Stuffing the Context Window Is Making Your Agent Dumber: What the Research Says
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Disclosure: I maintain Lynkr , an open-source gateway that (among other things) compresses agent tool outputs — so I have a horse in this race. This piece, though, is about the research, and every number in it is cited to its primary source. There's an intuition almost every LLM user shares: more context = better answers. Million-token context windows are marketed as a capability. We paste in whole files "just in case." Our coding agents accumulate every grep result, every file read, every test…
1Key Takeaways
- Disclosure: I maintain Lynkr , an open-source gateway that (among other things) compresses agent tool outputs — so I have a horse in this race.
- This piece, though, is about the research, and every number in it is cited to its primary source.
- There's an intuition almost every LLM user shares: more context = better answers.
- Million-token context windows are marketed as a capability.
2AIWedia Score
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that disclosure: I maintain Lynkr , an open-source gateway that (among other things) compresses agent tool outputs — so I have a horse in this race.
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