engblogs

Cloudy translates complex security telemetry across Cloudflare Email Security and CASB into real-time, human-readable guidance embedded in Phishnet and workflow, turning detections into actionable insights for end users and SOCs while reducing noise.

Cloudflare's Threat Intelligence Platform evolves into an ETL-free, edge-first solution that combines a sharded SQLite-backed architecture with edge GraphQL to deliver real-time threat visualization, automated defense, and a unified intelligence workflow.

An in-depth look at the 2026 Cloudflare Threat Report, explaining how attackers optimize throughput via Measures of Effectiveness (MOE), AI-driven methods, living-off-the-land cloud tooling, PhaaS, and cloud-based abuse, and how autonomous defense can drive MOE to zero.

Explores the inseparability of intelligence and judgment in AI alignment, proving the computational intractability of effective input and output filtering under cryptographic hardness assumptions and outlining practical mitigation and data-filtering implications.

A concise technical overview of grammatical gender as an abstract noun-class system, tracing its evolution from Latin to Romance languages and its implications for grammar and language learning.

A practical guide to shipping AI/BI dashboards at scale with Databricks Asset Bundles, applying production-grade discipline—versioning, CI/CD, review, and environment-aware deployment to safely develop, test, deploy, and rollback dashboard changes.

Nokia's Network as Code (NaC) integrated with Google Cloud's Gemini-powered agentic AI stack transforms network APIs into autonomous, intent-driven AI agents that observe, reason about, and optimize 5G networks at the edge through zero-code orchestration.

Building Reffy on Databricks: a RAG-powered, vector-search-enabled pipeline that consolidates thousands of customer stories into a searchable knowledge base via Lakeflow ETL, Unity Catalog, DSPy-driven agents, and a React/FastAPI frontend for instant, contextual insights at scale.

Meta details their migration from an internal FFmpeg fork to upstream FFmpeg, enabling parallel, multi-lane transcoding and real-time quality metrics to scale media processing and DASH playback across billions of uploads.

Nova Forge enables enterprise AI to specialize on proprietary data through data mixing, achieving strong in-domain performance while preserving general capabilities, as demonstrated by VOC classification and MMLU benchmarks.

Hybrid on-device speech-to-text paired with cloud semantic mapping enables accurate, low-latency voice-to-form data capture for Field Service Mobile in real-world conditions while preserving privacy and controlling costs.

A practical guide to configuring Amazon Bedrock Guardrails for safe, production-ready generative AI, covering content filtering, prompt attack prevention, contextual grounding, and strategies for multi-turn conversations and detection-mode testing.