Как я выбираю моменты для Shorts: почему LLM + транскрипт почти всегда дают мусор

Это третья статья про мой "аниме завод" — систему, которая автоматически превращает длинные эпизоды в Shorts. Если хотите полный контекст, вот предыдущие части:

https://habr.com/ru/articles/1021552/

#llm #shorts #python #cv #computer_vision #signal_processing #multimodal #transcript #youtube_shorts #ai

Как я выбираю моменты для Shorts: почему LLM + транскрипт почти всегда дают мусор

Это третья статья про мой "аниме завод" — систему, которая автоматически превращает длинные эпизоды в Shorts. Если хотите полный контекст, вот предыдущие части: Как я построил «аниме-завод»: систему,...

Хабр

#AICodingAgents are evolving fast.

In this #InfoQ video, Sepehr Khosravi breaks down today’s leading tools (Cursor, Claude Code, and beyond), where each excels, and how to get production-ready results.

Learn:
🔹 What each top AI coding agent is best (and worst) at
🔹 Best strategies that improve code quality
🔹 How to evaluate and choose copilots that genuinely boost team velocity

🎬 Watch now: https://bit.ly/4sslG8m

📄 #transcript included

𝐖𝐡𝐨 𝐬𝐡𝐨𝐮𝐥𝐝 𝐰𝐚𝐭𝐜𝐡? Software Engineers, Product Managers, AI enthusiasts, and technical leaders looking to maximize engineering productivity with GenAI.

#AI #SoftwareEngineering

AI coding assistants aren’t slowing down! Every week brings a new model, workflow, or spec-writing approach.

In this #InfoQ video, Birgitta Böckeler steps back to examine the last 12 months from a higher altitude:

What major shifts have happened - and where are we now❓

🎬 Watch now: https://bit.ly/3Ovu1tM

📄 #transcript included

#AI #AIagents

500+ services. 128M users. One massive #Kubernetes migration.

#CaseStudy - How #Duolingo transformed its backend platform with #AmazonEKS:
• Why they migrated to EKS
• Blue-green & ephemeral dev deployments
• Challenges & lessons learned
• What to expect in a major platform migration

🎬 Watch the #InfoQ video: https://bit.ly/41SV1qa

📄 #transcript included

#DevOps #SoftwareDevelopment

‘Absolute betrayal’: First Nations blast Eby in leaked transcript of DRIPA meeting
At least one leader expresses doubt about the wisdom of opposing the government, considering the Opposition B.C. Conservatives are "running on appealing DRIPA."
#Canada #Politics #BCpolitics
https://globalnews.ca/news/11758323/david-eby-dripa-meeting/

From NoOps to “NoDevs”?

AI coding agents are moving fast - and using them effectively requires a shift in mindset.

Adrian Cockcroft is already using AI agent swarms to do “several days’ work in 15 minutes”.

His view: Engineers should spend less time on manual coding and more on the platforms that orchestrate AI systems.

💡 Tip: Experiment first. Play with tools on personal projects to see what actually works before bringing them into production.

🎬 Watch the #InfoQ video for more insights: https://bit.ly/4dqTFKv

📄 #transcript included

#AI #AIAgents #SoftwareEngineering

Stop thinking of your career as a ladder!

A #TechCareer is not short, straight, or evenly spaced - it is a long, winding, and often challenging journey.

In this #InfoQ video, Sophie Weston shares how she grew from Junior Developer → #PrincipalEngineer, covering the skills, strategies, and support that shaped her path.

🎬 Watch now: https://bit.ly/4toP00f

📄 #transcript included

#CareerGrowth #SoftwareEngineering #TechLeadership

Log4Shell - Spring4Shell - The XZ Backdoor

These aren't just headlines - they are wake-up calls! As the software ecosystem grows more complex, the question remains: Are we ready for the next #CyberSecurity crisis?

In this #InfoQ video, Soroosh Khodami shares practical strategies to secure your development lifecycle, whether you're a lean startup or a global enterprise.

🎬 Watch now: https://bit.ly/4cq4DxN

📄 #transcript included

#SoftwareSecurity #SecurityVulnerabilities

Security vs. Architecture: To betray one is to destroy both!

Learn how to keep #Security & #SoftwareArchitecture:
✅ Consistent
✅ Coherent
✅ Complementary
...so they reinforce each other and support your outcomes instead of undermining them.

🎬 Watch now | 📄 #transcript included: https://bit.ly/4dInOVR

#InfoQ

The story of an underdog that didn't come from Silicon Valley: #MongoDB.

It all started with frustration, not a business plan. Databases were slow & rigid - while the rest of the tech stack was moving faster.

That friction sparked a movement - in meetups, forums, and open-source repos - where listening & building in the open turned users into co-conspirators.

MongoDB’s journey is about:
• Bold architectural bets
• Hard-won lessons in trust and resilience
• Why a developer-first, community-driven approach wins

🎬 Watch now | 📄 #transcript included - https://bit.ly/4sb57NU

#OpenSource #CommunityDriven #SoftwareEngineering #Databases #InfoQ