[FEA] Heuristics use work estimates instead of time limits (#1069)#1122

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Pritiks23:feature/heuristics-work-estimate

Commits on Apr 18, 2026

[FEA] Heuristics use work estimates instead of time limits (#1069)
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Commits on Apr 20, 2026

Address review: derive work estimate from remaining budget, increment work_counter, respect time_limit
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