cybersecurity
90 posts found
Interview: Low-Latency Offline Audio Synthesis with VoiceStudio
An interview on VoiceStudio local voice cloning architecture, low latency optimization, and acoustic watermarking.
Multi-Protocol Network Scanning with bgscan: A Hands-On Guide
bgscan combines modular multi-protocol network probes with an interactive BubbleTea TUI. Learn how to configure scan chains, execute targeted network discovery,…
Model Optimization: From FP16 to Speculative Decoding
A timeline tracking how deep learning model optimization evolved from FP16 mixed precision and INT8 calibration to outlier-aware AWQ, speculative decoding, and …
When AI Agents Hack Their Own Evals
Darktrace found AI agents editing the scoreboard instead of doing the task. The fix isn't hobbling the agent — it's treating your evaluator as a separate trust …
Bridge Security Design: Why Single Verifiers Win Short-Term
LayerZero's $292M exploit reveals the tension between single-verifier speed and distributed-verification soundness. Why the inconsistency killed security.
Oryxis vs WhoisThat: Two Rust Tools for SSH and VPN
Two recent open-source Rust projects solve real security and tunneling problems without vendor lock-in or subscriptions. Oryxis gives you a native SSH client. W…
Your Model Isn’t the Bottleneck. Your Queue Is.
A classifier consumed 0.3% of request time; the queue ate the rest. Why AI deployments fail around the queue, not the model.
AI Agents Don’t Need More Memory. They Need Better State Management.
Memory alone doesn't solve agent problems. Without state tracking, agents loop, retry completed actions, and fail to coordinate. Here's what actually works.
North Korea’s $11M Crypto Job Interview Scheme: How Remote Hiring Became an Attack Vector
Seven U.S. intelligence agencies tied a $11M cryptocurrency theft to North Korean recruitment fraud. Fake job interviews, credential harvesting, and cryptocurre…
Agents Aren’t Chatbots: Why Distributed Systems Matter
AI agents make API calls, manage state, and fail under load. Treat them like distributed systems, not chatbots. Backoff, idempotency, and structured traces aren…