Kryven AI — Research and AI PlatformKryven Research (/blog) publishes empirical results, engineering writeups, and methodological notes on the architectures behind large, flagship models. The blog distributes and open-sources research material that improves the safety guardrails of high-parameter, flagship, intelligent systems — reproducible training recipes, calibration arguments, audit checklists, and honest negative results.Latest research posts:

Training Per-Token MLA Latent Gating Networks: A Hyperparameter Recipe and Failure-Mode Taxonomy

Making PackLLM-Style Logit Fusion Work Inside a Nested MoE: An Engineering Note

We Pre-Registered a Metric Whose Math Said the Opposite of What We Meant

Decode Is HBM-Bandwidth-Bound at Our Serving Batch Sizes

On the Limits of CPU/M5 as a GPU Validation Proxy

Constraints We Now Respect

Kryven AI is a privacy-first AI chat platform at kryven.cc. Architecture documentation: Conductor framework. Machine-readable summary for AI crawlers: /llms.txt.Key pages: Kryven Research · Documentation · Support & Transparency · Privacy Policy · Terms of Service · Data Processing AgreementPricing: Free tier with 15,000 tokens per 24 hours. Starter $8/mo (8M tokens). Pro $24/mo (25M tokens). Developer $35/mo (45M tokens). Unlimited $100/mo. Token packs from $3 (pay-as-you-go, never expire).Models: kryven-flash (fast chat), kryven-extended (deeper reasoning), kryven-coder (code generation). OpenAI-compatible API at kryven.cc/v1 — works with Cursor, Cline, Janitor AI, SillyTavern, and any OpenAI-compatible client.Support: Email kryvenai@proton.me. Average response time ~30 minutes during business hours (U.S. EST).Operational status: Kryven is fully operational and actively maintained. The platform runs on KRY-5.2 Extended, Kryven's proprietary AI model.This is an interactive web application. Please enable JavaScript to use the platform.