
· Strategy
The Context Window ROI: Why RAG is a Tax on Reasoning
At $5 per million tokens with Gemini 2.5 Pro, the context window is no longer a scarcity. It is an asset class. It is time to rethink the true cost of RAG pipelines.

At $5 per million tokens with Gemini 2.5 Pro, the context window is no longer a scarcity. It is an asset class. It is time to rethink the true cost of RAG pipelines.

Preventing infinite recursion loops in reasoning chains with robust circuit breakers.

Why Agent-to-Agent (A2A) interactions and Side Effects require a 'Two-Phase Commit' for safety.

Chains are brittle. We need a shared state object for robust multi-agent reasoning.

Using a 'Draft' model costs 10% more VRAM but saves 50% Latency. Here is the mechanics of the gamble.

Why selling outcomes vs. selling seats changes your margin profile entirely.