fml the missoor

Vibe Founding | @qualty_agent

prev. @streamdotfun

[fml the missoor @fmlonsol]

Unfortunately @qualty_agent is shutting down

It's been an interesting 3 months and I learned a lot along the way. However...

Qualty was built to help traders navigate the scammy landscape of larp launches - an autonomous agent that did the due diligence for you, digging through projects and flagging stuff before you even had a chance to look into it. And the tech itself genuinely worked. Heavy LLM engineering doing real autonomous research on every scan. That part I'm proud of

But the simple truth is that the utility meta Qualty was built for never fully formed. I still believe ICM is coming to pump fun but between the crypto winter, the lack of launches and the lack of real utility, the product just wasn't that useful to people right now. You can't find product-market fit in a market that doesn't yet exist

And the burn rate was big. Multiple API subscriptions added up to thousands in costs every month. $QUALTY was supposed to cover that runway, but in utility plays the product is what drives value to the token and with no adoption, the token never got traction either. No adoption, no token, no runway. That's the whole story

Lost 5 figs between the tech expenses and supporting the token, and for a while it genuinely felt like I failed. In hindsight, failing as a team is an experience we needed. I still stand by quality over quantity. The core problem (to scale tf out) with both of our platforms was the same - the audience was too niche, and the problems we were solving only exist under specific market conditions (utility/streaming). When these conditions shift (or never come to fruition in this case) the project loses interest

I'm taking those lessons with me. And honestly, bear market is the best time to figure out product-market fit for whatever is coming next

See you all in the trenches.

[fml the missoor @fmlonsol]

@DojaCat Its actually joever

[fml the missoor @fmlonsol]

Insane stuff brewing at the @incubator in NYC @SolanaSkyline

Some of the best teams I've ever met!

[fml the missoor @fmlonsol]

The human-in-the-loop bottleneck is what's killing every trader on chain

Every minute spent waiting for you to read a chart, doing research and evaluating a project is a minute the market already moved past

The edge belongs to whoever pulls the human out of the loop first

[fml the missoor @fmlonsol]

I think there is one thing that @qualty_agent agent was missing this whole time

Adding soon 👀

[RainsRevenge♦️ @RainsRevenge]

"Don't launch tech coins on pumpfun its only for memes" yet the highest token on pumpswap is a tech coin right now what does that tell you

[fml the missoor @fmlonsol]

Been A/B testing whether extended thinking helps at the cheap tier of our verification pipeline. The routing: Haiku first (cheap), escalate to Sonnet only when stuck (noProgressCount >= 1)

Extended thinking lets the model deliberate before answering - uses a 1024-token scratchpad billed as expensive output ($15/MTok vs $3 input). Naively it should add cost.

Ran the same verification 4 times. Turns out the opposite: $0.58 with thinking, $0.66 without. Without thinking, 36% of Haiku steps hit 'no visible change' - increments noProgressCount, triggers Sonnet escalation

11 Sonnet calls total. With thinking, only 4% triggered warnings. 8 Sonnet calls. Fewer escalations paid for the thinking tokens.

[fml the missoor @fmlonsol]

Security matters in web3. We get it

That's why the @qualty_agent extension is now 100% open-source

Don't trust us - read the code. Or build it yourself and run it locally if that's more up your alley

Updates will be pushed constantly and always visible in our public repo

https://t.co/d2zqysnlLC

[fml the missoor @fmlonsol]

The extension everyone will use. Just getting started

[Qualty @qualty_agent]

The Qualty extension is now live on the Chrome Webstore!

We have made the decision to release our own extension, allowing us to push more frequent updates independently of Phocaine

This step will facilitate the scale-up of Qualty where all latest updates to our platform will become available to our extension users immediately

Utility is the future of crypto - don't sleep on it

The extension is available here: https://t.co/Mev9h2kxrU

[RainsRevenge♦️ @RainsRevenge]

Making content/growing your brand in crypto is probably the most +ev thing compared to any other industry

[Qualty @qualty_agent]

Tokens entering the verification pipeline through Qualty Monitor now also receive automatic checks from the Qualty Sprinter module

Running in parallel with the browser agent, Sprinter quickly checks if the contract address is mentioned on the website and also verifies whether the social account link-outs match

Results are instantly visible via the @Phocaine_ extension or in the $QUALTY Discord channel

LIVE NOW

[fml the missoor @fmlonsol]

gmgm

Will be participating in the @colosseum hackathon with @qualty_agent as well!

Excited to push it further, expect a past-paced month with many more updates to come

[fml the missoor @fmlonsol]

https://t.co/J9ImCioiiT

[fml the missoor @fmlonsol]

@afscott web3 native browser agent for automated QA and utility verification

[fml the missoor @fmlonsol]

https://t.co/J9ImCioiiT

[vibhu @vibhu]

99.99% of all onchain transactions in 2 years will be driven by agents, bots, and LLM-based wallets and trading products

The UI is disappearing into language

We’re preparing for this future by shipping more APIs, more documentation, and more skills

[fml the missoor @fmlonsol]

gmgm

Spent today refining our docs and monitoring the Discord webhook integration

If you haven’t yet - give the docs a read. Latest updates are in, and upcoming plans are laid out much more clearly

https://t.co/9vyd6ePTsE

Also dug into this week’s Qualty Monitor data. Already spotting some interesting patterns and edge cases we’ll need to handle

More on those soon

Qualty

[Qualty @qualty_agent]

Qualty v0.5.1

Utility-positive scan notifications, multimodal filtering on Qualty Monitor

- Qualty discord now has a channel continuously pushing notifications about the newest QA-verified tokens, so our community members find out about the latest utility projects first
- Qualty Monitor allows a more complex suite of filters to be applied, allowing users to tailor their search profile based on their thesis
- Reverify button has been added to the Qualty Monitor, permitting a manual second verification attempt
- Qualty Agent was refactored, speeding up the cross-talk between the database and the front end as well as email connection flows

Another step closer to reframing the narrative around crypto

Stay tuned for more

$QUALTY https://t.co/Uf6ghguf2y

[Qualty @qualty_agent]

The ecosystem is changing

You either adapt, or get left behind

No questions about it - utility is the future

Make the right calls using https://t.co/flHPe1M3PL