Content Miner: v1 vs v2

DSPy-optimized prompt comparison on the same transcript

Meeting: Project Sync with Jordan Date: 2026-03-27 Transcript: 46,612 chars
V1 Composite
0.716
5 pass / 2 review
V2 Composite
0.707
6 pass / 1 review
Cost per Mine
$0.046
v1: $0.046 / v2: $0.046

Score Breakdown by Dimension

Dimensionv1 Avgv2 AvgDelta
Specificity 0.643 0.601 ▼ -0.041
Voice Match 0.869 0.869 — 0.000
Standalone 0.676 0.674 ▼ -0.001
Resonance 0.683 0.704 ▲ +0.021

Optimizer Rationale

The DSPy optimizer analyzed 6 traced runs and proposed v2 targeting specificity (weakest dimension at 0.719).

Changes made:

V1 Baseline Prompt

Composite avg: 0.716 — 7 cuts extracted
#1
Nine Tools Four Hundred Endpoints
0.83
PASS
development
Hook: I just made it the same way that I make the Snappy MCP, which is really good, basically.
I designed it so it only has nine tools.
But behind these nine tools, there's everything. There are four hundred endpoints.
So this is actually even very useful even as a development tool because it allows being able to interact with the system and test things rapidly, instantly.
Specificity
0.85
Voice Match
0.88
Standalone
0.82
Resonance
0.75
#2
Steroids for Development
0.85
PASS
productivity
Hook: Since I put the MCP tool plugged into it, it was like steroids for the development.
Since I put the MCP tool plugged into it, and then was going about doing the agent work and everything, it was like steroids for the development because it was instantly able to test everything.
What do I want to know? I want to know how many people are in the system and what's the data and just know exactly everything at every single stage of the pipeline instantly.
Specificity
0.78
Voice Match
0.92
Standalone
0.85
Resonance
0.88
#3
The Hook Deck Solution
0.54
REVIEW
business
Hook: We hired a consulting firm for 40K to tell us what our own support tickets already said.
I've pretty much done them all through hook Deck. So I can just go.
That way that I thought like if I had it swapped over, I'd, you know, I could just go to one place.
Rather than having to go all different.
Specificity
0.45
Voice Match
0.85
Standalone
0.35
Resonance
0.50
#4
AI Deployment in Real Time
0.72
PASS
AI
Hook: The AI changes one of these endpoints, does it sink over to FL?
Yeah, yes, actually, it does.
As long as it... I would just say that it's never perfect.
You're making changes here. It's pushing, it's deploying, it's confirming, it's saving, and then it's waiting a few seconds maybe.
And then it's over. It's live.
Specificity
0.72
Voice Match
0.80
Standalone
0.68
Resonance
0.65
#5
The Xano Ghost Problem
0.68
PASS
migration
Hook: There were a couple of instances where it still references Xano.
There were a couple of instances where it still references Xano.
Because I think that's where I was fighting a little bit last night, you know, like, I was still thinking, like, some things were Zen and stuff, and then I had to tell it. No, you know, we're on super base now.
Specificity
0.65
Voice Match
0.90
Standalone
0.55
Resonance
0.60
#6
Build Components First Then Pages
0.80
PASS
components
Hook: I found a thing called Storyboard.
I found a thing called Storyboard.
You plug it in, and then it brings all your components over, and it's a live sync.
So now I can go through and like, styliz these components and like, know what they're called and know what to edit them.
It's almost doing it backwards, right?
Because the build is a component too. Then you've got to go fix it.
Specificity
0.80
Voice Match
0.88
Standalone
0.78
Resonance
0.72
#7
When Everything Clicks
0.60
REVIEW
mindset
Hook: Just feel like the possibilities are endless now.
Just feel like the possibilities are endless. Now.
Yeah, exactly. Like you can, it's hugely enabling, this technology.
I just love everything, you know?
You could build anything, right? Like you could do anything and with the stuff.
Specificity
0.25
Voice Match
0.85
Standalone
0.70
Resonance
0.68

V2 Optimized Prompt

Composite avg: 0.707 — 7 cuts extracted
#1
The MCP That Changed Everything
0.84
PASS
architecture
Hook: I wrapped 400 endpoints into 9 tools.
I just made it the same way that I make the Snappy MCP.
I designed it so it only has nine tools.
But behind these nine tools, there's everything.
There are four hundred endpoints.
So this is actually even very useful even as a development tool because it allows being able to interact with the system and test things rapidly, instantly.
Specificity
0.85
Voice Match
0.88
Standalone
0.82
Resonance
0.79
#2
Why Fly Beats Traditional Hosting
0.77
PASS
infrastructure
Hook: Fly machines are actually off by default.
Fly the machine is actually by default off, so they're in their default state.
They're actually, like, suspended.
But when they get a signal essentially or like a message to wake up than they do within a second.
That's why they're pretty inexpensive, actually, to even operate because they barely use anything in terms of just their processing.
Specificity
0.72
Voice Match
0.85
Standalone
0.78
Resonance
0.71
#3
MCP as Development Steroids
0.80
PASS
productivity
Hook: Since I put the MCP tool plugged into it, it was like steroids for the development.
Since I put the MCP tool plugged into it, and then was going about doing the agent work and everything, it was like steroids for the development because it was instantly able to test everything.
What do I want to know?
I want to know how many people are in the system and what's the data and just know exactly everything at every single stage of the pipeline instantly.
Specificity
0.68
Voice Match
0.92
Standalone
0.75
Resonance
0.88
#4
The Hook Deck Revolution
0.50
REVIEW
business
Hook: We hired a consulting firm for 40K to tell us what our own support tickets already said.
I've pretty much done them all through hook Deck.
So I can just go to one place.
Rather than having to go all different.
This makes it so much easier.
Specificity
0.35
Voice Match
0.80
Standalone
0.42
Resonance
0.45
#5
AI's Component Problem
0.70
PASS
development
Hook: The AI is created, it hasn't made the component right.
When the AI is created, it hasn't, like, made the component right.
So that there's a lot of, like, kind of like mucking around fixing each one up.
So I sort of started thinking, like, why don't I just make the component, like, reusable, you know?
Then it just use that owner and I'll be able to build a lot quicker.
Specificity
0.55
Voice Match
0.90
Standalone
0.68
Resonance
0.72
#6
Instant Everything with MCP
0.69
PASS
testing
Hook: I found that it's able to test data and to just see instantly across the account.
I found that it's able to test data and to just see instantly across the account.
I found that, since I put the MCP tool plugged into it, and then was going about doing the agent work and everything, it was like steroids for the development because it was instantly able to test everything.
Specificity
0.58
Voice Match
0.85
Standalone
0.65
Resonance
0.70
#7
The Backwards Component Strategy
0.66
PASS
workflow
Hook: It's almost doing it backwards, right?
Well, I figure if you go through and get all the components done first.
Then when you tell it to build it, it should.
You'll just tell it to look for those components.
So we can't build the page.
It's almost doing it backwards, right?
Because the build is a component too.
Then you've got to go fix it.
Specificity
0.48
Voice Match
0.88
Standalone
0.62
Resonance
0.68