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Karpathy's LLM Wiki Is Brilliant. The Access Problem Almost Killed It.
Karpathy's LLM Wiki Is Brilliant. The Access Problem Almost Killed It.
I built a wiki that auto-captures every Claude session. Getting other tools to read it required treating the wiki as a server, not a folder.
· 5 min read #llm#mcp#claude#automation#knowledge-management#claude-code
I Benchmarked Naive vs. Optimized Prompts Across 10 Job Roles. Here's What Surprised Me.
I benchmarked naive vs optimized prompts across 10 roles with PromptFoo. Sales jumped 3.02→7.86. Legal hit 410s latency. Cost is not quality.
· 7 min read #prompt-engineering#llms#data-engineering
The End of Cheap Tokens
AI compute is becoming a perishable resource. From the Qwen moment to Provisioned Throughput — how AI billing is evolving like airline tickets.
· 4 min read #ai-economics#system-design#ai-agent#outcome-based-pricing
A Data Engineer's Deep Dive into the MCP Toolbox
MCP servers fail in production not because models are weak, but because they lack the context human engineers rely on. Here is how to fix that.
· 7 min read #data-engineering#mcp#ai-agent#text-to-sql#system-design