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867 postsIntel Arc B70 32GB Runs Qwen3.6-35B-A3B at 130 t/s via Vulkan
Benchmark: Intel Arc Pro B70 32GB runs Qwen3.6-35B-A3B via llama.cpp Vulkan at ~130 t/s (4-bit, 262k ctx) and ~69 t/s hybrid 8-bit offload.
Testing LLMs Like Software: A Promptfoo Deep Dive for QA
A production-level guide to testing LLM systems with Promptfoo: versioned evals, deterministic checks, judge-model bias, and provider benchmarking.
RSL: Machine-Readable Licensing Beats Blocking AI Crawlers
RSL lets publishers license content for AI training with machine-readable XML instead of blocking crawlers — namespace, carriers, and 402 enforcement explained.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comXDP BFD Integrates with Stock FRR, Eliminates Flaps Under Stress
XDP-based BFD now integrates with stock FRR bfdd, cutting flaps to zero under stress and uncovering upstream FRR and kernel bugs along the way.
Sophos study: AI coding agents look like attackers to a SIEM
Sophos telemetry shows Claude Code, Cursor, and Codex trigger SIEM alerts for credential access and evasion during normal, benign operation.
Kubernetes DNS on AWS, Part 2: The Hidden ztunnel Layer
EKS DNS timeouts traced to Istio ambient mode's ztunnel DNS capture, a hidden layer that mimics NodeLocal DNS failures — fixed with one annotation.
How a hijacked npm preinstall hook delivered a silent infostealer
A hijacked npm package used a preinstall hook to drop a cross-platform Rust infostealer, exposing risks in unattended and AI-agent-driven installs.
FlowOptimizer: Learning to Optimize via Unfolded Flows
MIT and Boston University researchers unveil FlowOptimizer, a flow-based learning-to-optimize framework that outperforms classical and learned optimizers by orders of magnitude.
Partial Prerendering in Next.js: Static Shell, Dynamic Stream
Next.js's experimental PPR feature serves a static HTML shell instantly from the CDN while streaming dynamic Suspense sections from origin in the same response, replacing ISR tradeoffs.
How homoglyph attacks slip past LLM guardrail filters
Jailbreak prompts written with Cyrillic and Greek look-alike characters easily bypass naive keyword filters. The fix: normalize text before matching, not after.