Qumulus Wiki - Qumulus Technology

Secure Multi-Party Computation

Secure multi-party computation transforms secret data into harmless shares, allowing parties to compute joint results without ever exposing their inputs. From auctions to healthcare analytics, MPC is bridging trust gaps in an era where data privacy is non-negotiable. As frameworks become more accessible and hardware gets faster, MPC is set to revolutionize how organizations collaborate on sensitive information.

Data Clean Room

Imagine collaborating on customer data without ever swapping a spreadsheet. Data clean rooms use encryption and cohort-only outputs to keep raw records locked down. Start small, enforce strict rules, and uncover powerful cross-channel insights while staying fully compliant.

Model Weights

Model weights are the tiny volume knobs that define AI behavior, evolving from random guesses to razor-sharp decision-makers. In this post, we crack open the black box and show you how to initialize, tune, and compress these hidden parameters. Follow our tips, and you’ll transform your next model from decent to dazzling.

Fine-Tuning AI

Fine-tuning AI isn’t about retraining from scratch—it’s about whispering targeted skills into a pre-trained model. By mastering lean tuning methods and prioritizing data quality, you can boost performance on your tasks in a fraction of the time. Start small, validate often, and watch your AI go from generic to genius.

Inference in AI

Imagine your AI model taking its final exam—only this time, it’s graded on speed, not just smarts. Inference is that moment when all your training pays off, but the race truly begins. Mastering it means delivering answers before your users even blink.

Large Language Models

Large Language Models are AI powerhouses that read trillions of words to predict and generate human-like text. They drive everything from chatbots to automated content creation, transforming digital experiences across industries. While they promise unprecedented efficiency, they also pose challenges like occasional hallucinations and hefty computational demands.

Machine Learning (ML)

Machine learning is the hidden force powering personalized recommendations, smart assistants, and rapid medical diagnoses—all by spotting patterns in data instead of following rigid rules. From simple decision trees to complex neural networks, ML adapts itself to tackle fresh problems every day. Dive in with a small project and watch how a bit of data and code unlocks new digital possibilities.

Artificial Intelligence

Artificial Intelligence isn’t just code—it’s the secret engine powering innovations from chatbots to medical diagnostics. While today’s AI masters narrow tasks, the quest for a truly human-like mind drives relentless curiosity. By starting small and questioning every result, you can navigate this thrilling frontier with confidence.

FPGA

FPGAs let you redesign hardware on the fly, swapping in new circuits with a simple file upload.
They blend thousands of tiny logic cells, flexible routing, and built-in modules to deliver custom, high-speed processing.
Whether you’re prototyping tomorrow’s AI accelerator or patching hardware mid-deployment, FPGAs are your secret weapon.

Live Migration

Live migration isn’t just a neat party trick—it’s the backbone of modern, resilient clouds. By mastering pre-copy and post-copy techniques, you keep services humming through maintenance, failures, and surges. Ready to turn your data center into an agile, self-healing powerhouse?