man please bring fable 5 back. I'm about to start writing the code myself with the current state of "frontier" models

The product can be good but if nobody’s using it nobody’s using it

How does one even grow their X account goddamn. Time to lock in

Whats the cheapest and most reliable way to get full historical pump.fun data? Want to backtest some shit

Ngl i thought Le Chaton Fat was real for a minute

Didn't know fable 5 now gives you pep talks in chat lol

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.

Insane stuff brewing at the @incubator in NYC @SolanaSkyline Some of the best teams I've ever met!

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

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

"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

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.

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 github.com/qualtyAgent/qualt…

The extension everyone will use. Just getting started

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

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

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

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