Perle Labs
@PerleLabs
Building the sovereign intelligence layer for AI. $17.5M backed by @hiFramework, @coinfund, @HashKey_Capital, and more. Supported by @PerleFDN.
103 Following 285.6K Followers
Some things stay exclusive to the Discord 👀
We’ve got weekly community events, games, and random surprises happening over there every month.
If you’re only following us here, you’re missing part of the fun.
Join us here:
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The gap between benchmark performance and real-world reliability is starting to become one of the biggest challenges in AI.
Especially in areas like healthcare, legal AI, and robotics, where a technically “correct” answer isn’t always enough.
These systems increasingly depend on:
- Contextual reasoning
- Expert judgment
- High-quality human feedback loops
Which is pushing the industry toward more specialized and verifiable data infrastructure.
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Touching down in Miami for @consensus2026 👉👉
From Hong Kong back to the US for @consensus2026! Come find us in Miami from May 5-7.
This year’s event brings together 20,000+ leaders across digital assets, AI, and institutional finance, with verification & security as a big focus.
If you’re also thinking of going to Consensus, we want to meet you 👋
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Most AI pipelines still optimize for throughput, not verifiability.
Traditional pipelines break at scale:
- Contributor identity isn’t tied to the data
- Quality is hard to quantify consistently
- Data lineage breaks across the pipeline
So you lose visibility into what’s shaping model behavior.
Perle restructures the intelligence layer:
Experts → structured tasks capturing reasoning
Evaluation → continuous scoring + consensus
Output → high-signal datasets with traceable lineage
This is what provenance-first data infrastructure looks like.
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New task launch: Ambiguous Instruction Identification Quest 🔍
Here's what you'll do:
1. Read the full passage carefully
2. Identify the sentence that’s unclear or underspecified
3. Highlight that sentence and submit
You know the drill. Live now →
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Now that Season 1 is live, we’ve rolled out the first set of tasks 🤩
Here’s what you can jump into right now to help build better data for real-world AI systems:
- Get onboarded as a contributor
- Tag products from customer emails
- Improve meeting captions with your voice
- Apply medical expertise to clinical text
Every contribution counts. Join in here →
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1/ Season 1 of Perle Labs is officially live.
AI doesn’t move forward without human-verified data.
And as AI systems move into high-stakes, real-world deployment, that data has to scale with accountability.
That’s exactlt what Perle Labs was built to do 🧵👇
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Embodied intelligence can’t afford bad data.
Perle Labs is building AI data infrastructure designed for this reality:
→ Human-verified, expert-validated work
→ On-chain auditability
→ Sovereign and enterprise-grade design
Built to benefit everyone.
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