TUESDAY, JULY 14, 2026 48° E  /  GLOBAL TECH · SUMMARISED SUBSCRIBE
AI, business, devices, policy — global tech, summarised every 30 minutes.
AI · 1h ago

Empero AI’s Qwythos-9B-v2 Kills Looping Bug, Keeps 1M-Token Context

By Meridian48 News Desk · Summarised from DEV Community ·

Empero AI released Qwythos-9B-v2, fixing a looping issue that affected 6.7% of greedy generations, now reduced to 0%. The update uses Final-Token Preference Optimization (FTPO) with 2,000 preference tuples, preserving the model’s 1M-token context and reasoning capabilities. Benchmarks show stable or improved scores on MMLU (83.8%), ARC-Challenge (96.4%), and GSM8K (93.6%), with a slight dip on HumanEval (77.4%).

Meridian48 take
A targeted fix for a common LLM failure mode without sacrificing performance is notable, but the slight regression on coding benchmarks warrants scrutiny.
Read the full reporting
Empero AI Releases Qwythos-9B-v2: Addressing Looping and Enhancing Robustness in a 1M-Token LLM →
DEV Community
llm-updatemodel-optimization
More ai briefs
Go deeper on ai
AllAIStartupsBusinessDevicesPolicySecurityDev ToolsPakistan