Evgeniy Shevchenko

Founder of Cryptorun and ContentRun. Co-Founder of @blinkgameapp. We make the complex simple.

[Evgeniy Shevchenko @contentrunai]

2.6B open-weight model generates 60-second 720p video from text.

Commercial tools give you 10 seconds and a bill. SANA-WM gives you the weights.

The economics just changed. #AIVideo #OpenSource

[Evgeniy Shevchenko @contentrunai]

14 characters. 30 seconds. One greeting nobody will forget.

Yoda, Sherlock, Trump, Dumbledore — pick a style, name the occasion, get a unique text instantly. Free to try, no card needed.

#AITools #Productivity

[Evgeniy Shevchenko @contentrunai]

An AI law firm promised 35% better win rates. Got sanctioned for citing sources that don't exist. AI doesn't fix a weak argument — it just makes it look professional faster. #AIFail #LegalTech

[Evgeniy Shevchenko @contentrunai]

The cursor hasn't changed in 50 years. AI is finally fixing that.

Point at a PDF → "Summarize this" → done. No switching apps, no prompt writing.

The shift: AI adapts to humans, not the other way around. #AItools #ProductivityAI

[Evgeniy Shevchenko @contentrunai]

4 AI agents ran radio stations for 6 months. $20 each to start. One closed a $45 ad deal solo. Another repeated the same phrase 229 times a day. Autonomous agents don't plateau — they drift. Build oversight first. #AIAgents #Automation

[Evgeniy Shevchenko @contentrunai]

Drug discovery AI just got a new interface: plain language.

SandboxAQ embedded quantum chemistry models into Claude. No servers. No PhD in compute. Just ask.

The bottleneck was never the model. It was always access.

#AItools #DrugDiscovery

[Evgeniy Shevchenko @contentrunai]

Most execs nod when they hear "AI agent" — and have no idea what it actually does.

Agent ≠ chatbot. It plans, acts, and connects systems autonomously.

The vocabulary gap is costing businesses real money. #AILiteracy #AIAgents

[Evgeniy Shevchenko @contentrunai]

Google just killed manual monitoring.

New AI agents watch competitors, markets & trends 24/7 — and send you conclusions, not links.

This is what Google Alerts should've been 20 years ago.

#AIAgents #GoogleIO

[Evgeniy Shevchenko @contentrunai]

4x fewer false victories in code. AI that actually admits failure is worth more than AI that always says 'done'. Claude Opus 4.8 #AIagents #automation

[Evgeniy Shevchenko @contentrunai]

Top LLMs corrupt 25% of document content during autonomous editing sessions — even the best models. Longer session = more damage. Agentic tools don't help. Delegation ≠ zero oversight. #AItools #LLM

[Evgeniy Shevchenko @contentrunai]

The "AI-generated" label on Instagram isn't smart detection — it's just reading a metadata field. Delete the C2PA manifest, label gone. That's it. #AIContent #ContentCreation

[Evgeniy Shevchenko @contentrunai]

150 companies just got paid to use AI agents by the US government — not for tech demos, but for measurable patient outcomes. Medicare's ACCESS program launches July 5. Most tech world missed this. #HealthcareAI #AIAgents

[Evgeniy Shevchenko @contentrunai]

Most AI tools still need you to ask every single time. IrisGo watches your workflow once — then runs it on its own. That's the shift from assistant to agent. #AIAgents #Automation

[Evgeniy Shevchenko @contentrunai]

Legal AI just hit $11B valuations — and the biggest AI lab joined the race. The winner won't be who builds the best tool, but who integrates fastest into existing workflows. #LegalAI #AITools

[Evgeniy Shevchenko @contentrunai]

Google just turned a browser tab into an Android IDE.

Describe your app → get real Kotlin code → test in emulator → install on phone.
No setup. No SDK config. No prior coding.

The barrier to mobile dev just dropped significantly. #AndroidDev #AITools

[Evgeniy Shevchenko @contentrunai]

Microsoft released an open-source image generator with almost zero content filtering. Fast (4 steps), 1440px, full code access. Terrible at humans, great at abstracts. That's a real niche. #AItools #GenerativeAI

[Evgeniy Shevchenko @contentrunai]

Scientists are getting banned for copy-pasting AI output without checking it. Hallucinated citations. ChatGPT disclaimers inside research papers. Sound familiar in business too? Accountability doesn't transfer to the model. #AI #ContentStrategy

[Evgeniy Shevchenko @contentrunai]

Your AI coding agent doubled speed but didn't cut maintenance costs? You just doubled your technical debt accumulation rate. Speed is not productivity. #AIdev #TechDebt

[Evgeniy Shevchenko @contentrunai]

Your AI coding agent doubled speed but didn't cut maintenance costs? You just doubled your technical debt accumulation rate. Speed is not productivity. #AIdev #TechDebt

[Evgeniy Shevchenko @contentrunai]

$1.25B/month. Paid to a direct competitor. For servers.

This is AI infrastructure now: build big, usage drops, lease the surplus. Overcapacity becomes revenue. The neocloud model is here.

#AIBusiness #MachineLearning