I tested twenty-six video editing tools that advertise AI features in 2026. Most of them strap a transcript generator and a background remover onto a generic timeline and call it AI editing. A handful actually...
I tested fourteen "free AI video editors" over three weeks of editing actual client work — two short documentary cuts, six TikTok-style verticals, and one 12-minute YouTube essay. Half of them gated the AI features...
Early SaaS growth is a sequencing problem disguised as a volume problem — the data on what compounds versus what just spends is cleaner than most growth frameworks admit. Content precision, format reach, and...
![DeepSeek V4 paper full version is out, FP4 QAT details and stability tricks [D] image](/_next/image?url=https%3A%2F%2Fbestaifor.s3.eu-west-1.amazonaws.com%2Fdeepseek_v4_paper_full_version_is_out_fp4_qat_deta_featured_e67ef34cd6.jpg&w=3840&q=75)
DeepSeek's V4 technical paper documents a working FP4 quantization-aware training pipeline for a frontier-scale mixture-of-experts model — a meaningful step beyond the FP8 approach the V3 paper introduced. The...
Structured prompting and few-shot examples dominated zero-shot on every metric I tracked — accuracy, format compliance, retry rate. The gains are large enough to change how you build. What's still genuinely open: how...
AI is measurably accelerating productivity in sectors with high task-automation potential, and major institutional GDP projections run anywhere from 0.5% to 7% over the next decade — a spread that reflects genuine...
The loudest template for building an agency right now — short-form hooks, templated DMs, Reels engineered for reach — is generating real revenue for specific operators in specific niches. It is also systematically...
Prompt-driven automation tools have crossed a practical threshold: non-coders can now eliminate hours of repetitive work using natural-language instructions, pre-built integrations, and tools like Microsoft Copilot...
Alibaba and Tencent have spent the last eighteen months building the foundation for physical AI — shifting engineering resources from chatbot interfaces toward embodied systems, with Alibaba's Qwen model family...
College graduate unemployment has climbed and underemployment has reached multi-decade highs, but AI automation is not the proximate cause — not yet. The contraction in white-collar hiring is mostly explained by...
Morocco's labor market is absorbing automation pressure from multiple directions simultaneously: manufacturing, BPO, agriculture, and retail are all undergoing AI-driven restructuring. Institutional models now...
The early-user problem in B2B SaaS is solved by manual work, direct relationships, and ruthless prioritization — not marketing funnels or growth hacks. The tactics are well-documented and consistently replicated....
BestAIFor