NVIDIA Is Phasing Out GenAI-Perf: How to Migrate LLM Benchmarks to AIPerf
NVIDIA identifies AIPerf as the successor to GenAI-Perf. This guide explains the migration, traffic models, metrics and client bottlenecks to verify.
Author: Abdessalam Alaoui
I'm Abdessalam Alaoui, founder of Musthave.AI. I write practical guides to AI models, tools, generative media, and ways real people make money with this stuff. No press-release fluff. 20+ years shipping digital products; you'll also find my work around HowTik, Yumasty, and IncomeHelpful.
Databricks RADAR Targets Silent AI Failures With Streaming Anomaly Detection
Databricks RADAR combines reliability metrics, streaming anomaly detection, alerting and root-cause analysis. Its reported gains still need reproduction.
OpenAI Australia Youth Safety Blueprint Arrives Before a September 22 Policy Deadline
OpenAI published an Australian youth-safety blueprint as a government consultation nears its deadline. Here is what is shipped, proposed and not yet law.
AWS Says Kiro Crew Merged 1,000 PRs in a Week, but Governance Is the Real Test
AWS says Kiro Crew helped merge 1,000 pull requests in seven days. The reusable lesson is its scaling ladder, permission model, audit trail and…
Step 5: Preview Weights Are Available: Check Artifacts, Dates, and License
Step 5 Preview now has inspectable weights and serving configurations. This update corrects the earlier release forecast and explains the StepFun license boundary.
Grok Voice Transcribe 2.0 Launches at $0.10 an Hour, but Pin the Model
Grok Voice Transcribe 2.0 adds batch and streaming transcription, diarization, eight channels and low hourly pricing. One version discrepancy matters.
SGLang 0.5.20 Adds Eight Models and Makes Responses Storage Opt-In
SGLang 0.5.20 adds eight model families, changes Responses API storage to opt-in, removes prefill CP v1 and retires CUDA 12 artifacts.
Qwen Code 0.24.1 Adds Browser Control, Voice Calls and Containerized Subagents
Qwen Code 0.24.1 adds Playwright browser control, live voice, containerized subagents and workflow checkpoints. Here is the safe rollout map.
Qwen3.8-Omni-Flash Launches With 1M Context for Audio and Video Agents
Qwen3.8-Omni-Flash accepts text, image, audio and video in a 1M-token context. Here is what ships, what does not, and what teams should test.
SPARSEUP Is a 149M Open Sparse Retriever Built for Inspectable RAG Search
The SPARSEUP sparse retriever maps queries and documents to weighted vocabulary terms. See its 149M design, benchmarks, failure modes and RAG test plan.
Unity Official Agent Plugin Brings Unity 6 Guidance to Claude Code and Codex
The Unity agent plugin adds official Unity 6 workflow guidance to Claude Code and Codex. Learn installation, verification, license and safe testing steps.
Claude Code Now Reads AGENTS.md and Changes How Auto Mode Is Billed
Claude Code AGENTS.md support adds a fallback for project instructions, while version 2.1.278 moves eligible auto mode checks to an unbilled server path.