SVsupal vasaniinprobabilisticdebt.hashnode.dev·Apr 9 · 4 min readProbabilistic Debt: When Failures Become StatisticalWhat is Probabilistic Debt? In an LLM-assisted workflow, when implementing a feature, the model may not reuse an existing method if it is not close in the context window. Instead, it reimplements the 00
SVsupal vasaniinboundaryblindness.hashnode.dev·Dec 30, 2025 · 4 min readBoundary Blindness: Why LLMs Struggle with Encapsulation and ScopeIn physical architecture, walls separate rooms, dividing the functionality of a house.Similarly, in a codebase, we have logical distance. A file in src/utils is logically far from a file in src/features/billing. We seperate concerns so that authenti...00
SVsupal vasaniinflatcontextllm.hashnode.dev·Dec 24, 2025 · 3 min readFlat Context: How LLMs Lose Track of Software HistoryThe Problem: Context is a Graveyard In software engineering, having Git means we don’t just store code — we preserve its history. We know which decisions are current and which ones are legacy. Now in LLMs we use transformers, a neural network archite...00
