128K Context Now Demands Hopper Hardware
FlashPrefill V2 reports 47.26x faster 128K FP8 prefill on H20. Here is the Hopper-only SGLang test path and the benchmark caveat.
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291 PUBLISHED ENTRIESYour Local LLM May Be Misconfigured, Not Dumb
Before downloading a larger checkpoint, debug your local LLM runtime. A wrong template, tiny context window, or bad sampler can make good weights look broken.
Live Code Is Powerful Until Your Agent Can Rewrite It
Autolith v0.35.0 can mutate a live Lisp runtime and recover after crashes. Here is the safe install boundary and the failure test worth running first.
Before you run parallel AI agents, add a local supervisor
Munder Difflin turns existing AI terminal CLIs into a local agent office. Here is the setup, the real safety boundary, and when the extra machinery is worth it.
Real-Time TTS Still Breaks at Six Requests Per Second
Nari Labs shows why real-time TTS is a scheduling problem: tuned engines can collapse under load even when one-request latency looks excellent.
Long AI Prompts Are a Bad Interface for Code
Huzzah replaces repetitive AI coding prompts with persistent pseudocode. Here is a safe, practical way to test the idea.
Static Checks Miss the PLC Bugs That Matter
SemaPLC shows why AI-generated PLC code needs live runtime tests, not just compilation. Here is the local verification loop worth copying.
Easy OpenClaw Installs Can Expose Your Whole Host
OpenClaw is easy to install, but its Gateway is a trusted control plane. Here is a safer single-user VPS setup with audit commands and clear stop signs.
16GB Is Enough for Qwen3.8 If You Pick the Right Quant
Unsloth Dynamic 3.0 makes 16GB Qwen3.8-27B deployments plausible, but only if you choose the quant for memory headroom and test real coding tasks.
The Open-Weight Wait Changes GLM-5.3's Value
GLM-5.3 looks impressive, but its missing weights and unsettled API change the decision. Here is who should test it now and who should wait.