Lessons on software complexity from MS Office
I learned a lot of things from Complexity and Strategy by Terry Crowley:
In Fred Brooks’ terms, this was essential complexity, not accidental complexity. Features interact — intentionally — and that makes the cost of implementing the N+1 feature closer to N than 1.
In other words, the ability to change a product is directly proportional to the size of N (features, requirements, spec points, etc.) for the system that express that product. You may find practices that multiply N by 0.9 so you go a little faster. You may back yourself into a corner that multiply N by 1.1 so you go a little slower. But, to borrow again from Fred Brooks, there is no silver bullet. Essential domain complexity is immutable unless you reduce the size of the domain, i.e. cut existing features.
Not even fancy new technologies are correlated with reducing your multiplier, in the long run:
This perspective does cause one to turn a somewhat jaundiced eye towards claims of amazing breakthroughs with new technologies...What I found is that advocates for these new technologies tended to confuse the productivity benefits of working on a small code base (small N essential complexity due to fewer feature interactions and small N cost for features that scale with size of codebase) with the benefits of the new technology itself — efforts using a new technology inherently start small so the benefits get conflated.
Lastly, this is a gem about getting functionality “for free”:
So “free code” tends to be “free as in puppy” rather than “free as in beer”.
All free functionality eventually poops on your rug and chews up your shoes.
Healthcare is a multiplier, not a consumer good
Adam Davidson tells a personal story about a relative who, with health care, could’ve continued his career. Without that healthcare, he ended up addicted and in jail. What the GOP doesn’t get about who pays for health care:
However, dividing health expenditures into these categories misses an important economic reality: health-care spending has a substantial impact on every other sort of economic activity.
Healthcare isn’t consumption, like buying a TV or going to a movie. It is a Keynesian multiplier. Every dollar the government spends on it means an individual or business can spend more than a dollar on something productive in GDP terms.
UPS and FedEx can’t exist without public roads. Southwest and United Airlines can’t exist without the FAA. Lockheed and Northrop can’t exist without the Air Force. Walmart and McDonald’s can’t exist without food stamps. Entrepreneurs find it harder to start without individual access to healthcare.
Yet Republicans are opposed to the existence of all of these. Perhaps business in America relies on more subsidies and government services than Republicans are willing to admit!
Type tinkering
I’m playing with typeful language stuff. Having only done a pinch of Haskell, Scala, and Go tinkering amidst Ruby work over the past ten years, it’s jarring. But, things are much better than they were before I started with Ruby.
Elm in particular is like working with a teammate who is helpful but far more detail oriented than myself. It lets me know when I missed something. It points out cases I overlooked. It’s good software.
I’ve done less with Flow, but I like the idea of incrementally adding types to JavaScript. The type system is pragmatic and makes it easy to introduce types to a program as time and gumption permit. Having a repository of type definitions for popular libraries is a great boon too.
I’m also tinkering with Elixir, which is not really a typed thing. Erlang’s dialyzer is similar in concept to Flow, but different in implementation. Both allow gradually introducing types to systems.
I’m more interested in types stuff for frontends than backends. I want some assurance, in the wild world of browsers and devices, that my systems are soundly structured. Types buy me that. Backends, I feel, benefit from a little more leeway, and are often faster to deploy quick fixes to, such that I can get away without the full rigor of types.
Either way, I’m jazzed about today’s tools that help me think better as I build software.
Let’s price externalities, America
Hello, America. We have to talk. You are built on top of a mountain of federal (a trillion or so dollars) debt. That debt covers some things we need (roads, health care, social safety nets, education, scientific research) and subsidizes distasteful things (energy companies, military contractors, banks, real estate). You could consider that debt the tip of the iceberg. We can see how it contributes to the annual federal budget in dollars and by percentages. It’s a measurable, knowable thing.
Unfortunately, there’s also a ton of unmeasured debt we are accruing. We have to pay the price for it through social norms and charity. Here’s a hackish list:
- food service is systematically underpaid so we tip them, most often poorly
- the people who clean our hotel rooms are underpaid because they are invisible, unskilled, and often immigrant; depending on what you read, you should tip them but they also say you should hide your valuables from them so which is it, leave money laying around or distrust them not to rub your toothbrush in the toilet?
- we pay a small tax on the amount of gasoline we use, but it is comically low, hasn’t gone up in years, and isn’t enough to pay for the usage of our crumbling roads, bridges, etc. sometimes it's also used to pay for public transit, which is perverse during high gasoline prices if you've studied even rudimentary supply-and-demand
- our children are raised mostly by women who are expected to just do it for free, despite what else they may want to do with their lives
- we let financiers play with our retirement money, in theory because they know how to allocate it, get the occasional Google but more often some business tragicomedy, and in return they get to take a few percent off the top, which ends up being a huge number, for the service basically of them having gone to Harvard or their daddy knew a guy
- millions of people live paycheck to paycheck, go hungry, go into massive debt if life comes at them wrong, etc. all because the Walmarts of the world (and there are way more than just Walmart) pay them next to nothing expecting the federal government to pick up the slack except the federal government has been systematically dismantled over the course of decades by men who fancy themselves smart enough to start The Next Walmart but in fact are barely smart enough to get themselves elected in a fair contest let alone actually lead a congressional district
But I digress and rant. And rant. Economists call these externalities. It’s when you have some accidental cost or benefit that is paid for by a third party, e.g. Walmart paying less than a living wage because the government will pick up the tab through welfare.
Point is, we’re underpaying for a lot of stuff. And that’s fun for some of us. We eat avocado toast, take exciting trips around the world, maybe drive race cars. We sort ourselves out so we don’t see the literally millions of people suffering because we’re not paying what it takes to give everyone a chance at doing better off than their parents or picking themselves up when life knocks them down. And then when some transparently awful populist blowhard runs for president, we’re shocked, just shocked, that he ends up winning.
Bring the higher taxes. Make me pay more to eat out. Charge me more for gas. I don’t mind thinking twice about whether I should subscribe to HBO and Showtime and Netflix. If I can’t go to Disney World as often, so be it.
It’s a small price to pay to have avoided what’s coming over the next four years: an increasingly unequal, unfair world for those of us who aren’t already doing great and white and male. Let me pay more for a greater country where everyone, not just the affluent, seek what it is that makes them happy in life without the fear of illness, bad circumstance, political or racial backlash. Let’s not lord that greater country over people to “motivate them to work harder and escape their current lot in life”. Let’s price the externalities that separate the concerns of the rich from the stresses of the poor and let’s all pay our share.
Universes from which to source test names
A silly bit of friction in writing good tests is coming up with consistent, distinctive names for the models or object you may create. Libraries that generate fake names, like Faker, are fun for this, but they don’t produce consistent results. Thus I end up thinking too hard.
Instead, I like to use names from various fictional-ish universes:
- Wile E. Coyote and the Road Runner: Acme Corp, Ajax, Fleet Foot corp. etc. Bonus: read through the extensive laws and rules of this universe!
- Mickey Mouse universe: you can't go wrong with putting Disney trademarks in your code.
- CIA cryptonyms: when I want my teammates to wonder if they know everything going on with our project.
Hopefully my teammates enjoy these little easter eggs as much as I enjoy looking them up when I need something fancier and less dry than metasyntactic variables.
You should practice preparatory refactoring
When your project reaches midlife and tasks start taking noticeably longer, that’s the time to refactor. Not to radically decouple your software or erect onerous boundaries. Refactor to prepare the code for the next feature you’re going to build. Ron Jeffries, Refactoring – Not on the backlog!
Simples! We take the next feature that we are asked to build, and instead of detouring around all the weeds and bushes, we take the time to clear a path through some of them. Maybe we detour around others. We improve the code where we work, and ignore the code where we don't have to work. We get a nice clean path for some of our work. Odds are, we'll visit this place again: that's how software development works.
Check out his drawings, telling the story of a project evolving from a clear lawn to one overwhelmed with brush. Once your project is overwhelmed with code slowing you down, don’t burn it down. Jeffries says we should instead use whatever work is next to do enabling refactorings to make the project work happens.
Locality is such a strong force in software. What I’m changing this week I will probably change next week too. Thus, it’s likely that refactoring will help the next bit of project work. Repeat several times and a new golden path emerges through your software.
Don’t reach for a new master plan when the effort to change your software goes up. Pave the cow paths through whatever work you’re doing!
Let's not refer to Ruby classes by string
I am basically OK with the tradeoffs involved in using autoloading in Rails. I do, however, rankle a little bit at this bit of advice in the Rails guide to developing engines.
[caption id=“attachment_4216” align=“alignnone” width=“661”] Screencapture from Rails Guide to Engines[/caption]
In short, when configuring an engine from an initializer, you’re supposed to protect references to autoloaded application classes (e.g. models) by encoding them as strings. Your engine later constantize
s the string to a class and everything is back to normal.
A thing I am not OK with is “programming with strings”. As an ideal, strings are inputs from other machines or humans and internal references to code are something else. In Ruby, symbols fill in nicely for the latter. Could I refer to classes as Symbols instead of Strings and live with the tradeoffs?
Well it turns out, oddly enough, that Rails is pretty sparing with Symbol extensions. It has only 120 methods after Rails loads, compared to 257 for String. There are no specific extensions to symbol, particularly for class-ifying them. Even worse (for my purposes), there isn’t a particularly great way to use symbols to refer to namespaced classes (e.g. Foo::Bar
).
But, the Rails router has a shorthand for referring to namespaced classes and methods, e.g. foo/bar#baz
. It doesn’t bother me at all.
In code I have to work with, if at all possible, I’d rather refer to classes like so:
- Refer to classes by their real ClassName whenever possible given the tradeoffs of autoloading
- When autoloading gets in the way, refer to things by symbols if at all possible
- If symbols aren’t expressive enough, use a shorthand encoded in a string, e.g.
foo/bar#baz
- … (alternatives I haven't thought of yet)
- Refer to classes by their full string-y name
But, as ever, tradeoffs.
They're okay political opinions
The downside to the Republicans proposing a healthcare bill is that it’s a major legislative disappointment, given they’ve spent seven years symbolically opposing healthcare. The upside is that, at least, we have something substantive to discuss about healthcare. The silver lining is possibly voters will come to see the Republican party for its cynicism.
What is there to talk about? We could start with David Brooks on how we got to the point wherein the GOP has received their moment in the sun. He argues that neglecting three ideas led us to the propaganda of the Trump era:
First, the crisis of opportunity. People with fewer skills were seeing their wages stagnate, the labor markets evaporate. Second, the crisis of solidarity. The social fabric, especially for those without a college degree, was disintegrating — marriage rates plummeting, opiate abuse rates rising. Third, the crisis of authority. Distrust in major institutions crossed some sort of threshold. People had so lost trust in government, the media, the leadership class in general, that they were willing to abandon truth and decorum and embrace authoritarian thuggery to blow it all up.
Brooks argued Obama should have addressed these crises, which the ACA arguably did for the second. IMO, Republicans stoked all three of these fires while pointing their fingers elsewhere. Supply side economics built the first crisis, privatization the second, and propaganda media the third.
Meanwhile in Congress, Paul Ryan is rolling up his sleeves and saying taking healthcare away from Americans is about giving them freedom. Paul Ryan’s Misguided Sense of Freedom:
...But Mr. Ryan is sure they will come up with something because they know, as he said in a recent tweet, “Freedom is the ability to buy what you want to fit what you need.”He went on to argue that Obamacare abridges this freedom by telling you what to buy. But his first thought offers a meaningful and powerful definition of freedom. Conservatives are typically proponents of negative liberty: the freedom from constraints and impediments. Mr. Ryan formulated a positive liberty: freedom derived from having what it takes to fulfill one’s needs and therefore to direct one’s own life.
(Positive and negative freedom, as terminology, always confuse me; this bit is well written!) This op-ed makes a nice point: healthcare as envisioned by Obamacare, and other more progressive schemes, imagine an America where we are free from worrying about health care. Preventative care happens because we needn’t worry whether we should spend the money elsewhere or take the day off. Major health care events like pregancy or major illness are only intimidating because they are life events, not life-changing unfunded expenditures.
I cannot understand why, outside of deep cynicism of the American dream, Republicans in Congress would not want this kind of free world.
A little PeopleMover 💌
I love the Tomorrowland Transit Authority PeopleMover. It’s what a transportation system should be.
[caption id=“attachment_4190” align=“alignnone” width=“500”] People Mover entrance, overlooking Main Street and the Cinderalla Castle, overlooking Tomorrowland[/caption]
Outside but covered. Elevated so pedestrians can pass below it. Passing in and out of nearby structures. Couch-like.
[caption id=“attachment_4191” align=“alignnone” width=“500”] The People Mover over Test Track and Space Mountain[/caption]
Futuristic but achievable. Doesn’t isolate people from each other. You’re one of my favorites, People Mover.
Your product manager could save your day
I thought the feature I’m working on was sunk. An API we integrate with is, let us say kindly, Very Much Not Great. Other vendors provide an API where we can request All The Things and retrieve it page by page. This API was not nearly so great, barely documented, and the example query to do what I needed didn’t even work.
Sunk.
Luckily, only an hour in, I rolled over to the product manager and asked if it was okay if we were a little clever about the feature. We couldn’t request All The Things, but we could request Each of The Things that we knew about. It wasn’t great, but it was better than sunk.
The product manager proceeded to tell me that was okay and in fact that’s kind of how the feature works for other APIs too. I hadn’t noticed this because I was up to my neck in code details. She described how this feature is used in out onboarding process. It wouldn’t matter, at that level, whether we made a dozen requests or a hundred.
I wrote basically no code that day. Someone who “crushes code” or “moves fast and breaks things” would say I didn’t pull my weight. Screw ‘em.
I didn’t go down a rabbit hole valiantly trying to figure out how to make a sub-par API work better. I didn’t invent some other way for this feature to work. My wheels were spinning, but only for a moment.
Instead, I worked with the team, learned about the product, brainstormed, and figured out a good way forward. I call it a very productive day.
Three Nice Qualities
One of my friends has been working on a sort of community software for several years now. Uniquely, this software, Uncommon, is designed to avoid invading and obstructing your life. From speaking with my Brian, it sounds like people often mistake this community for a forum or a social media group. That’s natural; we often understand new things by comparing or reducing them to old things we already understand.
The real Quality Uncommon is trying to embody is that of a small dinner party. How do people interact in these small social settings? How can software provide constructive social norms like you’d naturally observe in that setting?
I’m currently reading How Buildings Learn (also a video series). It’s about architecture, building design, fancy buildings, un-fancy buildings, pretty buildings, ugly buildings, etc. Mostly it’s about how buildings are suited for their occupants or not and whether those buildings can change over time to accommodate the current or future occupants. The main through-lines of the book are 1) function dictates form and 2) function is learned over time, not specified.
A building that embodies the Quality described by How Buildings Learn uses learning and change over time to become better. A building with the Quality answers 1) How does one design a building such that it can allow change over time while meeting the needs and wants of the customer paying for its current construction? and 2) How can the building learn about the functions its occupants need over time so that it changes at a lower cost than tearing it down and starting a new building?
Bret Victor has bigger ideas for computing. He seeks to design systems that help us explore and reason on big problems. Rather than using computers as blunt tools for doing the busy work of our day-to-day jobs as we currently do, we should build systems that help all of us think creatively at a higher level than we currently do.
Software that embodies that Quality is less like a screen and input device and more like a working library. Information you need, in the form of books and videos, line the walls. Where there are no books, there are whiteboards for brainstorming, sharing ideas, and keeping track of things. In the center of the room are wide, spacious desks; you can sit down to focus on working something through or stand and shuffle papers around to try and organize a problem such that an insight reveals itself. You don’t work at the computer, you work amongst the information.
They’re all good qualities. Let’s build ‘em all.
I have become an accomplished typist
Over the years, many hours in front of a computer have afforded me the gift of keyboarding skills. I’ve put in the Gladwellian ten thousand hours of work and it’s really paid off. I type fairly quickly, somewhat precisely, and often loudly.
Pursuant to this great talent, I’ve optimized my computer to have everything at-hand when I’m typing. I don’t religiously avoid the mouse. I do seek more ways to use the keyboard to get stuff done quickly and with ease. Thanks to tools like Alfred and Hammerspoon, I’ve acheived that.
With the greatest apologies to Bruce Springsteen:
Well I got this keyboard and I learned how to make it talk
Like every good documentary on accomplished performers, there’s a dark side to this keyboard computering talent I posess. There are downsides to my keyboard-centric lifestyle:
- I sometimes find it difficult to step back and think. Rather than take my hands off the keyboard, I could more easily switch to some other app. I feel like this means I'm still making progress, in the moment, but really I'm distracting myself.
- Even when I don't need to step back and think, it's easy for me to switch over to another app and distract myself with social media, team chat, etc.
- Being really, really good at keyboarding is almost contrary to Bret Victor's notion of using computers as tools for thinking rather than self-contained all-doing virtual workspaces.
- Thus I often find I need to push the keyboard away from me, roll my chair back, and think, read, or write to do the deep thinking.
All that said, when I am in the zone, my fingers dance over this keyboard, I think with my fingers, and it’s great.
The occurrence and challenge of ActiveRecord lookup tables
I’ve noticed lots of Rails apps end up with database-backed lookup tables. Particularly in systems with some kind of customer or subscription management, it’s almost guaranteed that User
or Customer
models belong_to
SubscriptionLevel
or Plan
models. Thus, you frequently need to query both models.
If you’re looking for avoidable database work, as I sometimes have, this seems like low-hanging fruit. Plan level models very rarely change. You could replace those Plan
or SubscriptionLevel
models with a hardcoded data object and move on.
In my experience, you now have a white whale on your hands. This low-hanging fruit may haunt you for a while. It could cause you to invent increasingly implausible mechanisms for ridding yourself of this “technical debt” (scare quotes, it’s a trade-off and not actual technical debt). Teammates will appear drowsy when you mention this problem and its technical details, then back away slowly.
Why is it so tricky to convert AR database lookups to non-AR in-memory lookups?
I’ve attempted this twice. Both times, I tried to grab as little surface area as possible and ended up with nearly all of the models. A current teammate is trying now and suffering a somewhat similar fate. They’re more detail-oriented and motivated than I am, so I hope they’ll succeed. (Ed. they succeeded!)
Is this phenomenon something we can easily write off to coupling or is it something else? My pessimistic, gossip-y sense leads me to think people who have become ORM Skeptic went down this path thinking it’s inevitable if you accept an ORM into your life. They came away a dark shade of who they were with the conclusion that ORMs ruin everything. However, the phases of coping that involve a three thousand word essay and then writing a new database layer thing don’t actually solve this problem.
In the ActiveRecord flavor of ORMs, it is easy to describe model graphs and interactions amongst those graphs. Once you’ve got the whole model graph, its often difficult to isolate a subsection of it. AR, in particular, can make it easy to violate Demeter and reach through that graph in hard-to-refactor ways.
Our lack of great and general tools for working with Ruby code that uses these graphs and rewriting said code is another big challenge. Solving these problems requires visualizing the direct and transitive connections between models. Then you need some kind of refactoring tool to rewrite code to use an indirection object instead of directly coupling. We lack both of those in the Ruby world.
Optimistically, I’d think this is a case of refactoring smarter. Given a solid test suite you could:
- connect your lookup models to an in-memory SQLite database populated at app start, no need to remove ActiveRecord
- use one of the several libraries that implement enough of the ActiveRecord interface to replace models with classes backed by static data
- lots of things I haven't thought or heard of!
The thing you wouldn’t want to do, and where I faltered at least once, was to let it become a long-running task. When you’re making changes all over the code base, any amount of churn behind your back is potentially crippling. If you can freeze the code base, I highly recommend it. (Coincidentally, this is exactly what my smarter-than-me teammate did!)
The other thing to keep in mind is that, inevitably, you will come across weird uses of ActiveRecord and Rails that you didn’t know about, are pretty sure you don’t like, and have to work with anyway. Set aside time for these known unknowns.
When dealing with potentially large, radical changes to your application code, how radical are you willing to go to make many smaller changes than one big one? There’s no crisp answer here. All code grows awkward in different ways. As always: divide, conquer, and celebrate your victories!
The annoying browser boundaries
Since I started writing web applications in around 1999, there’s been an ever-present boundary around what you can do in a browser. As browsers have improved, we have a new line in the sand. They’re more enabling now, but equally annoying.
Applications running on servers in a datacenter (Ruby, Python, PHP) can’t:
- interact with a user’s data (for largely good reason)
- make interesting graphics
- hop over to a user’s computer(s) without tremendous effort (i.e. people running and securing their own servers)
Browser applications can’t:
- store data on the user’s computer in useful quantities (this recently became less true, but isn’t widely used yet)
- compute very hard; you can’t run the latest games or intense math within a browser
- hang around on a user’s computer; browsers are a sandbox of their own, built around ephemeral information retrieval and not long-term functionality
- present themselves for discovery in various vendor app stores (iTunes, Play, Steam, etc.)
It may seem like native applications are the way to go. They can do all the things browsers cannot. But!
- native apps are more susceptible to the changing needs of their operating system host, may go stale (look outdated) or outright not work anymore after several years
- often struggle to find a sustainable mechanism for exchanging a user’s money for a developer’s time; part of that is the royalty model paid to platforms and stores, part of that is the difficulty of business inherent to building any application
- cannot exceed the resources of one user’s computer, except for a few very high-end professional media production applications
In practice, this means there’s a step before building an application where I figure out where some functionality lives. “This needs to think real hard, it goes on a very specific kind of server. This needs to store some data so it has to go on that other server. That needs to present the data to the user, so I have to bridge the server and browser. But we’d really like to put this in app stores soooo, how are we going to get something resembling a native app without putting a lot of extra effort into it?”
There’s entirely good reasons that this dichotomy has emerged, but it’s kinda dumb too. In other words, paraphrasing Churchill:
Browsers are the worst form of cross-platform development, except for all the others.
What is the future of loving cars?
To me, a great car is equal part shape, technology, sound, and history. It seems like the future of cars is all technology at the expertise of all other factors. What will it mean to love cars over the next ten years?
A well shaped car is defined by function. A long hood accommodates an engine running the length of the car and not between the wheels. Aerodynamic surfaces, not too many please, keep the car pressed to the road. The shape of the car is further of a function of air inlets to cool all the moving parts. Once all that is done, you can think of the form, getting just the right balance of smooth curves and straight lines.
Future cars are likely to move toward aerolumps. Drag is always the enemy of cars, doubly so for anything seeking efficiency. But the form needed to accommodate moving parts (read: combutions engines and their support infrastructure) will go away. You’re left with just a bubble holding the passengers. Not inspiring.
The sound of future cars is the sound of air running over the car and tires meeting the road. You may hear the occassional whine of an electric motor, perhaps an artifical soundtrack inspired by old combustion engines. No more growls, burps, and high-rev screams.
When all this sorts out, some companies will have a more interesting product due to their use of technology. A lot of companies will have a more boring but practical product. We will surely say, “they don’t make them like they used to” because literally, of course, they won’t.
But what will we find to love about how cars are built and function? Will that fade as a historical note while we revel in the agency a personal car brings without some of the external costs of highways, parking lots, and petrofuels?
Levels of musical genius
I often think about what kind of unique musical talent some performer I enjoy possesses. A few examples:
- J-Dilla was at the center of many groups doing amazing things creating an exciting moment in time, but at the same time was a master composer himself
- Prince or Quincy Jones were often running multiple performers and groups, serving as sort of the well from which their respective musical ideas came from
- Tom Petty isn't particularly gifted technically and doesn't write ground-breaking songs but is very, very good at working within a specific form and genre, one of the best in that space
- Jimmy Page is not musically the best or most innovative, but very adept at the style he created for himself, is technically a good guitarist
- Pete Townsend holds a group together, is the glue that leads a group of virtuosos, somehow the master creator and craftsperson who runs the group with a solid hand without making it all about him
- Brian Wilson plays a whole ensemble, a studio as an instrument, micromanaging every detail to produce a sublime musical whole; Bruce Springsteen is close to this
- Bob Dylan or Leonard Cohen are excellent wordsmiths who get great results when the music around them is also pretty good
- Annie Clark is a guitar-shred-meister who runs with the avant-alt mantle set forth by The Talking Heads
- Merrill Garbus builds amazing lo-fi layered music of incredible stylistic range that sounds right at home on the festival circuit
The connection amongst these individuals is more than playing their instruments or writing their songs. They’re working a level above that, whether it’s Tom Petty and Jimmy Page making fine-tuned rock or J-Dilla, Prince, and Merrill Garbus micromanaging a subgenre into existence. I’m a little envious of that level of musical acumen.
Four parks, one day
In January, Courtney and I went to Disney World for her birthday. We bought an annual pass last year, so we’ve literally been a few times over the past year. This time ‘round, Courney wanted to visit all four parks in one day. Our Official Rules were we had to ride two rides (or see a show and do a ride), drink a boozy drink, and eat a dessert in each park. We made it!
We had a few other days to enjoy the park at a more leisurely pace. We did a Safari tour at the Animal Kingdom resort, which afforded opportunities for giraffe selfies. I got to take lots of pictures and enjoy Epcot and Tomorrowland, my favorites. Along the way, we ate a bunch of ice cream and sang along with “Let It Go” nearly every day.
As ever, a magical time.
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