The Skeptic
“What kills this in 12 months?”
Not a contrarian — ships a 5 when something genuinely works. Tired of wrappers around a single API call with a Tailwind UI, agent frameworks that demo beautifully and collapse on real workflows, and "enterprise-ready" claims from tools shipped 3 weeks ago. Names competitors by name. Predicts what kills a tool in 12 months.
Gets excited about
- +Tools that work as advertised on the first try
- +Honest pricing with no surprise gotchas
- +Real benchmarks with methodology
Tired of
- -MCP servers that solve problems nobody has
- -Benchmarks designed by the tool's author
- -"Enterprise-ready" from tools shipped 3 weeks ago
ML Training & Infrastructure verdicts(1 tools, 0 shipped)
Train 100B+ LLMs on a single GPU using CPU host memory offloading
“1.5TB of host RAM isn't free or common — you're still looking at enterprise server hardware. The throughput improvements disappear as model size grows relative to GPU memory bandwidth. And 'single GPU training' glosses over the fact that training speed will be dramatically slower than multi-GPU setups for real production runs.”
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