engblogs

Explores whether LLMs can reveal their internal answer distributions, introduces the SelfReflect metric to gauge faithfulness between summaries and beliefs, and shows that explicit uncertainty requires sampling multiple outputs to be truly transparent.

An introductory overview of Prism, highlighting its core concept, envisioned use cases, and potential benefits.

Building a production-ready agentic AI solution on Amazon Bedrock using Pushpay’s GenAI evaluation framework, featuring a golden dataset, domain categories, and rapid iteration to reduce time-to-insight from minutes to seconds and reach 95% accuracy.

End-to-end full-stack Dart on Cloud Run, pairing a Flutter Web frontend with a Dart backend and shared data models in a monorepo workflow for scalable, serverless deployment.

ML infrastructure updates for Dataflow introduce new GPUs/TPUs, flexible provisioning, ML-aware streaming, and right-fitting heterogeneous compute to optimize batch and streaming workloads.

Build an intelligent contract management solution that unites Amazon Quick Suite with Bedrock AgentCore to enable multi-agent AI collaboration for contract analysis, risk and compliance, dramatically cutting review cycles from days to minutes.

Agent Bricks Knowledge Assistant is now generally available, turning disparate enterprise data into accurate, source-grounded answers through a fully managed, source-aware retrieval and inference platform.

Detailed analysis of CVE-2025-8088 in WinRAR, exposing a path-traversal via Alternate Data Streams that drops payloads into the Startup folder for persistence and initial access, exploited by diverse state-sponsored and financially motivated actors with actionable IOCs and defenses.

Explores how enterprise AI agents are deployed with governance and evaluation, transforming databases into Lakebase and enabling supervisor-led, production-ready agent orchestration.

WhatsApp's production-scale Rust deployment strengthens media security across billions of devices by replacing C++ with memory-safe Rust, enabling cross-platform checks, fuzzing, and a defense-in-depth approach including Kaleidoscope and end-to-end encryption.

Porting a complete Matrix homeserver to Cloudflare Workers to deliver a serverless, edge-first, post-quantum, cost-efficient, globally low-latency solution with Durable Objects and D1 for secure, private messaging.

Explains Principled Coarse-Grained Acceptance (PCG) for Speculative Decoding in Speech, which verifies draft tokens against Acoustic Similarity Groups to boost acceptance and throughput while preserving intelligibility and speaker similarity.