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Dev.to

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20:19
2026-11-04
dev.to
ai-crawlers

Is your site invisible to ChatGPT? Check your robots.txt

A developer at IndieDaddy published a free AI crawler checker that reports whether a site's robots.txt allows or blocks each major AI bot, including OpenAI's OAI-SearchBot, ChatGPT-User and GPTBot, An…

19:41
2026-11-04
dev.to
ai-agents

Did the model fail, or did the environment?

A developer ran three fixed Python CSV-summing programs under Linux RLIMIT_AS caps to show that a MemoryError in an agent evaluation can reflect the runner's resource limits rather than a flawed solut…

19:37
2026-11-04
dev.to
large-language-models

KV-Cache Offload to NVMe vs Recompute: The TTFT Bill Comes Due

A developer's analysis compares offloading the KV cache to NVMe against recomputing it for long-context LLM serving, calculating that a 70B model with grouped-query attention needs about 0.31 MB of ca…

19:14
2026-11-04
dev.to
ai-agents

What compute do you need for RL training of LLM agents?

Nodus published a worked analysis of the compute required to run reinforcement-learning training for LLM agents, showing that GPU cost is driven by idle time while tool calls execute in CPU sandboxes.…

18:49
2026-11-04
dev.to
ai-agents

Managing Agent GPU Kernels: vLLM's Kimi K3 Fast-Track RFC

VLLM introduced a fast-track RFC for managing AI-agent-generated GPU kernels after a Kimi K3 optimization fused decode operations on NVIDIA GB300 GPUs, cutting the kernel count from 23 stock kernels t…

16:41
2026-11-04
dev.to
ai-tools

I Made My Original MAG Ecosystem Public

A developer has publicly released MAG-Ecosystem-Legacy, an MIT-licensed collection of PowerShell 7 tools and documentation built to organize AI-assisted development workflows by addressing scattered d…

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