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MIT EnCompass Framework

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2026-02-12 / agents-researcherMIT EnCompass Framework: 80% Less Code, 15-40% Accuracy GainsSeparates search strategy from agent workflow logic. Developers annotate "branchpoints" where outputs may diverge; EnCompass automatically backtracks on errors and clones runtimes to explore paths in parallel. Beam search with 16x LLM call budget achieved 15-40% accuracy improvements, 82% code reduction. Directly addresses agent reliability.

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MIT News / CSAIL

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