Kedis ku xidhan hagaha · Dhexdhexaad Heerka

Kediska Maareynta Taariikhda Sheekooyinka

Tijaabi goynta iyo soo koobida duubista, sida isu-uruurinta wakiilka iyo nadiifinta natiijada qalabku u shaqeeyaan, iyo sababta xadka ku salaysan calaamaduhu muhiim u yihiin.

Wadooyinka haga ee la xidhiidhaIs-waafajinta Macnaha guud iyo Taariikhda Wada-sheekeysiga
Su'aal 1 ee 8

Why do long chat sessions become steadily more expensive?

Horudhac su'aal kasta8 su'aalo

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

  1. Why do long chat sessions become steadily more expensive?
    • The model stores a copy of the chat on every server
    • Providers bill by the number of days a chat stays open
    • Most chat APIs are stateless, so every request resends the full conversation so far
    • The model retrains itself on each new message
  2. What is the main weakness of sliding-window truncation?
    • It forgets early facts, such as constraints the user stated at the start
    • It is the most expensive strategy
    • It requires a second model to run
    • It rewrites the system prompt
  3. Which risk is specific to rolling summarization?
    • Summaries cannot be generated by language models
    • It increases the number of tokens per request
    • It only works with image inputs
    • Summaries lose detail, and errors can compound when a summary is summarized again
  4. What does compaction typically produce in agent tools?
    • An empty history with no information carried over
    • A structured handoff of goal, progress, decisions and open problems that seeds a fresh context
    • A full copy of every file the agent has opened
    • A newly fine-tuned model
  5. Why is clearing old tool results so effective in agent sessions?
    • Large outputs from searches, file reads and commands are often the biggest token consumers and are rarely needed again
    • Tool results are always incorrect
    • APIs forbid tool results after the first turn
    • It makes the tokenizer run faster
  6. Why should thresholds be based on token counts rather than message counts?
    • Messages cannot be counted programmatically
    • Tokens are free, while messages are billed
    • A single tool result can outweigh many chat turns
    • Providers bill only by message count
  7. When clearing a tool result, why replace its content instead of deleting the message?
    • To make the history longer
    • Many APIs reject a history in which a tool call has no matching result
    • Placeholders make the model more creative
    • Replacing content encrypts it
  8. According to the guide, where does continuity in a long session actually come from?
    • The model's permanent memory of all past chats
    • The GPU's internal cache
    • The user's web browser
    • What the application chooses to resend or retrieve