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Measured implementation, context architecture, and local stacks.
Teams burn 30-40 minutes per Claude session re-explaining what they already knew. A three-tier memory system that makes output compound instead of plateau.
The problem was never the window size. It was context rot - performance degrades as conversations fill, not because the model forgets, but because signal drowns in noise.
An arXiv paper documented a Claude Code project with 26,000 lines of context architecture - more instructions than actual code. Their agents stopped hallucinating.
Everyone says 'fix prompts' - in practice, the bottleneck is shell init, hook chains, and context drift. A measured pass cut zsh startup from 1.794s to 0.386s.
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Implementation notes on reliable systems, local stacks, and the controls behind repeatable delivery. Hands-on later: packages from $3K.
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