Why I trust Claude Code

The same is true for coding agents. Just like with a human developer, if you give your coding agent crappy instructions, if you don’t give it proper guidance, if you don’t take the time to...

How to spin Python’s challenges into AI gold

Here’s the uncomfortable truth about Python in the enterprise: The language is easy; the ecosystem is not. Most developers can write readable...

Unlocking LLM superpowers: How PagedAttention helps the memory maze

1. Memory fragmentation Internal fragmentation Systems pre-allocate a large chunk of memory for each request, assuming the maximum possible output length (e.g., 2048 tokens). However, if...

AWS is still chasing a cohesive enterprise AI story after re:Invent

Unlike Microsoft’s IQ stack, which ties agents to a unified semantic data layer, governance, and ready-made business-context tools, Nova Forge aims to provide enterprises...

LiteLLM: An open-source gateway for unified LLM access

The growing number of large language models (LLMs) from various providers—Anthropic, Google, Meta, Microsoft, Nvidia, OpenAI, and many others—has given developers a rich set...

Perplexity’s open-source tool to run trillion-parameter models without costly upgrades

The obvious answer would be Nvidia’s new GB200 systems, essentially one giant 72-GPU server. But those cost millions, face extreme supply shortages, and aren’t...
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