A GPU bills the same per hour whether your agent is calling it or not. That adds up fast when an agent leans on several models. Embeddings, a reranker, OCR, entity extraction, a safety check, and an LLM often end up on separate servers, and a server usually keeps its GPU memory reserved while it waits for traffic. SIE, the Superlinked Inference Engine, serves all of them from one cluster in your own cloud. It loads models on demand and evicts the least recently used ones, so GPU memory goes to the models in use, not to every model at once. For production, it brings a load-balancing gateway, Helm charts, KEDA autoscaling that scales to zero, and Grafana dashboards. It serves 100+ models and is open source under Apache 2.0. Try it locally with pip install “sie-server[local]” and sie-server serve. Star the repo if you run agents: github.com/superlinked/sie

CapCut PC’s Black Friday deals are on: save up to 60% on Pro and 40% on Ultra through Oct 30. Desktop only. 🎃 Think glowing pumpkins, dramatic product reveals, and a Halloween offer that actually catches people’s attention. Create your seasonal concept with AI Video Generation in CapCut PC, then use Edit Pilot to make follow-up changes with natural-language instructions. It’s a practical way to adjust your video’s messaging or creative details as your campaign takes shape. tinyurl.com/2v23rn22 #capcutpc #capcutblackfriday #capcutsale #capcutmarketing

And when something needs tweaking, you don't have to rethink the whole project. Work with individual tracks and use EditPilot to request specific changes through conversation. From visual replacement to sound design, CapCut PC supports a more connected production workflow — so you can spend less time wrestling with edits and more time creating better marketing content. 🎃 #capcutmarketing

Then there's the audio layer — and that's where the upcoming SeedAudio 1.5 gets interesting. One prompt can generate a complete cinematic audio work with dialogue, emotion, ambience, sound effects, and music. Its separate tracks and precise timestamps are especially useful when a scene needs carefully timed audio. #seedaudio1.5

Once the structure is there, use Shot Regeneration & Replacement to improve a shot that doesn't fit the concept. Maybe the original clip feels too cheerful for your haunted-house campaign. Swap or regenerate that moment while keeping the rest of the edit moving forward. 👻 #capcutsale

Think of the timeline as your production hub. Put the main footage on one track, supporting shots on others, then layer in captions, titles, voiceover, music, and sound effects. You can see how all the pieces work together and adjust the timing as you go.

This is your sign to stop treating marketing videos like a pile of random clips. 🎬 CapCut PC helps turn a Halloween concept into a finished campaign video. Black Friday deal: 60% off Pro, 40% off Ultra through Oct 30. Desktop only. tinyurl.com/2v23rn22 #capcutpc #capcutblackfriday

Visit the official creator link to check the offer. Scroll to the purchase option, register or log in, and verify that the $0.29 price is displayed before you pay. dreamina.capcut.com/pricing/… Would an introductory offer like this help you decide whether AI video fits your creative workflow? #DreaminaPartner

Dreamina is the creative platform, with Seedance among the AI video models available in its ecosystem. Your membership provides the applicable benefits and monthly credits, while the model and settings you select determine how those credits are used. To review the offer, open my official creator link, scroll to the purchase option, and register or log in. #Seedance

The monthly credits let you explore prompts and settings while keeping an eye on usage. Generation costs can vary depending on the model and settings, so check the credit cost before creating. Your total output depends on how you use the credits. #DreaminaOnly29Cents #Dreamina