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Thoughts on AI-augmented development, open-source models, and the economics of shared infrastructure.

2026-03-15·syndicAI team

The Token Tax: Why Per-Token AI Pricing Is Broken for Power Developers

A single power developer burns ~1.5B tokens per month. At frontier API rates, that's $4,000–$6,600/month. We break down why token pricing is fundamentally misaligned with how modern inference infrastructure actually works.

pricing economics agentic-coding
2026-03-12·syndicAI team

Open-Source Models Have Crossed the Threshold

MiniMax M2.5, GLM-5, and DeepSeek V3.2 aren't just 'good enough' — they're rivaling Claude Opus on real coding tasks. The models are ready. The infrastructure to run them isn't. Until now.

models open-source benchmarks
2026-03-10·syndicAI team

The $20,000 Server Dream: Why Self-Hosting AI Is Harder Than You Think

Every serious developer fantasizes about running their own LLM server. We did too. Here's what we learned about the real costs, the hidden complexity, and the middle path that actually works.

self-hosting infrastructure gpu
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