Tolics Engineering Mind

Software architecture, AI systems, and engineering insights

Just Enough

Sweden's concept of lagom — just the right amount — reveals how collective sufficiency creates societies where empathy becomes natural, not expensive.
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Defecting Toward Noise

Deep focus and extractable attention are fundamentally opposed objectives. The incentive structures and game theory behind why everyone defects toward noise.
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The Self-Validating Graph

Graph-based system models validate themselves through structural checks, semantic analysis, and automatic test generation from invariants.
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Code Is a Lossy Format

Source code is a lossy format that discards intent. LLMs expose this weakness. Graph-based models preserve meaning as first-class structure.
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