Beyond the Window: Managing LLM Context as a Budget
R3 · VALIDATE13 minThis course will teach you to identify and prevent 'context rot,' the measurable degradation of LLM output quality with increasing input length. You will master ForgeShift's 'context is a budget' framework, enabling you to apply specific management practices to build robust and predictable LLM-powered applications.
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Domain Expert
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Syllabus
1. The wrong mental model, and the right one
- The Myth of the Infinite Context Window
- Quantifying the Effective Context
2. The evidence: what the studies actually found
- Lost in the Middle
- Universal Context Rot
- The Distractor Paradox
3. The mechanisms (why it happens)
- Positional Bias and Attention Dilution
- Distractor Interference and Agent Accumulation
4. The management discipline: 'context is a budget, not a workspace'
- Curate, Don't Hoard
- Compact Finished Work
- Fan Out and Retrieve
5. Diagnose and fix (the skill)
- Symptom-Cause-Fix Loop
- Re-architecting for Context Hygiene