***_crypto

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***_crypto

7h ago

How to scale AI UGC system in 6 months

if you treat it like a full-time operation from day one

the scale you can reach in 6 months is genuinely insane

here's exactly what that looks like month by month 👇

Month 1 - build one system that actually works

before you scale anything you need one thing that works

what you're doing full-time this month:

- pick one niche with a clear monetizable product (fitness app, finance app, productivity app)
- create your first AI persona in Arcads using Nano Banana
- build your first 3-5 video formats and test all of them
- post 3-5x per day on one

NANO-5,34%

BANANA0,89%

AGENT8,83%

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***_crypto

03-28 22:18

🚨Found an open-source tool that automates 90% of academic research
Claude Scholar:
it's a semi-automated research assistant built on top of Claude Code CLI
here's what it actually does:
- turns vague ideas into structured research questions and gap analysis
- manages your entire literature workflow through Zotero (DOI / arXiv import, collections, reading notes)
- runs real statistical analysis, t-tests, ANOVA, Wilcoxon and generates scientific figures
- writes and refines paper sections with citation verification built in
- strips robotic AI phrasing and improves academic tone automatically

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***_crypto

03-28 16:35

10 AI business models from 0 to revenue
here are 10 you can start this week:
1. AI Lead Generation for Real Estate - find buyers/sellers and send personalized outreach before any competitor calls ($500-1,500/month)
2. AI Customer Support Chatbot - build a 24/7 support bot for e-commerce stores that never sleeps, never quits ($199-599/month)
3. AI Email Marketing Optimization - higher open rates, better timing, zero guessing pure performance ($297-797/month)
4. AI Fraud Detection Setup - protect e-commerce stores from chargebacks and fake orders in real time
5. AI Business Intelligence Dashboar

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***_crypto

03-27 16:54

CT slept on the biggest decentralized AI paper of 2025
Jensen goes on All-In, CT apes into TAO
but the real work was already done
breakthrough in decentralized AI training already happened 9 months ago
In June 2025, @0G_labs published a paper on arXiv called DiLoCoX
a framework that trained a 107B parameter model across 20 decentralized nodes on standard 1 Gbps internet
result:
3,728 tokens/sec vs 10.4 for AllReduce
that's a 357x improvement in communication efficiency
framework validation but the only public benchmark at this efficiency level
and basically no one covered it
- Bittensor's Cove

TAO-0,22%

0G-2,65%

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***_crypto

03-25 12:33

5 must-know API testing types every developer should use

these core types cover about 90% of real-world issues:

Smoke Testing - “does it even work?”
a quick check to confirm the API is alive and responding

- where to test: Postman / Hoppscotch

Functional Testing - “does it return the right data?”
send a request and compare the actual response with the expected result

- where to test: Postman / Jest / Pytest

Integration Testing - “do the components work together?”
test the full flow: frontend, API, and database interacting as one system

- where to test: Postman / Pytest / Super

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***_crypto

03-23 19:45

Best GitHub repos for AI Agents:

1. Free AI Agents Resources

2. AutoGen by Microsoft Research

3. AgentGPT

4. Awesome LLM Agent Frameworks

5. AutoGPT: Build, Deploy, and Run AI Agents

6. AI Agents for Beginners - A Course

7. Build AI Agents, Visually

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***_crypto

03-20 18:04

How to build own AI UGC Influencer (fully generated avatar + ways to monetization)

I've been studying this space for months

AI influencer accounts are pulling 10M+ views/month on IG right now

The ones doing it right are clearing $1.5-2k/mo as beginners

Here's the full breakdown👇

Step 1: Choose your niche and what you want to sell

option 1: if you have your own product, it’s a great combo to promote it through your own AI influencer

option 2: reach out to brands and offer your services for example, 30 videos per month

option 3: affiliate model find products already selling on T

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***_crypto

03-19 17:24

5 ways you can use AI to solve key business needs (automation guide)

I talked to dozens of small business owners over the past year

Most of them were losing 15-20 hours a week to tasks that could run on autopilot

Not because of bad strategy. because of repetitive tasks no one ever automated

Here are 5 real business problems AI solves right now 👇

1. Losing leads because you respond too slow

the average business responds to a new inquiry in 2-3 hours

but studies show that if you don't respond within 5 minutes, your chances of closing drop by 80%

the fix:

- AI responds to every

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***_crypto

03-13 12:10

BEST local LLMs to run in 2026:

High-performance (24+ GB VRAM, preferably with multiple GPUs)

• Kimi K2 - 1T params, 32B active. MoE beast
• GLM-4.7 (Z AI) - 30B-A3B MoE, SWE-bench 73.8%
• DeepSeek V3.2 - 671B / 37B active. Still the open-source king
• Qwen3 235B-A22B - insane quality/cost ratio if you have the iron

Mid-range (16-24 GB VRAM / RAM)

• Qwen3 30B-A3B - punches way above its weight, stable on long context
• Gemma 3 27B - Google's best open release yet
• Nemotron 3 Nano 30B - Math500: 91%. Best-in-class if you need math

Lightweight models (8-16 GB RAM, can run without a de

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***_crypto

03-10 21:11

Startup Founders Bundle (Free/paid):

5 free options (best ROI for a startup):

Supabase - backend, database, and auth in one
Vercel - painless deployment
GitHub - version control and project base
PostHog - analytics and product analytics
Clerk - authentication in 5 min

5 paid tools (worth it):

Claude ($20/mo) - coding copilot
Stripe (2.9%) - payments, industry standard
Namecheap (~$12/yr) - domain, basically pocket change
Resend ($20/mo) - solid email deliverability
Sentry ($26/mo) - error tracking that saves hours of debugging

In total, about ~$86/month and you’ve got a complete star

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