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Cognitive load is what matters

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Re: Cognitive load is what matters

#11

I'm probably one of the "smart developers" with quirks. I try to build abstractions. I'm both bothered and intrigued by the industry returning to, what I call, "pile-of-if-statements architecture". It's really easy to think it's simple, and it's really easy to think you understand, and it's really easy to close your assigned Jira tickets; so I understand why people like it. People get assigned a task, they look aroun…

Been playing with Codex CLI the past week and it really loves to create a fix for a bug by adding a special case for just that bug in the code. It couldn't see the patterns unless I pointed them out and asked it to create new abstractions. It would just keep adding what it called "heuristics", which were just if statements that tested for a specific condition that arose during the bug. I could write 10 tests for a sp…

It's clear that these AIs are approaching human level intelligence. (:

Thank you for giving a perfect example of what I was describing.

The thing is, you actually can make the software work this way, you just have to add enough if-statements to handle all cases--or rather, enough cases that the manager is happy.

Re: Cognitive load is what matters

#12
post #6

I'm probably one of the "smart developers" with quirks. I try to build abstractions. I'm both bothered and intrigued by the industry returning to, what I call, "pile-of-if-statements architecture". It's really easy to think it's simple, and it's really easy to think you understand, and it's really easy to close your assigned Jira tickets; so I understand why people like it. People get assigned a task, they look aroun…

> So, is pile-of-if-statements the best we can do for business software? I'm not sure if that's anywhere in the rating of quality of business software. Things that matter: 1. How fast can I or someone else change it next time to fulfill the next requirements? 2. How often does it fail? 3. How much money does the code save or generate by existing. Good architecture can affect 1 and 2 in some circumstances but not ever…

Plenty of architecture to be found in well written text.

Re: Cognitive load is what matters

#14
post #2

The AI version of this is the degradation when the context window gets too large. The fix is the same too, summarize and reset.

AI does not have a cognitive load problem in remotely the same way people do. People can chunk and re-chunk info based on their skill and experience, but even the best AI just knows one thing - token length

Re: Cognitive load is what matters

#15
At some point, you just need to go with the flow. Worrying about the metacognitive consequences of your work and trying to actively manage this with technological policy will turn into a death spiral. You should always try to take advantage of the momentum in the things around you. Our profession has a reputation for going out of its way to do things like push for a rewrite of a company's codebase after having seen the legacy for 20 minutes. This isn't even a chesterson's fence conversation. This is crude, impulsive behavior that makes any kind of productive business infeasible.

Also, many developers are suffering from severe cognitive load that is incurred by technology and tooling tribalism. Every day on HN I see complaints about things like 5 RPS scrapers crippling my web app, error handling, et. al., and all I can think about is how smooth my experience is from my particular ivory tower. We've solved (i.e., completely and permanently) 95% of the problems HN complains about decades ago and you can find a nearly perfect vertical of these solutions with 2-3 vendors right now. Your ten man startup not using Microsoft or Oracle or IBM isn't going to make a single fucking difference to these companies. The only thing you win is a whole universe of new problems that you have to solve from scratch again.

Re: Cognitive load is what matters

#16

I'm probably one of the "smart developers" with quirks. I try to build abstractions. I'm both bothered and intrigued by the industry returning to, what I call, "pile-of-if-statements architecture". It's really easy to think it's simple, and it's really easy to think you understand, and it's really easy to close your assigned Jira tickets; so I understand why people like it. People get assigned a task, they look aroun…

I honestly think that's pretty close to optimal for a lot of places. With business software it's often not desirable to have large sweeping changes. You may need some small change to a rule or condition, but usually you want things to stay exactly the way they are.

The model of having a circle of ancient greybeards in charge of carefully updating the sacred code to align with the business requirements, while it seems bizarre bordering on something out of WH40K, actually works pretty well and has worked pretty well everywhere I've encountered it.

Attempts to refactor or replace these systems with something more modern has universally been an expensive disaster.

Re: Cognitive load is what matters

#17

I think it's pretty tiresome that "smart authors" are blamed for writing complex code. Smart authors generally write simpler code. It's much harder to write simple code than complex for reasons that boil down to entropy -- there are simply many more ways to write complex code than simple code, and finding one of the simple expressions of program logic requires both smarts and a modicum of experience. If you try to do…

When an article like this uses the term "smart people", I'm always a bit confused if they mean actually smart people, or not-that-smart-people-who-think-highly-of-themselves. Because there's a lot more people in the latter category, and in my view they are the ones building unnecessary complexity into codebases.

To clarify, when I say "not-that-smart-people", I don't mean "stupid people". You need to be beyond some basic level of intelligence in order to have the capability to overcomplicate a codebase. For lack of a better metric, consider IQ. If your IQ is below 80, you are not going to work day-to-day overcomplicating a codebase. You need to be slightly above average intelligence (not stupid, but also "not-that-smart") to find yourself in that position.

Re: Cognitive load is what matters

#18
This article reminds me of my early days at Microsoft. I spent 8 years in the Developer Division (DevDiv).

Microsoft had three personas for software engineers that were eventually retired for a much more complex persona framework called people in context (the irony in relation to this article isn’t lost on me).

But those original personas still stick with me and have been incredibly valuable in my career to understand and work effectively with other engineers.

Mort - the pragmatic engineer who cares most about the business outcome. If a “pile of if statements” gets the job done quickly and meets the requirements - Mort became a pejorative term at Microsoft unfortunately. VB developers were often Morts, Access developers were often Morts.

Elvis - the rockstar engineer who cares most about doing something new and exciting. Being the first to use the latest framework or technology. Getting visibility and accolades for innovation. The code might be a little unstable - but move fast and break things right? Elvis also cares a lot about the perceived brilliance of their code - 4 layers of abstraction? That must take a genius to understand and Elvis understands it because they wrote it, now everyone will know they are a genius. For many engineers at Microsoft (especially early in career) the assumption was (and still is largely) that Elvis gets promoted because Elvis gets visibility and is always innovating.

Einstein - the engineer who cares about the algorithm. Einstein wants to write the most performant, the most elegant, the most technically correct code possible. Einstein cares more if they are writing “pythonic” code than if the output actually solves the business problem. Einstein will refactor 200 lines of code to add a single new conditional to keep the codebase consistent. Einsteins love love love functional languages.

None of these personas represent a real engineer - every engineer is a mix, and a human with complex motivations and perspectives - but I can usually pin one of these 3 as the primary within a few days of PRs and a single design review.

Re: Cognitive load is what matters

#19
It's been said: "Document the why, not the what."

I have a hard time separating the why and the what so I document both.

The biggest offender of "documenting the what" is:

    x = 4  // assign 4 to x
Yeah, don't do that. Don't mix a lot of comments into the code. It makes it ugly to read, and the context switching between code and comments is hard.

Instead do something like:

    // I'm going to do
    // a thing. The code
    // does the thing.
    // We need to do the
    // thing, because the
    // business needs a
    // widget and stuff.
    
    setup();
    t = setupThing();
    t.useThing(42);
    t.theWidget(need=true);
    t.alsoOtherStuff();
    etc();
    etc();
Keep the code and comments separate, but stating the what is better than no comments at all, and it does help reduce cognitive load.

Re: Cognitive load is what matters

#20

I'm probably one of the "smart developers" with quirks. I try to build abstractions. I'm both bothered and intrigued by the industry returning to, what I call, "pile-of-if-statements architecture". It's really easy to think it's simple, and it's really easy to think you understand, and it's really easy to close your assigned Jira tickets; so I understand why people like it. People get assigned a task, they look aroun…

A pile of if statements is a direct model of business deal making, which is literally a pile of if statements.

Sales contracts with weird conditions and odd packaging and contingencies? Pile of if statements.

The other great model for business logic is a spreadsheet, which is well modeled by SQL which is a superset of spreadsheet functionality.

So piles of if’s and SQL. Yeah.

Elegant functional or OOP models are usually too rigid unless they are scaffolding to make piles of conditions and relational queries easier to run.

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