An API can pass a demo and still struggle in production.
While building SachAI, my AI video authenticity platform, a key engineering focus was making long-running analysis jobs reliable—not just getting a successful response.
My production-readiness checklist for .NET applications:
• Validate inputs and return useful, consistent errors.
• Check resource ownership and permissions, not only whether a user is logged in.
• Move expensive processing into background jobs with progress tracking, timeouts and controlled retries.
• Plan for failed or stuck jobs so users have a recovery path.
• Review database queries and indexes against the actual workflow.
• Add structured logs, health checks and tests for failure scenarios.
In SachAI, I used a .NET API, React, PostgreSQL and Python FastAPI, with Hangfire and FFmpeg for the video-analysis workflow. The goal: make processing easier to follow, diagnose and recover when something goes wrong.
I’m available for C#/ASP.NET Core API development, React + .NET integration, database improvements and debugging existing applications.
Have an API or background job that keeps failing? Message me with the symptoms and expected behavior—we can discuss a focused scope.
Night After Halloween already has a fantastic script, and now comes the exciting part: bringing it to life through AI-powered visual storytelling.
My role is to take what's been imagined on paper and translate it into a cinematic experience through AI video production, creative direction, visual development, and detailed shot-by-shot execution.
From establishing the film's visual language and building atmospheric environments to crafting compelling characters, cinematic compositions, and seamless sequences, every visual decision needs to serve the story.
The goal isn't simply to generate beautiful AI visuals. It's to create a cohesive film where every frame feels intentional, every scene carries the right emotion, and the final experience does justice to the script.
The story is already there. Now, it's time to make audiences see it exactly as we envision it.
Keeping characters this consistent across shots is the hardest part of AI short films, and the atmosphere already feels cohesive in just 10 seconds. Curious how you're handling continuity once the story moves into new environments.
VentureLens — Venture Lens is an AI agent that turns your raw idea into a good investment using evidence-based sparring.
Instead of putting you through a stale 20-questions test, it asks the one question until it gets your usual answer, makes a short list of recommendations, then combines your data with Qloo’s taste intel and place profiles to create a full, top-to-bottom business brief you can read and download right away as markdown.
Asking one sharp question at a time instead of a 20-question form is the right call. Curious how it decides an answer is good enough to move on, since that's where most validation agents stall or rubber-stamp.
🎬 Bring Your Brand to Life with Professional AI Videos!
Looking for eye-catching videos to showcase your products, promote your business, or elevate your brand?
I create high-quality AI-powered videos for:
✨ Product Advertisements & Commercials
👗 Fashion, Clothing & Beauty Brands
🏢 Business & Brand Promotional Videos
🛍️ E-commerce & Shopify Products
💄 Skincare, Cosmetics & Lifestyle Products
📱 Social Media Ads & UGC Videos
🎥 Cinematic Brand Storytelling
Whether you're launching a new product, promoting a clothing collection, or building brand awareness, I can help transform your ideas and product images into engaging visual content.
Let's turn your products into attention-grabbing videos that connect with your audience and help your brand stand out!