GigaChat 3 Ultra vs. Fluency SIEM

GigaChat 3 Ultra is a breakthrough open-source LLM, offering 702 billion parameters built on an advanced MoE architecture that keeps computation efficient while delivering frontier-level performance. Its design activates only 36 billion parameters per step, combining high intelligence with practical deployment speeds, even for research and enterprise workloads. The model is trained entirely from scratch on a 14-trillion-token dataset spanning ten+ languages, expansive natural corpora, technical literature, competitive programming problems, academic datasets, and more than 5.5 trillion synthetic tokens engineered to enhance reasoning depth. This approach enables the model to achieve exceptional Russian-language capabilities, strong multilingual performance, and competitive global benchmark scores across math (GSM8K, MATH-500), programming (HumanEval+), and domain-specific evaluations. GigaChat 3 Ultra is optimized for compatibility with modern open-source tooling, enabling fine-tuning, inference, and integration using standard frameworks without complex custom builds. Advanced engineering techniques—including MTP, MLA, expert balancing, and large-scale distributed training—ensure stable learning at enormous scale while preserving fast inference. Beyond raw intelligence, the model includes upgraded alignment, improved conversational behavior, and a refined chat template using TypeScript-based function definitions for cleaner, more efficient interactions. It also features a built-in code interpreter, enhanced search subsystem with query reformulation, long-term user memory capabilities, and improved Russian-language stylistic accuracy down to punctuation and orthography. With leading performance on Russian benchmarks and strong showings across international tests, GigaChat 3 Ultra stands among the top five largest and most advanced open-source LLMs in the world. It represents a major engineering milestone for the open community.

Fluency simplifies the fulfillment of your responsibilities. It offers real-time log processing capabilities with thousands of rules operating at once, enabling you to oversee every aspect of your logs in real-time instead of relying on scheduled searches or manual input. With our support, achieving your SLA targets will be a straightforward task! Fluency is distinguished as the sole SIEM that is fully compliant with Sigma rules, which are the established open-source standard for SIEMs. It can execute multiple Sigma rules concurrently without any loss in performance, ensuring there is no need for rule conversion or selection reduction. This capability allows for immediate data analysis upon entry into the system, leading to instant alerts and eliminating any mean time before detection (MTTD). Furthermore, Fluency aligns perfectly with the functionalities offered by Sigma, allowing your analysts to tap into the vast open-source community of researchers dedicated to log analysis, enhancing their insights and operational efficiency. This creates a powerful ecosystem for continuous improvement in log monitoring and incident response.