AVA is a self-hosted, open-source AI voice agent that integrates with legacy Asterisk phone systems via ARI, supporting multiple STT/LLM/TTS providers (both cloud and local) with advanced barge-in detection and adaptive audio transport orchestration to bridge SIP/RTP with modern WebSocket streams.

This article covers China's approval of a new 'ethnic unity' law mandating Mandarin language instruction for all minorities from pre-kindergarten through high school, which critics argue will suppress minority languages and cultures while Beijing frames it as promoting integration and economic opportunity.

Analysis of AI cost economics and token compression impacts, arguing that subsidized AI pricing masks unsustainable burn rates and that efficiency improvements could trigger a demand surge with significant market consolidation effects.

This article argues that military AI adoption follows fundamentally different dynamics than civilian AI deployment—characterized by strategic competition, externalized failure costs, and top-down acceleration mandates—making it an 'abnormal technology' that requires distinct governance approaches rather than being treated as a gradual, market-driven innovation.

This article is not related to cybersecurity, information security, or offensive security research. It appears to be about banking regulation and capital requirements.

Qodo's research team published a standardized code review benchmark evaluating AI tools on realistic defects injected into production PRs, finding their tool outperforms Claude Code Review by 12 F1 points in recall while maintaining equivalent precision at 1/10th the cost.