84% of agent context was noise: How I fixed it

hheadshott · reddit · 2026-08-27

After measuring his coding agent's context for a week, the author found that 84% of the token count was useless command output noise (e.g., 47k tokens from cargo test where only 669 bytes were useful).

Key learnings:

Filter at execution time: Cost is paid once data is in the transcript.
Bounded output must name what was dropped: Silent truncation is worse than long output.
Attribution > Compression: Savings numbers are meaningless unless one component owns the ledger.
Agents route around friction: The efficient path must require less judgment than the bypass.
Never fake a zero: Report "unknown" if the ledger is unavailable.

Result: Delivered tokens reduced by 84% (284,996 -> 44,400) across 14 cases, preserving run records and checksums.

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84% of agent context was noise: How I fixed it

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