

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.


LangGraph supports cycles natively, allowing for complex multi-agent loops and iterative reasoning. Learn how to safely implement cyclic graphs, critique loops, and prevent infinite execution.


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.


See how speculative decoding performs for single-batch requests on an NVIDIA A100. We analyze acceptance rates, latency, and the mechanics of the draft model gamble.


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