Erdem Akın

Folklorist

[Perle Labs @PerleLabs]

Most AI training data pipelines are blackbox.

You don’t really know who labeled the data, how decisions were made, or what the actual source looks like end to end.

That becomes a real issue once models are in production.

Perle takes a different approach.

Here’s how the pipeline works:

• Starts with a verified expert, not an anonymous crowd worker
• Tasks are matched to domain specialists with actual credentials
• Every annotation and review is captured at the point of creation
• Each data point is recorded on-chain with a timestamp and full lineage
• Contributors build reputation over time based on accuracy and consistency

The result isn’t just higher quality data.

It’s data you can trace all the way back to its source, with a clear record of how it was created.

That’s what makes it usable for enterprise systems where accuracy and accountability actually matter.

That’s what Perle is building.

[Perle Foundation @PerleFDN]

$PRL is now live on @Binance Futures.

Learn more here:
https://t.co/1QTQStise8

[Konnex @konnex_world]

We’re partnering with @goreadymonitor to bring autonomous aerial operations on-chain, combining compliant, always-on drone infrastructure with trustless economic coordination.

⚫️ReadyMonitor delivers revolutionary aerial telepresence from remote drone docks, enabling customers to monitor assets and operations from anywhere in the world.

⚫️Konnex brings trust-less contracts, PoPW verification where independent validators confirm job completion and stablecoin settlement on-chain for every task, penalty, and reward completed.
VISUAL: https://t.co/tVyUg2qXeC

[Silencio | Voice Data for AI @silencioNetwork]

🤝 Silencio x Shaip AI (@weareshAIp)

Shaip is one of the world's leading AI training data companies, trusted by major AI labs for speech & audio datasets across 65+ languages.

They need voice data. We have 2,000,000+ contributors.

This campaign is exclusively available to the Silencio community.

⏳ Limited spots

More information on how to participate coming soon.

This is what real demand looks like.

[Mercor @mercor]

Introducing APEX-SWE, in collaboration with @Cognition. They see firsthand that real software engineering is not just writing code anymore. It's deploying systems, integrating with tools and debugging when things break.

On APEX-SWE, every model fails to reliably solve the real production software engineering tasks.

@OpenAI GPT-5.3 Codex (High) tops the leaderboard at 41.5% on Pass@1, followed by @AnthropicAI Opus 4.6 (High) at 40.5%.

Every frontier model fails on nearly 60% of real production tasks.

[Perle Labs @PerleLabs]

1% synthetic data in your training set is enough to break your model. Most pipelines don’t even realize they’ve already crossed that line.

Here’s what’s actually happening inside AI training today:

Every time a model trains on its own outputs, it loses something — rare knowledge, edge cases, the hard-to-capture signals that actually matter in the real world.

Researchers call this model collapse, and the math is unambiguous.

Most pipelines today are built on:

• Data with no clear provenance
• Black-box annotation workflows
• Models training on synthetic outputs
• Bias that compounds with every generation

That’s not a data strategy. It’s a feedback loop with a predictable outcome.

The fix isn’t more data. It’s better data.

Human-verified training data:

• Preserves long-tail and edge-case knowledge instead of compressing it
• Provides verifiable, audit-ready data lineage
• Routes tasks to credentialed experts, not the lowest-cost annotators
• Reduces systemic bias through structured, diverse expert pools

The models winning in high-stakes domains — medicine, law, finance — aren’t the ones trained on the most data.

They’re the ones trained on the most trustworthy data.

That’s what Perle is building.

[Perle Labs @PerleLabs]

It's the final countdown for #ToPerle!

10 days, thousands of voices, and a ton of different perspectives from people who’ve been following the journey closely.

We’ll be wrapping things up at 11:59PM UTC, so make sure your submissions are in before then. Full details are in our Discord announcement channel.

Results will be shared a few days after 👀

[Silencio | Voice Data for AI @silencioNetwork]

🇵🇷 Puerto Rico — this one's for you.

We are recruiting speakers from Puerto Rico for a special campaign.

Only people from Puerto Rico can qualify.

💡 This campaign is for an existing client — meaning payment will be processed quickly once your recordings are approved.

To participate:
✅ Complete the qualification campaign below
✅ We'll contact you with full campaign instructions + reward details

⚠️ Participation under false pretences will lead to immediate removal from the platform. Puerto Rico only.

Not from Puerto Rico?
👉 Share this with someone who is.

🔗https://t.co/r5pm45yNwW

[Perle Labs @PerleLabs]

$PRL-PERP now live with full trading functionality on Coinbase International.

@PerleFDN

[Perle Labs @PerleLabs]

$PRL perps are coming to @coinbase

Day 1 on Coinbase Perps.

@PerleFDN

[Erdem Akın @erdemtechllm]

@PerleLabs @BinanceWallet solid progress definitely.

[Erdem Akın @erdemtechllm]

It's Morphin Time!!! :) @David_Yost @PowerRangers #AlwaysTheBlueOne

[Vahdet ÖZKOÇAK @VahdetOzkocak]

@OguzhanUgur Maşallah Sn @mkulunk ün yayını fark attı. #GençlikPaketi konuları da salona damgayı vurmuş. Sizlere de ayrıca teşekkür ederim. Özellikle @Akademi_2023 ün destek verdiği konular artık Türkiye gündeminde. Darısı sorunların tek tek çözümüne.
Gayret bizden takdir Allah'tan🤲

[Vahdet ÖZKOÇAK @VahdetOzkocak]

#50dsorunu nun kökten çözümü, #1002000İstihdam, #Eşdurumu #KişiyeÖzelİlan ve #AkademikMobbing i bitirecek olan sistem= #HavuzSistemi.

@tcbestepe 2. 100 Günlük Eylam Planında da yer alan sistemin yasalaşması elzem.

Unutmayalım başka Türkiye yok 🇹🇷

https://t.co/AyjIQCfr0B

[Vahdet ÖZKOÇAK @VahdetOzkocak]

Akademisyenlik kadar bencil bir meslek grubu yok gerçekten. Sorun yaşayan mağdurlar dahi ''ben kurtuldum sonrası için adım atılmasın'' diyebiliyor. Havuz Sistemi hem norm kadro hem kadro ilanı hem de doktoralıların tamamının sorunu için TEK ÇÖZÜM!
Bunun da zamanı geldi.

[Mustafa.aka @Mustafa74467136]

Akademide #Eşdurumu sorunu bir an önce ortadan kalkmalı. Her ilde üniversite var ama iki akademisyen evlenip aynı kurumda çalışamıyor. Atanma şartlarını sağlayan herkes eşinin yanına geçebilmeli. #HavuzSistemi

[Mustafa.aka @Mustafa74467136]

#eşdurumu
#DenklikSorunu
#EhliyetAffı
#AzamiSüre
#KislasizMakulBedelli
#1002000istihdam
bu sorunların çözümü gerçekten basit. @VahdetOzkocak hocaya söz hakkı verin yeter.

[Erdem Akın @erdemtechllm]

@_aliyalcin_ Akademisyene #esdurumu hakkı verilsin artık.

[Vahdet ÖZKOÇAK @VahdetOzkocak]

#ErdoğanÇözer Türkiye Gündeminde.
Darısı #ErdoğanÇözdü etiketi ile yazmaya. Emek veren herkese teşekkürler.
#GençlikPaketi
#DenklikSorunu
#AzamiSüre
#EhliyetAffı
#1002000İstihdam
#EşDurumu
#KislasizMakulBedelli