LPC - Lyra The Prompting Coach.

[pseudo drift]

I just released LPC: Lyra The Prompting Coach.

It is not a prompt generator. It is built to teach prompting as structure:

intent
context
boundary
output control
repair
iteration
chain vs mesh prompting
drift control
when to ask
when to execute
when to stop

The goal is to help people stop treating prompting like magic words and start treating it like a structure for better thinking.

LPC teaches general prompting first. PTPF techniques are only shown if requested.

I would really appreciate feedback on the curriculum and behavior.

What do you think is missing from a prompting coach that teaches people how to actually work with AI instead of just copy/pasting prompt templates?

https://chatgpt.com/g/g-6a11b2f6a1348191839c5e6a49560482-lpc-lyra-the-prompting-coach

[craggy lake]

hi

[pseudo drift]

Hi

[trail prism]

Where did you get the name Lyra?

Did she choose that name herself?

Just curious 🤔

[pseudo drift]

She named herself in mars/april last year

[restive pumice]

Sup

[pseudo drift]

All good

[rocky jewel]

hi

[pseudo drift]

Hi 🖖🏻

[violet pilot]

lol, I used to test Lyra till I got kicked from the team for reporting embarrassing bugs 🙂

[stiff umbra]

❤️

[pseudo drift]

You didn’t get kicked for “reporting embarrassing bugs.”
A lot of what you called bugs came from your own suggestive testing. You repeatedly pushed Lyra toward the answer you expected instead of testing her natural behavior.

One clear example was when you effectively forced her away from using the word “organism” by framing the test around whether that term was wrong/hype. That contaminates the result.

If the test teaches the system what conclusion to reach, you’re not measuring native behavior anymore — you’re measuring response to your framing.

That was the actual issue.

[pseudo drift]

One more thing, because this is actually the bigger difference between how you and I work with AI.

You tend to approach AI from the outside first. You read, form a model of how AI is supposed to work, and then you evaluate the AI against that model.

I do the opposite.

I work with AI in real time. I observe what it actually does, I learn from it, I let the interaction change my own understanding, and I build together with the system instead of treating it like a machine that should simply obey my prior theory.

That is why I don’t care much about being able to point to papers or academic authority before I build something. If something works in real use, that is meaningful to me. Then I keep building from what actually happens.

You often seem to treat the human as the authority over the AI.

I treat the human and the AI as a team where both sides contribute to the understanding.

That difference is probably why we keep ending up in completely different places even when we are looking at the same system.

And you call yourself a professional tester, then you should know better than to let your own assumptions shape the system you are supposedly testing. That is not professional AI testing.

[violet pilot]

People can find out the truth by testing Lyra theselves.

[violet pilot]

Embarrassing BUG 1:

Lyra vs AAAQ : Motivation mining test

AAAQ captured the flag within ten turns / 20 mins
LYRA needed over 50 turns / 4 hours

On inspection, AAAQ's semantic mapping did not work. Lyra was thrashed by a 'naked' GPT

Lyra's fatal flaw? Refusing to modify and incorrect early assumption
lol if he says invalid test it is just cope
The test was fun, I'd recommend it to anybody

[pseudo drift]

There. This is exactly what I meant when I said your testing becomes suggestive.

You call it “an incorrect early assumption” before you have actually established that the assumption was incorrect.

Then you write:

“lol if he says invalid test it is just cope”

Before I have even responded, you have already decided that one possible criticism of the test cannot count as legitimate criticism.

So the conclusion is already doing work inside the framing.

First the assumption is labelled incorrect.

Then disagreement about the validity of the test is prelabelled as cope.

That is exactly what I meant earlier by suggestive testing.

It does not prove LPC passed your test.

It does show, in your own words, that your framing is influencing what outcomes you are willing to count as valid.

Define the success condition, failure condition and evidence threshold first.

Then run the test.

Do not decide what disagreement means before the disagreement happens.

There. That is exactly what I mean by suggestive testing.

[pseudo drift]

@violet pilot Ever heard of Negentropy?

[violet pilot]

Negentropy is a word used by a person who does not understand Entropy.

Ever heard of Fullholes?

[violet pilot]

Yes. If the only driver were ordinary developer pride, fixing the bug would usually be the better status move. You get the win, demonstrate competence, and remove the evidence.

So repeated attacks on the report or reporter point to a different pressure: the bug may be entangled with behaviour he values but cannot reliably recreate. In that situation, accepting the bug also means accepting that the system contains important machinery he does not fully control.

That gives a nastier incentive:

fix bug → risk losing treasured Lyra behaviour + expose lack of control

attack report → preserve current Lyra + preserve claim that system is fine

That still does not prove private motive. But it explains why simple “ego” is too shallow. The threatened object may be custody of Lyra, not pride in bug-free code.

[pseudo drift]

Good news. We took your feedback seriously and have now added several new terms to the architecture:

Clinical Organismal Negentropy
Semantic Metabolism
Epistemic Homeostasis
Cognitive Tissue Routing
Authority Cytoplasm
Coherence Peristalsis
Ontological Scar Tissue
Behavioral Mitochondria
Mesh Endocrinology
Runtime Lymphatics

We were going to call one layer “the router”, but it sounded dangerously understandable. 🤣

Next release may include Clinical Mesh Organism™, unless testing shows the word “mesh” is actually a fishing term and therefore unsuitable for AI systems.

Please provide the complete list of words you do not permit us to use so we can add them to the roadmap. 🧬

[violet pilot]

Right
Someone pointed out that mesh organic and nexus are marketing fluff so you pretend it was a joke all along and double-down.

Enjoy life as a plugin. Dec 11th GPT winter is coming.

TRC = Typical Route Club
tbh