llama.cpp b11404: How to Test Metal Speculative-Decoding Gains
Test llama.cpp b11404 on Apple Silicon: Metal kernel eligibility, reported DFlash2 gains, and a four-run comparison of serial and speculative decoding.
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Notes on building reliable AI products.
llama.cpp b11402: How to Evaluate Long-Context Prefill on DGX Spark
A DGX Spark test plan for llama.cpp b11402: check FlashAttention eligibility, compare microbatches and validate real-server latency before upgrading.
Google Antigravity May Preview Retirement: Gemini API Migration Checklist
Google lists October 5 for the May Antigravity preview retirement. Check the replacement agent ID, file-tool changes, token budgets and task completion.
SGLang 0.5.21: Prefill–Decode Role-Switch Acceptance Checklist
An operator checklist for SGLang 0.5.21 role switching: qualify support, drain traffic, check graph headroom, verify execution and plan cache recovery.
llama.cpp b11401: Router-Mode Fix and Upgrade Checks
llama.cpp b11401 separates router child commands from logs. See who should upgrade and how to check downloads, model readiness, shutdown and logging.
llama.cpp b11400: How to Test Mixed Text and Embedding Batches
Evaluate llama.cpp b11400 mixed inputs: architecture gates, non-causal batch sizing, API steps and the limits of current multimodal server integration.
llama.cpp b11398: When x86 CPU Vision Workloads Benefit
Check whether llama.cpp b11398’s tinyBLAS K-tail support benefits your CPU vision workload, interpret reported timings and plan a controlled upgrade.
llama.cpp b11393 Fixes Tool-Call Parser Use-After-Free
llama.cpp b11393 clears a stale tool-call pointer. See which parser configurations warrant an upgrade and why the earlier b11390 CUDA fix is separate.
llama.cpp b11390: CUDA MoE Memory-Fault Fix and Upgrade Guide
llama.cpp b11390 corrects CUDA MoE buffer padding. Identify relevant deployments, pin the fix and validate real workloads without assuming a speedup.
Security-One 27B: When to Use It for Agent Security Triage
Evaluate Security-One 27B for agent security triage: reported detection tradeoffs, API pricing, self-hosting requirements and a review-only pilot plan.
llama.cpp b11387: N-Gram Speculative Decoding Upgrade Guide
Check whether llama.cpp’s n-gram regression affects your deployment, what b11387 fixes, and how to validate acceptance and latency before upgrading.
Codex CLI 0.162 Alpha 12: Tool Catalog and MCP Approval Checks
What to test in Codex CLI 0.162.0-alpha.12: tool visibility, MCP approval routing and Windows daemon fixes, with proposed staging criteria.