From Noise to Nuance

/images/file_00000000432071fdb7cb036c66ce3308.png

As I focus more specifically on ear-training, I’m noticing stages of progress in my ability to unpack the noise into recognizable chunks, but how many stages should I expect on this journey? And what do they look like?

◇◆◇◆◇◆◇◆◇◆◇◆◇◆◇◆◇◆◇

After doing some research, I’ve assembled a checklist that I’m calling the Noises To Nuances Progression. It’s not scientific. These are just the most common stages I found cited in the literature and anecdotal accounts.

And just to be clear, the names of the stages are my own. This is not widely accepted terminology.

Stage Learner Experience Key Ability Gained
1. Noises Speech is an undivided stream; too fast, no segmentation Detect rhythm, tone but not meaning
2. Shapes Familiar bits flicker through; islands in noise Recognize recurring phonetic patterns
3. Words Catch isolated words; gaps everywhere Mapping sound → known vocabulary
4. Phrases Meaning emerges in pieces; can follow simple events Process multi-word units, not just words
5. Predictions Can guess what comes next; real-time sense-making Top-down inference and context prediction
6. Flow Follows narrative comfortably; unknown words ≠ derail Automatic parsing with occasional slips
7. Nuances Feels like native listening; nuance, humor land instantly Integrate sound + context + culture seamlessly

So, where am I today? I can pick out most of the words, so Level 3 is pretty solid, but I’m not unpacking their meanings at speed, so I haven’t reached Level 6, nor have I caught myself guessing the next few words, so I’m not at Level 5, either. But I’m definitely extracting multi-word chunks of meaning. Familiar phrases, common constructions, and stuff like that.

So taking all that into account, I’d estimate that I’m in the early stages of Level 4.

I’ll keep a list here and try to update it as I make more progress:

  • 2025-11-14: 3.3

  • 2025-12-01: 4.1


Read More


/images/_5fb4ef3e-b588-497c-856b-253ea4f58a89.jpeg

Enlightenment is Overrated

Remember how I went on and on the other day about my brave new architecture? Turns out there were some unanticipated flaws in that scheme that have forced another sea change.

/images/_21787e10-6139-46e9-9c35-b018bf7caafa.jpeg

Frankie Achieves Enlightenment

There is a particular failure mode that has bedeviled my project life for decades. I call it the “extra mile” problem. I build things because they solve a problem for me. Once I get a solution that works for my particular case, that itch has been scratched, and the remaining work — onboarding, explainers, error messages, edge cases, polish — is an extra mile of annoying minutiae that never seems as appealing to me as the next problem waiting to be solved. So I tend to move on without ever sharing the results with anyone else.

It’s a shameful, totally selfish habit, but fighting your own subconscious is a constant battle that you’re doomed to lose in the end anyway. So instead of fighting my own nature, I look for ways to trick it. And with FrankenTongues, I think I’ve finally done that.

But the epiphany required was so profound that it had to arrive in three parts.

/images/file_00000000a844722f9d1c66ec6d854aec.png

Tormenting AI For Fun and Profit

I’ve come up with a fun way to practice written conversations in norsk—by taunting my AI practice partner.

If that sounds like fun, just step behind this curtain and I’ll show you the game.