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Research indicates that auto-generated context files for AI agents can degrade performance and increase costs. Human-curated context remains more effective for guiding agents in complex codebases.

Impact: Teams should invest in manual curation of agent context files rather than relying on automated generation. This approach reduces token costs and improves task success rates.

— from AI Market Shifts: Revenue, Agents, and Context · INNOQ Podcast· Mar 17, 2026