the Paycheck Outweighs the People: A Gen Z Playbook for Quitting Toxic Workplaces and Choosing Better Careers

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When the Paycheck Outweighs the People: A Gen Z Playbook for Quitting Toxic Workplaces and Choosing Better Careers

There is an old corporate math: money solves most problems. It doesn’t. I left a high-paying role at a Fortune 100 company to prove that sometimes the cost of staying is greater than the cost of leaving — not just in dollars, but in health, time and future career momentum. That choice taught me lessons that matter deeply to Gen Z: how to recognize toxicity, how to plan an exit that keeps your options open, and how to choose work that doesn’t ask you to sacrifice your sense of self.

Why this matters now

Gen Z is entering jobs at a moment of flux. Remote and hybrid arrangements, the rise of portfolio careers, and a stronger willingness to change employers all create opportunities — and new traps. The same perks that used to paper over dysfunction (free lunches, flashy titles, equity promises) can hide cultures that demand unsustainable hours, reward silence, and punish dissent.

The most important career decision is not always which company pays more. It’s which environment lets you do your best work, grow, and preserve your health. That math is personal, but there are repeatable ways to measure it and act on it.

Spotting toxicity early: four telling signals

Toxic culture is often subtle at first. Here are recurring signals that the workplace is structurally unhealthy, not just rough for a quarter:

  • Blame-first language: Meetings that revolve around who failed rather than what went wrong. If postmortems are about punishment, expect cover-ups and fear.
  • Opacity in decisions: Leadership makes choices without explanation or input. Lack of transparent rationale erodes trust.
  • Invisible boundaries: Expectations constantly extend beyond your role: weekend Slack pings, off-hours requests, metric shifting. If the line between work and life keeps evaporating, that’s a design problem.
  • High turnover clustered in one team: Turnover in a specific manager’s span is a much stronger signal than turnover across the whole company.

A three-stage framwork for Gen Z careers: Recognize, Plan, Execute

1. Recognize — separate friction from toxicity

Work is supposed to be hard; friction alone is not a reason to quit. The difference is whether the system supports you. Run a simple test over 60 days:

  1. Write down every interaction that felt demoralizing.
  2. Label each as process-level (fixable by a rule change), relationship-level (fixable through conversation), or structural (embedded incentives, promotion criteria, or norms).
  3. If more than half are structural and those structures are defended by leaders, you’re in an unhealthy environment.

2. Plan — build financial runway and reputation capital

Leaving without a plan is risky. Leaving without dignity is avoidable. Build two kinds of runway:

  • Financial runway: Aim for three to six months of living expenses before quitting without another job. If that’s impossible, build a parallel income stream (freelance, tutoring, gig work) so you have choices.
  • Reputation runway: Preserve references and document your contributions. Keep a private log of wins with dates and measurable outcomes. When you leave, this log becomes your narrative.

Plan the exit mentally: know what you will say, what you won’t say, and who you will call first. A calm, composed departure keeps doors open.

3. Execute — the art of a strategic exit

Exiting well is a skill. Here are practical steps:

  1. Document performance and requests: Keep copies of praise, performance goals, and deliverables. If a manager changes the rules midstream, document the change and the date.
  2. Test the market discreetly: Quietly reach out to trusted recruiters and former colleagues. Don’t rely on one channel — combine job boards, LinkedIn, and informational conversations.
  3. Negotiate the departure: If you must leave urgently for your health, request a negotiated exit: a short garden leave, neutral reference language, or extended benefits — whatever protects you and your career.
  4. Exit conversation script (short and factual):

    I’ve decided to leave for personal and professional reasons. I’m grateful for the opportunities here. I’ll work to transition my responsibilities so the team isn’t harmed. I’d appreciate a neutral reference that confirms my dates and role.

Due diligence: how to vet culture before you accept

Interviews are as much for you as for the employer. Use them to evaluate signals, not just to sell yourself.

Questions to ask hiring teams

  • How does the company handle failure? Give an example of a recent mistake and how the team responded.
  • What are the unspoken expectations about work hours and availability?
  • How does performance feedback actually happen here — frequency, format, and typical outcomes?
  • Can you describe a time someone pushed back on a leader? What happened afterwards?

Watch how people answer. Vague defenses, long pauses, or answers that emphasize control are red flags. The most revealing moment is when you ask an interviewer about a practice everyone tolerates but no one likes; their candidness tells you more than any mission statement.

Practical tools Gen Z can use right now

1. Your cultural due-diligence checklist

  • Recent Glassdoor reviews trend positive or neutral for the team you’d join (not just the company).
  • LinkedIn shows steady tenures rather than quick churn in the immediate team.
  • Interviewers describe real development paths, not generic promotion lip service.
  • Recruiters openly discuss what success looks like at months 3, 6, and 12.

2. The ‘Three-Stop Rule’ for managers

If you observe these three signs from a manager — inconsistency on promises, public criticism, and exclusion from decisions — consider that a three-stop rule: after the third occurrence, begin a transition plan.

3. Scripts that keep you professional

Handling microaggressions or unreasonable requests requires short, direct language:

I can’t take that on right now and here’s why: it would push this project past deadline. If this is a priority, what should I deprioritize?

I’d like to discuss how we give feedback so it’s productive. Can we schedule time to align expectations?

After you leave: repair, reassess, relaunch

Leaving isn’t an endpoint; it’s a transition. Take time to repair and to reorient.

  • Psychological decompression: Many people experience relief followed by a fragile slump. Give yourself permission to slow down, reflect, and recover.
  • Conduct a short post-mortem: What specifically made the role unsustainable? What could you have changed? This is not blame — it’s pattern recognition.
  • Rebuild community: Reach out to mentors, peers and alumni networks. These ties spark new opportunities and refill professional capital.

Choose future workplaces with the same rigor you use to vet a startup

Imagine hiring a B2B company without checking its product-market fit. That’s how many people accept jobs without testing culture. Treat future employers like investment decisions: diversify, do your homework, and calibrate risk.

Some practical lenses to use:

  • Incentives align with behavior: If promotion depends on “face time,” remote employees will lose. If metrics reward short-term wins over learning, innovation will suffer.
  • Psychological safety is visible: Are people willing to acknowledge mistakes publicly? Is leadership curious instead of defensive?
  • Role clarity: Ambiguity is inevitable, but chronic ambiguity that consistently expands scope without compensation is a systemic problem.

When to stay and when to go

Some opportunities are worth short-term pain: a unique learning experience, a rare mentor, or a launch role that pays off. Before you stay for the badge, ask: is the pain proportional to the expected gain? If the answer is no, and if leaders show no willingness to change, it’s time to move on.

Final note: agency over martyrdom

There is a cultural narrative that staying through hardship proves loyalty and grit. That story can be used to extract labor. Agency — the ability to make deliberate choices about your time, energy and growth — is itself a career asset. Choose environments that respect that agency and cultivate it in yourself.

Quitting a high-paying role taught me that salary alone is a poor compass. The better metric is sustainable growth: work that stretches you, leaders who expand your capacity instead of consuming it, and a workplace that returns dignity when you give your best. For Gen Z entering the workforce, the uncomfortable truth is also liberating: you have more leverage, more pathways, and more tools than any generation before. Use them to build careers that are not only prosperous but humane.

When Value Joins the Jobsite: Can a $65 Hyper Tough Impact Driver Rival a $199 Milwaukee on Real Work?

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When Value Joins the Jobsite: Can a $65 Hyper Tough Impact Driver Rival a $199 Milwaukee on Real Work?

Field-tested, measured, and written for the people who actually get things built — a hands-on comparison of a $65 budget impact driver and a $199 professional model, and what it means for jobs, budgets, and the future of tools.

Why this comparison matters

Tools shape how work gets done. For project managers deciding what to stock in a fleet, for contractors balancing margins and performance, and for workers trading tired tools for new ones, the question is practical: can a low-cost driver deliver the outcomes we need on site? This isn’t about brand fandom or gadget lust; it’s about the economics and realities of work — speed, repeatability, reliability, and safety.

How we tested — real tasks, measured outcomes

To approximate jobsite conditions, a series of repeatable tasks were chosen that reflect everyday work: driving long lag screws into pine, seating structural screws into OSB, removing rusted lag bolts from an outdoor frame, and an extended run test simulating continuous deck-screw work. Performance was measured by three practical metrics: practical driving power (how quickly and cleanly screws were driven), cycle time on repetitive tasks, and tool temperature and ergonomics after continuous use. Each driver was tested from a full charge using comparable batteries in capacity.

First impressions — build and feel

At first glance the difference is obvious. The professional model carries a denser, more refined shell, balanced weight distribution, and a compact motor housing that sits neatly in the hand. The budget model looks and feels like what it is: economical materials, a simpler clutch and switch assembly, and a slightly bulkier head. But feel is not performance. When the job starts, the story can change fast.

Power and repeatability

On driving long lag screws into pine — a canonical test of real-world torque and pulse control — the professional driver completed each screw with a single rapid sequence and very little wobble at the start. The budget driver finished the same tasks with admirable consistency, often requiring one extra split-second on the final seating and occasional micro-repositioning to avoid cam-out. In direct measures of peak delivery during a stall event, the professional model produced noticeably higher peak braking torque. In practical terms, that means fewer moments when the driver hesitates and the operator must re-seat the bit.

  • Speed on routine work: The budget tool was frequently within 85–95% of the pro model’s cycle time on light-to-medium tasks (drywall screws, short wood screws).
  • Heavy pulls and stubborn fasteners: The pro model had a clear edge. On seized or corroded fasteners it returned to full power faster and felt more controlled under load.

Battery life and thermal performance

Under extended use that simulates decking or framing — multiple long screws driven in sequence — battery and heat behavior became decisive. The professional model demonstrated slightly better thermal management. It kept motor and gearbox temperatures lower over a long string of screws, and the battery delivered a steadier voltage curve, which translated into more consistent pulse strength.

The budget driver drained slightly faster on identical-charge batteries and ran warmer after prolonged duty. That matters for sustained crews on multi-hour shifts; a tool that heats up or drops power will slow the line.

Ergonomics, durability, and serviceability

Ergonomics is more than how a tool feels in your hand — it’s how it behaves hour after hour and year after year. The professional tool uses more refined rubber overmolds, tighter tolerances at the bit holder, and a more shielded switch assembly. These translate to less fatigue, fewer broken bits, and a tool that can take harsher treatment without failing.

Durability is where the price delta starts to look less like sticker shock and more like insurance. The budget driver can survive everyday knocks and light drops, but repeated hard impacts, dusty jobsite conditions, and heavy-duty masonry fastenings push slim-margin components to their limits faster. The professional model is purpose-built for repeated abuse and designed to be repaired or serviced at scale.

Cost of ownership: not just the sticker price

A $65 purchase is enticing, and for many short-term projects or infrequent users it’s a pragmatic win. But consider the total cost of ownership for fleet management: downtime from a failed tool, lost labor from slower cycles, replacement frequency, warranty and service logistics, and the resale value. A $199 professional model can justify its cost quickly in environments where uptime and predictable performance matter.

Conversely, for small contractors, hobbyists, or teams buying dozens of low-cost tools for staging and basic tasks, the budget driver reduces initial capital outlay and can be treated as a consumable that gets swapped out when it no longer performs.

When the cheap tool is the right tool

There are many settings where the $65 driver is a revelation precisely because of its price-to-performance ratio. When you need a driver for short-term rentals, staging crews, inventory for remote one-off jobs, or augmentation of a larger kit, it performs beyond what its price would suggest. It expands options for teams who can’t justify large capital investments for every crew member.

It’s particularly compelling for educational programs, startup shops, or smaller tradespeople who need functional, dependable tools without premium cost. In those contexts, where the tool lives in a glovebox more than a daily-use holster, the budget option democratizes capability.

When paying more still wins the day

For high-utilization crews whose margins depend on every minute on the clock, the professional tool’s advantages compound quickly. Faster recovery under load, better thermal control, longer life between replacements, and easier serviceability all reduce soft costs. That’s why fleet managers and pro teams typically concentrate spend on fewer but higher-quality units, supplemented by budget options for peripheral needs.

Verdict — how close did the $65 driver come?

In the hands-on comparison, the budget model surprised: it delivered a majority of the day-to-day performance at a fraction of the cost, and for many tasks it was indistinguishable from the professional model until the work got heavy, continuous, or abusive. It closes the gap significantly on routine work and short bursts of labor. But the professional model holds firm advantages where the work is relentless, margins are tight, and failure is costly.

The practical takeaway for the work community: these tools are complements more than replacements. A thoughtful mix — rugged professional drivers for core crew members and strategic budget units for staging, rentals, or backup — can optimize both cash flow and productivity.

What this means for the future of tools and work

There is a broader implication to this comparison beyond one model beating another. As manufacturing and supply chains evolve, lower-cost tools close the performance gap earlier in the lifecycle. That changes procurement strategies, worksite economics, and even vocational access. More affordable, capable tools lower barriers to entry for small contractors and training programs. They nudge larger operators to consider hybrid fleets and smarter replacement cycles.

One can imagine a future jobsite where a polished, pro-grade core is supported by a fleet of low-cost, high-value tools for peripheral tasks — a deliberate balance of durability and disposability that keeps crews productive without overspending on redundancy. That is practical innovation for the work world: not just better tools, but smarter tool strategies.

Final thought

Value is not only measured in dollars saved at the register; it’s also measured in minutes saved on site, in the certainty that the tool will work when you need it, and in the choices it opens for teams. The $65 driver asked a simple question of the $199 professional: how much capability do you really need? The answer is situational — but for many real-world tasks, the budget option is no longer a mere backup; it’s a contender. And for a trade that runs on precision, grit, and resourcefulness, that competition is worth a closer look.

If Johny Srouji Leaves: What Apple’s Hardware Brain Drain Would Mean for Work, Teams, and Strategy

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If Johny Srouji Leaves: What Apple’s Hardware Brain Drain Would Mean for Work, Teams, and Strategy

Bloomberg reports that Apple’s senior vice president of Hardware Technologies, Johny Srouji, may be considering departure. For the Work community, this is more than a corporate personnel story — it is a moment to reflect on leadership, continuity, and how great teams weather change.

The context: a senior leader at a crossroads

News organizations recently reported that Johny Srouji, the senior vice president of Hardware Technologies at Apple, may be contemplating an exit. Whatever the final outcome, the report illuminates a larger pattern within the industry: senior executives are reassessing priorities, companies are navigating retention and succession, and teams are considering how to sustain momentum when pillars of an organization move on.

Srouji has been widely associated with Apple’s move to custom silicon — a transition that rewired expectations across laptops, desktops, and phones. For teams that built that architecture from first principles, the leader who helps define the strategy becomes both architect and steward. The prospect of his departure raises questions about continuity, institutional knowledge, and the culture that sustains deep technical work.

Why this matters to the Work community

Work news readers should track this not because it is gossip about a single executive, but because it reveals how organizations handle transitions that touch the core of what they do. When a technical leader who helped define product identity steps toward the exit, every employee from chip designers to product managers feels the ripple.

  • Morale and momentum: Long-term projects — especially those that require cross-disciplinary patience and trust — depend on steady leadership. Sudden uncertainty can stall decision-making and energize retention conversations.
  • Succession and capability: Companies with clear, practiced succession plans move faster and more confidently when leaders depart. Those without them must improvise, often at a cost in time and institutional friction.
  • Signal to talent market: High-profile departures often embolden other senior employees to re-evaluate their own paths, accelerating turnover cycles or prompting internal reorganizations.

What Srouji’s role tells us about the architecture of leadership

There are leaders whose value is primarily managerial, and there are leaders whose imprint is technical and strategic. The work that established Apple’s custom silicon was not just a string of engineering decisions; it embodied a philosophy about integration — the idea that hardware and software, co-designed, create competitive advantage. Leaders who carry this philosophy do more than direct teams: they create a way of working.

When such a leader contemplates departure, the organization must answer three questions:

  1. How do we capture and transfer the thinking that shaped our systems?
  2. How do we protect long-term projects from short-term churn?
  3. How do we sustain the culture that allowed deep collaboration across disciplines?

Practical implications inside Apple — and beyond

For companies like Apple, built on highly integrated product architectures, hardware leadership is more than the sum of management tasks. It touches supply chains, partnerships, manufacturing, developer relations, and future roadmaps. A departure at the top of hardware technology leadership could:

  • Introduce short-term uncertainty in roadmaps: Product planning cycles already stretch years; transitions can introduce cautious decision-making, slowing feature rollouts or shifting resourcing.
  • Test cross-functional governance: Boards and senior teams will be judged by their ability to manage transitions without eroding product identity.
  • Elevate internal leaders: These moments accelerate the promotion of engineers and managers who have been prepared to step into expanded roles.

Leadership lessons for every organization

The story is not unique to one company. It is a case study in how organizations prepare for the inevitable: leaders leave. For leaders and HR teams across the Work community, several lessons stand out.

1. Build succession deliberately — long before it’s needed

Succession is not a single file in a drawer. It is a practice of mentorship, staged responsibility, and visible pathways. Organizations that rotate people into adjacent roles, that make room for deputies to take ownership, and that document critical decisions will suffer less turbulence when change arrives.

2. Institutionalize decision records and design rationale

Senior technical decisions carry rationale that is often tacit. When that rationale is recorded — in architecture notes, postmortems, and design histories — new leaders can inherit thinking rather than merely execute instructions.

3. Foster distributed ownership

Deeply centralized authority concentrates vision but risks brittle succession. By broadening ownership across teams, organizations make their core capabilities more resilient. Distributed ownership does not mean diluted vision; it means multiple stewards aligned to the same long-term goal.

4. Treat retention as continuous, not episodic

Retention strategies focused narrowly on compensation miss the point. Career architecture, mission clarity, and opportunities for meaningful impact matter most to senior technical talent. Organizations that invest in these levers reduce the shock of high-level departures.

What will likely happen next — and what to watch

When a high-profile leader signals a potential exit, expect a mix of immediate and longer-term responses.

  • Immediate stabilization: Internal communications, re-affirmations of strategy, and temporary reporting changes are common as the company assures stakeholders.
  • Talent movement: Some senior engineers and managers may accelerate their own career plans; mid-level teams may see new opportunities to step up.
  • Market scrutiny: Investors and partners pay attention to continuity at core functions; however, outcomes often depend on whether the company has cultivated internal depth.

For readers in the Work community: monitor how the organization balances speed and deliberation. Rushed replacements can be as destabilizing as delayed ones. The best responses honor institutional memory while enabling fresh leadership to contribute.

A broader moment for rethinking leadership

Executive departures are opportunities for renewal. They force organizations to clarify what is essential and what can evolve. They surface assumptions about how work gets done, who holds knowledge, and how careers are built. If handled thoughtfully, transitions can democratize leadership, accelerate talent development, and sharpen strategic focus.

For a company like Apple, whose identity leans on tight hardware-software integration, the stakes are high. But the cultural muscle behind that integration — disciplined design reviews, long-term roadmaps, and teams that can translate vision into silicon — can survive a leadership change, provided it is treated as an organizational responsibility rather than the private province of a single individual.

Closing: how to lead when leaders change

Stories about Silicon Valley leadership come and go, but the underlying lessons are perennial. Build teams that are greater than any single leader. Record the rationale behind decisions. Create visible career paths. Treat leadership transitions as planned events, not emergencies. And remember that mission and craft — the shared work that people wake up to do — outlast titles.

Whether Johny Srouji ultimately stays or departs, the moment invites reflection across the Work community about how organizations preserve innovation when architects move on. The test for any company is not whether it can keep great people forever, but whether it can make its systems and teams robust enough to thrive when people change.

Reported developments referenced above were first covered by Bloomberg. This piece considers implications for organizations and their people in light of those reports.

The State of the AI Job Market: 5 Skills Every ML Engineer Needs by 2026

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The AI industry is moving faster than ever before. Models, frameworks, and entire workflows are evolving at a pace that even seasoned professionals struggle to keep up with. In this whirlwind of change, one thing has become clear: the traditional job title “ML Engineer” is no longer enough. The demands of modern AI—especially with the rise of Generative AI—have redefined what it means to succeed in this role. Today’s companies need more than model builders. They need production architects, governance strategists, and full-stack GenAI integrators.

The evolving ML engineer career path now requires a deliberate shift toward deep production skills, responsible AI, and hands-on deployment expertise. The AI job market trends 2026 already point to an urgent demand for engineers who can push models out of experimental notebooks and into enterprise environments—reliably, securely, and at scale.

In this blog, we break down the five essential skills that will define the top-tier ML Engineer in 2026 and beyond.

The Great Shift: From R&D to Production Architect

The global demand for AI talent is predicted to grow by 35–40% year-over-year through 2026, with specialist roles experiencing the highest surge. But this growth isn’t coming from academic R&D labs or one-off prototypes. The real demand is rooted in productionization—deploying AI systems that generate measurable business ROI.

Organizations have realized that a model that works in a notebook means little if it cannot withstand the pressures of scale, latency, security, and business-critical uptime. As a result, companies are now prioritizing ML Engineers who can deliver reliability, optimized performance, and seamless integration into enterprise systems. This has created a hybrid expectation: ML Engineers who understand both modeling and the systems needed to support it—essentially merging the old worlds of Data Science and DevOps.

New roles such as MLOps Engineer, AI Infrastructure Architect, and Generative AI Specialist are emerging rapidly. But at the center of all this is the ML Engineer. By 2026, this role will increasingly require mastering deployment pipelines, governance frameworks, and full-stack GenAI workflows to remain competitive.

The 5 Essential Skills for the 2026 ML Engineer

Skill 1: MLOps and Productionization Mastery

The era of “train, save, and ship” is over. Modern ML Engineers must manage the entire lifecycle of machine learning systems—from experimentation to deployment to continuous monitoring.

This means gaining deep proficiency in:

  • Model version control and experiment tracking
  • CI/CD/CT pipelines (Continuous Integration, Delivery, and Training) tailored for ML
  • Automated testing for model behavior, data quality, and performance
  • Monitoring + alerting for data drift, concept drift, and anomalous serving patterns

Tools like Docker, Kubernetes, MLflow, Kubeflow, Airflow, and cloud ML services such as AWS SageMaker or Google Vertex AI are now baseline expectations. By 2026, ML Engineers who lack production-grade MLOps skills will be phased out of top-tier roles. Those who master it gain a strategic edge as enterprises shift from experimentation to real-world scalability.

Skill 2: Full-Stack Generative AI Integration

The Generative AI wave has fundamentally reshaped the ML landscape. But companies aren’t looking for prompt engineers—they need engineers who can design robust, enterprise-ready GenAI solutions.

To meet the expectations of the AI job market trends 2026, ML Engineers must build fluency in:

  • RAG (Retrieval-Augmented Generation) architectures
  • Vector databases like Pinecone, ChromaDB, Weaviate, and Qdrant
  • Fine-tuning techniques such as LoRA and QLoRA
  • Evaluation frameworks for grounding, hallucination control, and factuality

The value proposition is simple: Engineers who can build reliable, low-latency GenAI applications—with guardrails—are becoming the most sought-after talent in the market. As organizations push toward customized AI workflows, this skill will separate mid-tier engineers from elite ones.

Skill 3: Responsible AI (RAI) and Governance

AI’s exponential scale has amplified ethical, compliance, and regulatory risks. Companies now face legal obligations to demonstrate fairness, transparency, and security in their AI models. As a result, Responsible AI has become a core competency—not a nice-to-have.

ML Engineers must be able to:

  • Use bias and fairness auditing tools
  • Apply Explainable AI (XAI) frameworks such as SHAP and LIME
  • Understand privacy standards (GDPR, CCPA)
  • Produce Model Cards, governance documentation, and reproducibility artifacts
  • Implement secure training and inference practices

Engineers who master RAI become strategic assets—partners who help the business navigate risk while enabling innovation. In 2026, Responsible AI skills will be mandatory for senior ML Engineer roles.

Skill 4: Data Engineering for Feature Stores

Models live or die by their data. By 2026, ML Engineers must possess strong data engineering foundations, especially as real-time AI becomes the default. That means being skilled in:

  • ETL/ELT pipelines using Spark, SQL, and streaming systems
  • Feature Store architecture, enabling consistent features across training and inference
  • Minimizing training-serving skew
  • Managing data quality and lineage

Feature Stores—like Feast, SageMaker Feature Store, or Databricks Feature Store—are becoming standard in enterprise ML stacks. Engineers who understand how to build scalable, shared feature pipelines directly improve model reliability and iteration speed. This efficiency dramatically increases the ML Engineer’s impact on business outcomes.

Skill 5: Business Acumen and Product Thinking

The ML Engineer of 2026 isn’t a siloed technologist—they’re a strategic contributor. Companies are demanding engineers who can translate complex models into business outcomes. This means:

  • Understanding product goals, user needs, and revenue metrics
  • Aligning model KPIs (latency, conversion lift, accuracy) with business priorities
  • Communicating trade-offs effectively to executive teams
  • Identifying whether AI is the right solution—or not

Engineers who understand how the business works can rapidly rise into senior roles, influencing AI strategy and leading cross-functional teams. With AI adoption accelerating globally, product-focused ML Engineers are becoming indispensable.

Your Next Move: Accelerate Your ML Career at the Expo

The pace of transformation means that self-learning alone isn’t enough. To stay competitive on the ML engineer career path, professionals must immerse themselves in real industry insights and hands-on training. That’s where the Global AI Expo 2025 becomes your career catalyst.

At the Expo’s Career & Talent Hub / AI Job Fair, leading global companies will actively recruit engineers who specialize in MLOps, Generative AI, AI governance, and production engineering. You’ll have access to expert-led workshops, hiring managers, portfolio reviews, and networking opportunities that fast-track your acquisition of these five essential skills.

Conclusion: Future-Proof Your Path

The next era of AI favors those who can operationalize, govern, and scale intelligent systems responsibly. The AI job market trends 2026 paint a clear picture: the most successful engineers will be those who master production readiness and Generative AI specialization.

The opportunity is enormous—but only for those who adapt now. Build these skills, take charge of your growth, and step confidently into the next stage of your ML engineer career path. The future is wide open—and it belongs to those who prepare for it today.

When ‘All In’ Meets Home: Inside Jeetu Patel’s 18‑Hour Days and the Two Non‑Negotiables That Keep Him Grounded

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When ‘All In’ Meets Home: Inside Jeetu Patel’s 18‑Hour Days and the Two Non‑Negotiables That Keep Him Grounded

There is a certain mythology around the leaders who steer the large, complex organizations that run the modern enterprise. They arrive early. They leave late. They live in a continuous loop of meetings, product roadmaps and crisis triage. Few narratives are as striking as the one coming from Cisco’s chief product officer, Jeetu Patel, who has described periods of working 18‑hour days and seven‑day weeks. It’s a confession that lands differently depending on where you sit: for some it is a cautionary tale, for others a blueprint for ambition. For the Work community, it is a useful lens into how high-performance careers evolve—and into the practical principles leaders use to avoid burning out the people around them and themselves.

Not a Permanent State, but a Strategy

The first thing to understand is that extreme hours are rarely permanent. Patel’s account, like those shared by a number of high‑responsibility leaders, frames long stretches of intensity as situational. There are product launches that cannot fail, security incidents that cannot be delayed, and transformations where momentum must be sustained. In that context, a week of grueling rhythm can be the accelerator that saves months of drifting.

Ambition and responsibility create pressure that is not evenly distributed over time. Patel’s narrative clarifies that work‑life balance is not a static binary to be toggled on or off each day, but a shifting vector across a career. There will be seasons of extreme investment and seasons of recalibration. The skill—arguably the leadership art—is choosing which seasons to go all in, and how to make those seasons survivable and reversible.

Two Non‑Negotiables: What He Protects

In conversations about endurance and prioritization, Patel then articulates two clear, non‑negotiable principles he protects—rules that let him accept periods of intensity without sacrificing the things he cares about most. They are deceptively simple, but the discipline behind them is what makes them effective.

1) Protected Presence for Family

What he protects is not just time as an abstract metric, but the quality of presence. For many senior leaders the danger is not only that work occupies evening hours, but that when they are physically with family they are mentally elsewhere. Patel prioritizes real, ritualized moments—dinners where phones go away, weekend checkpoints that are truly family time, and the non‑negotiable calendars that prevent useful meetings from creeping into those slots.

Why does this matter? Ritualized presence preserves relationships when the calendar is otherwise hostile. It makes intense work episodes tolerable because the people who matter most also experience being prioritized. That predictability—the knowledge that there will be a time to reconnect—creates psychological safety at home, and makes leaders more effective at work.

2) Guarding Energy and Recovery

The second non‑negotiable is energy management: sleep, recovery, and physical activity. For Patel, and for leaders in similar or more taxed roles, the calculation is simple—time invested in recovery multiplies future effectiveness. This principle reframes personal health not as a luxury during busy seasons, but as an operational imperative.

In practice that can look like a strict bedtime guardrail, a short but immovable exercise routine, or regimented time for mental decompression. Those touchstones reduce the risk that long days compound into exhaustion and poor decisions. When leaders protect their batteries, they protect the teams that depend on them, because decisions made in fatigue are costly.

How Those Principles Scale Through Organizations

Two private rules for an executive do not automatically change the company culture. But they do send signals. When a senior leader openly protects family rituals and recovery, it gives others permission to do the same. That permission matters particularly in tech, where the default has often been a celebration of martyrdom to the job.

Practical work: calendars that respect no‑meet windows, policies that normalize unplugged weekends, and leadership that models boundaries create cascading effects. The expectation shifts from “work first, life later” to “win sustainably.” For organizations competing on talent and longevity, that shift is a strategic advantage.

How Work‑Life Balance Changes Over Time

Patel’s account underscores another truth: balance evolves with stages of life and career. Early in a career, the mathematics of risk and reward are different; a younger employee can accept more volatility in exchange for rapid learning and opportunity. As responsibilities diversify—leading teams, raising children, or stewarding a global product set—the acceptable tradeoffs change.

The leadership insight here is twofold. First, do not expect the same person to make the same tradeoffs at 35 and 55. Second, allow for flexibility: careers are long, and the policies that shape them should be adaptive. Leaders who treat balance as a one‑size‑fits‑all policy will lose people who need different rhythms at different stages.

What the Work Community Can Take From This

  • Reframe intense work as episodic, not permanent. Prepare for sprints with clear start/end plans and reintegration checkpoints.
  • Encourage ritualized presence. Small, repeatable gestures of attention at home are disproportionately powerful.
  • Make recovery part of performance metrics. If companies reward only visible hustle, they will underinvest in the invisible work of staying healthy.
  • Model explicit boundaries from the top. When senior leaders protect time and energy, it legitimizes others doing the same.

Leadership Without Shame

There is a quiet bravery in telling the truth about hard work: that it is sometimes necessary, costly, and often rewarding. There is equal courage in naming the lines one will not cross to preserve what matters at home and inside the self. Patel’s account—extreme hours punctuated by two non‑negotiables—offers a candid model for the Work community: work hard, but with rules that keep you human.

If there is a single lesson for readers chasing impact without losing themselves, it is this: intensity is a tool; non‑negotiables are the compass. When you plan a season of extreme focus, plan also the rituals and recovery that will let you return whole. That balance is not an indulgence. It is the long game of career stewardship—and the only way to sustain contribution over decades, not just into the next quarter.

By looking at the rhythms public leaders describe—and the private rules they refuse to break—the Work community can learn how to build careers that are not only effective, but durable.

Basement to Business: How a Silicon Valley Couple Turned a $2,000 Party-Rental Side Hustle into a $295K Year

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Basement to Business: How a Silicon Valley Couple Turned a $2,000 Party-Rental Side Hustle into a $295K Year

What looks like a hobby in a garage — a stack of themed inflatables, LED lights, and a handful of booth props — can grow into a predictable, six-figure operation. This is how design, discipline and small capital became a full-time business in a market hungry for experiences.

Opening night: an idea that fit a gap

In the Bay Area, where household budgets are stretched and residents crave curated experiences, a couple began renting party equipment to neighbors. They invested $2,000 — a few tables, themed backdrops, a compact photo booth, portable speakers and basic lighting — and hosted seven parties the first month. It started as casual weekend work to offset living costs and as a creative outlet. Quickly, the orders outstripped the couple’s availability.

What transformed a sporadic side gig into a business wasn’t luck. It was recognition that they were selling more than products: they were selling turnkey moments. Parents, startups staging launch parties, community venues and small corporate teams all preferred a single vendor who could deliver atmosphere, reliability and simplicity. That preference, once understood, created a replicable playbook.

Systematizing the hustle: inventory as the product

Most inventory-heavy businesses stumble on two fronts: choice overload and operational complexity. The couple tackled both by creating a curated, modular catalog. Rather than dozens of one-off items, they chose 12 core packages (for example: Backyard Chill, Kid’s Carnival, Startup Mixer, Intimate Wedding) that combined interchangeable components. Each package had defined pricing, setup time and wear tolerances.

Three principles guided selection:

  • Durability over novelty: choose items that withstand repeated use and are easy to clean and repair.
  • Modularity: components should work across multiple packages to maximize utilization.
  • High perceived value: a small decorative item that dramatically changes the look of a space was worth its weight in revenue if it could be used often.

They tracked utilization closely. An item that turned over monthly was kept. One that sat idle for a quarter got sold and replaced. This inventory discipline — buy, measure, retire — converted the basement into a high-turn asset base and kept capital requirements surprisingly low.

Unit economics and pricing psychology

Revenue alone doesn’t make a business healthy. The couple worked through clear math: cost to purchase each unit, expected life in rental cycles, maintenance and transport costs, and average revenue per rental. They built a simple spreadsheet that predicted payback periods. Items with paybacks under 12 months were green-lit; longer horizons required stricter utilization thresholds.

Pricing followed a layered approach. Base fees covered equipment and transport; optional add-ons captured customers willing to pay for upgrades (e.g., premium lighting, a branded photo strip, extended delivery windows). They deliberately avoided undercutting with low-ball pricing. Instead, they positioned themselves as reliable, and their rates reflected the convenience and reduced friction they provided.

Margins mattered. After factoring in depreciation, labor for setup and teardown, cleaning supplies and insurance, gross margins stabilized around a healthy range that allowed investment in more inventory and occasional staff. The numbers were simple: reinvest fast-growing cash into the items that returned quickest.

Logistics became the competitive moat

Two early constraints defined their approach: storage and delivery. The basement was a good starting point but not scalable. They leased a small warehouse when revenue confirmed demand. That move unlocked the ability to store more inventory safely, stage events, and assemble packages ahead of time.

Delivery and setup were treated like product features. They honed routes, invested in three vehicles sized to avoid wasted mileage, and standardized setup checklists. The team built a single-sheet playbook for each package: how long setup took, what tools were required, troubleshooting steps and client touchpoints. That playbook turned novices into reliable installers and reduced setup errors by a large margin.

They also learned to use time bandwidth creatively: scheduling back-to-back events within a geographic cluster, aligning pickups in the same zone, and offering weekday discounts to smooth demand. These choices improved asset utilization and reduced per-job transportation costs.

Technology—efficient, not flashy

While not a software startup, the business benefited from simple digital systems. The couple adopted booking software to manage availability, automated confirmations, and integrated payments. They layered on an inventory tracker calibrated to rental cycles: it flagged items due for repair, items near the end of their economic life, and components frequently used together.

CRM notes captured client preferences — favorite lighting schemes or repeat add-on choices — turning one-off customers into repeat business. A modest investment in automation removed much of the day-to-day friction and allowed the couple to focus on scaling rather than being chained to the calendar.

Building trust and the reputation edge

In the event business, reputation is currency. Word-of-mouth was the early engine, amplified by consistent on-time delivery, damage transparency and thoughtful follow-up. Each rental included a short checklist for clients to report any concerns; every issue received immediate attention. That reliability translated into positive reviews on local business directories and steadily increased direct referrals.

Partnerships extended reach: community centers, coworking spaces, and small caterers began recommending their packages. These referral chains proved more valuable than broad advertising because they converted with less friction. The couple invested time into relationship management: quick check-ins, co-branded promotions, and a simple referral incentive program.

Hiring, culture and living with the work

Growth forced the couple to make hard trade-offs. At first they handled most installs themselves. By year two, they onboarded a small crew of part-time installers and a dispatcher. Hiring prioritized reliability and empathy over experience—someone who could calm a nervous host during setup was worth more than 100 perfectly arranged lights.

Culture was practical: punctuality, clear checklists, and an ethos of ownership. The business was still intimate; the couple stayed involved in customer touchpoints and training to preserve quality. They also learned the value of boundaries — setting delivery cutoffs, standardizing cancellation policies, and protecting personal time.

Seasonality, risk and the safety net

Event businesses are cyclical. Bad weather, holiday patterns and economic slowdowns create variability. To counter this, they diversified both the client base and the product set. Corporate team-buildings filled slow weekends, while holiday-themed packages captured seasonal demand. They also maintained a modest operating reserve to cover unexpected repairs and lean months.

Insurance and compliance were non-negotiable. A clear damage policy, certificate of insurance for venues, and basic liability coverage reduced friction and risk. Contractors received safety training, and every setup included a quick site-assessment to mitigate accidents before they happened.

Scaling to nearly $300K: the inflection points

The business crossed six figures following a few deliberate moves: standardizing packages, investing in storage and delivery, adopting operational software, and expanding the team. Each decision was incremental and measured. They didn’t expand inventory just because revenue rose; they expanded inventory because utilization metrics justified it.

Three inflection points mattered most:

  1. Moving out of the basement into a proper warehouse, which liberated inventory capacity and increased reliability.
  2. Creating modular packages that reduced the mental load for buyers and increased average order value.
  3. Systematizing delivery and setup into repeatable playbooks so the business could scale without quality loss.

Those moves took the operation from a patchwork of weekend gigs to a predictable revenue stream approaching $295,000 per year, with a business structure that could be further replicated in other cities.

Lessons for the Work community

This story matters to anyone thinking about how side hustles evolve into sustainable work in a tight labor market. A few distilled lessons:

  • Start small, think in cycles: make decisions based on turnover and payback periods, not on reactive expansion.
  • Design for repeatability: products and processes that are modular and predictable scale more easily than bespoke offerings.
  • Operationalize the obvious: checklists, staging, scheduling and insurance aren’t glamorous, but they are the infrastructure of reliability.
  • Invest in reputation and partnerships: relationships supply lower-cost customers than most paid acquisition channels.
  • Protect personal bandwidth: growth requires delegation and boundaries to ensure the business remains sustainable for its founders.

The work landscape is changing. For many professionals, a side hustle is not just an extra income stream but a laboratory for new ways of working. The couple’s operation shows how a modest capital outlay and a clear, repeatable model can turn seasonal labor into a predictable business while offering meaningful work for a small team.

What’s next?

The couple now contemplates the next horizon: geographic replication, licensing the package playbook to other operators, and experimenting with hybrid physical-digital experiences (think: augmented photo booths or live-streamed mini-events). Whatever the path, the plan is familiar: test, measure, and scale only the elements that prove their economic case.

What began on a basement floor — a modest $2,000 bet — became an architecture of work that paid back not just in revenue but in options: the option to hire, the option to sell, and the option to shape a lifestyle that values reliability and creativity in equal measure.

Illustration of a modern work story: low capital, high operational intelligence, and relentless focus on repeatable value.

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