Microlearning

There was an unexpected shift to virtual learning triggered by the global pandemic. It's not that virtual hadn't already existed for decades in various formats.
The global shift to virtual education has highlighted the crucial need for effective instructional design, particularly in enhancing student engagement. Traditional long lectures struggle to maintain attention in the digital environment, making the strategic adoption of microlearning important for success.

Microlearning delivers content in small, focused segments, which are far more effective for learners to absorb and retain information. This approach consists of “bite-sized” educational chunks, typically lasting only a few minutes. By delivering short, structured, and fine-grained activities, microlearning aligns with how working memory functions, fitting within the constraints of human cognitive capacity. This technique significantly enhances engagement and reduces cognitive overload, helping to move information from short-term to long-term memory more effectively than traditional, lengthy content.

A major advantage of microlearning is its ability to address the forgetting curve . The forgetting curve demonstrates how humans naturally lose a substantial amount of newly learned information over time unless it's reinforced. Microlearning counteracts this decline through spaced repetition techniques. This involves recalling the same material multiple times over a period, which successfully solidifies the information in long-term memory with each recall.

Furthermore, microlearning enhances online student engagement by allowing students to complete lessons according to their own schedule, rather than a fixed external one. This flexibility enables students to be entirely focused and more engaged in the learning process. Since online learning often happens outside the classroom, microlearning allows for a greater potential for application by integrating learning with real-life experience. Instructors can seamlessly integrate microlearning into online education using various digital tools to incorporate interactive quizzes, short videos, or specific micro lessons that run parallel to the main course, ensuring a more dynamic and interactive experience.

 

The Light Architecture of Apple's Appleworks

Apple IIe

Apple IIe keyboard, monitor and floppy disk drive

I found a reference this past week to the original Apple II AppleWorks and it got me thinking about how amazing the program was for its time. The software was light and efficient, and it ran on limited hardware.

The "light architecture" of AppleWorks (developed by Rupert Lissner and released in 1984 for the Apple II) was impressive for several reasons. It was an Integrated Suite that combined a word processor, database, and spreadsheet into a single application. On the 8-bit Apple II's limited resources (often starting with just 128K RAM), this level of seamless integration was no less than revolutionary. You could easily share data (via a "clipboard") between the modules.

AppleWorks was written almost entirely in assembly language for the 6502 processor. This gave it incredible speed and efficiency, allowing it to perform complex tasks much faster than programs written in higher-level languages like Pascal.

Its memory management system was highly flexible and sophisticated, allowing it to utilize not just the 128K of the Apple IIe/IIc but also various third-party memory cards. It effectively made up to two megabytes of memory appear as one contiguous space on an 8-bit machine, which was a remarkable technical feat.

It became the "killer application" that extended the life of the Apple II platform well into the late 80s and early 90s. That is when I was using it in my middle school classroom, and as the computer coordinator in my building, I worked with every teacher because they all had at least one Apple IIe in their room.

Although AppleWorks was thought of as something teachers would use most of the time, the user experience was very good, and students would use at least the word processing portion. All three modules shared a consistent, menu-bar-driven user interface with simple text-based controls (often utilizing the Apple II's "MouseText" characters for visual elements like folders and separators). This was highly intuitive and much easier to learn than many contemporary command-line programs. The design prioritized ease of use, making personal computing accessible to a much broader audience, especially in homes and schools.

start screen

AppleWorks, compared to other productivity suites of the time, such as Microsoft Works or the original Mac software, demonstrates a fundamental shift in design philosophy that prioritized integration and efficiency over raw power. Earlier Apple II programs were often monolithic (like stand-alone VisiCalc for spreadsheets) or required users to switch between separate, disparate programs with different interfaces to move data. This efficiency was its competitive edge, keeping the Apple II relevant years after more powerful Macs and PCs emerged.

In the AppleWorks vs. Microsoft Works (for Mac/PC) battle (Works eventually became Apple's main competitor in the integrated suite market) Apple demonstrated a different design approach. But Apple was constrained by the 8-bit Apple II. Microsoft Works and later versions of AppleWorks/ClarisWorks (for Mac and Windows) were developed for 16-bit and 32-bit systems (Macintosh, Windows PC), and these platforms had more abundant memory, faster processors, and graphical user interfaces (GUIs).

The last time I sat down at an Apple IIe was at a tech conference, it was in a "museum "display. As crude as it might seem to users almost 50 years later, I still marveled at what it could do. I was one of those people who found so many later programs, such as Microsoft Office, bloated memory hogs with more horsepower and features than most users would ever need.

Despite the technical differences, both AppleWorks and Microsoft Works shared the goal to provide an all-in-one, cost-effective, and easy-to-use suite for casual users, students, and small businesses who didn't need the complexity or expense of full-blown professional packages like Microsoft Office or Lotus Symphony. The key difference was that AppleWorks achieved this integration on an extremely limited architecture, which is why its design is often cited as a more remarkable technical feat.

AI Reinvention: Displaced Professionals in Artisan & Trade Careers

 Modern technology (and its grim efficiencies) has reduced job opportunities for the traditional white-collar population, but the need for artisans --the tradesmen class-- has come on strong.  Training and skills are shifting towards the next generations of the gainfully employed.  Online self-study and instructor-guided courses for topics in HVAC are readily available. These types of trainings are most often created for people whose career path began in the trades.

Artificial Intelligence is transforming industries faster than ever. In 2025, 85 million jobs may be displaced globally  (World Economic Forum). While AI creates new tech roles, many mid-career professionals—accountants, data clerks, paralegals, programmers, and project managers—find themselves displaced with skills seemingly mismatched for the future. A counterintuitive opportunity lies in reviving artisan trades—fields where the human hand, creativity, and craftsmanship remain irreplaceable.

Trades and artisan skills, so far, have been largely resistant to this wave of job takeovers and are adding AI technologies as trade tools. Plumbing, carpentry, welding, and advanced manufacturing require spatial reasoning, adaptive problem-solving, and tactile precision—areas where AI and robotics still struggle. Modern trades use AI as a tool, not a replacement—e.g., welders using AR-guided precision tech or electricians diagnosing systems via IoT sensors.

The good news, for some, in this murky career landscape is that some professionals aren’t starting from zero. Project management, client relations, and analytical skills from corporate roles translate powerfully into trade entrepreneurship, though they have no direct relationship to the skills required to ply a trade. While a former finance analyst may have the budgeting discipline to construct and follow a profitable business plan for home remodeling, that analyst will still need a supply of talent for doing the actual work.

There are programs available as (re)training pathways to the professionally displaced, but they are young, and their career-shifting success is currently unproven

Program Type Resource Types Duration/Cost
Apprenticeships National Electrical Contractors Association (NECA) 2-5 years (paid)
Bootcamps General Assembly (HVAC, Robotics) 3-6 months ($5-15K)
Community Colleges Tennessee Reconnect (free tuition for adults) 1-2 years
Micro-credentials IBM SkillsBuild, Coursera Trade Certificates Weeks to months
Trades Incubators Etsy Maker Grants, Local Makerspaces Mentorship + equipment access

Funding for retraining in these  programs, as well as some financial support for living, is listed as:

  • Pell Grants for Short-Term Programs: Now cover high-quality trade certificates.
  • WIOA Funding: U.S. Workforce Innovation and Opportunity Act funds reskilling for displaced workers.
  • Employer Partnerships: Companies like Siemens and Bosch sponsor "earn-while-you-learn" tracks.

The challenge is both obvious and daunting.  Not only are career paths for entry- and mid-level professional careers at risk, but the need to pivot to new, unfilled, and available careers will be a complicated hill to climb.  This pivot, potentially, is immensely disruptive to the workforce. It may change some of our social constructs as well.  Our hope can be that reskilling displaced workers for trades isn’t a step backward—it’s an economic renaissance. By leveraging existing soft skills, emerging edtech, and a renewed cultural appreciation for craft, we can turn displacement into durability.  Maybe