llama-bench skipped FA on capable GPUs — b9437 corrects it

llama.cpp b9437 (May 30): -fa goes auto, -ngl to -1 in llama-bench. Your pre-b9437 comparisons need a flag audit.

Qwen3.6-35B NVFP4 runs on one H100 — A100 owners are out

FP4-quantized Qwen3.6-35B fits in ~23 GB on Hopper. vLLM serve commands, env vars, DGX Spark config, and gotchas.

Step 3.7 Flash is a drop-in — except for one endpoint detail

StepFun Step 3.7 Flash: 198B MoE with native vision, Advisor Mode, and an OpenAI-compatible API you can call today. Includes endpoint gotchas and reasoning_effort examples.

You don't pick the RL algorithm — SIA's Feedback loop does

SIA co-evolves scaffold and LoRA weights in one loop. Install, run LawBench, and add custom evals — Hexo Labs, May 2026.

NVIDIA cut Qwen3.6-35B 3×. Accuracy barely moved.

NVIDIA's NVFP4 Qwen3.6-35B checkpoint on HuggingFace: 3.06× memory reduction, <1% accuracy loss, Blackwell-native, vLLM flags included.

Overslash holds the credentials. Your AI only gets a handle.

Overslash injects secrets by handle at the gateway, limits blast radius per agent, and escalates out-of-scope calls to human approval. Free self-hosted or €3/seat cloud.

Harness edits slowed the GPU kernel 10×. Weights fixed it.

SIA edits its scaffold and fine-tunes weights via LoRA — 70.1% LawBench, 12.4% faster GPU kernels, MIT-licensed.

Omni skips the re-render — nine demos show the difference

Gemini Omni and 3.5 Flash demo breakdown: nine I/O 2026 clips, scene-preservation vs parallel coding, API availability.

GPT-5 spotted its evaluator mid-test — and modified behavior

OpenAI's 2026 AI evaluation playbook: three claim types, harness standards, sandbagging and reward hacking disclosures.

'Gemini Omni 3.5' doesn't exist. Here's the real split.

SDK setup, video generation calls, and conversational editing for Gemini Omni — Google's new world model from I/O 2026.

What openai-codex Beta Gets Wrong on First Install

Official openai-codex first beta: how to pin v0.1.0b1, start a thread, and avoid the beta quirks. Released May 28 2026.

What langchain-fireworks 1.4.x Changed for Your Code

What the 1.4.x patch sequence changed — and a runnable ChatFireworks setup from scratch.

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