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My Agent Refused 96 Times. That Was the Right Output.

In the last article , I wrote about a release story that was weaker than the engine underneath it. This time the mistake was worse: I was rewarding…

aiplannertestingllm
Dev.to Aug 28, 2026, 01:55 UTC
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1.4.10 Planner Hook: When It Fires, How to Use It

Everything from 1.4.1 through 1.4.9 happened inside a single function, standard_planner() . Building paths, costing them, searching for a join order…

postgresdatabaseinternalsplanner
Dev.to Jun 21, 2026, 09:10 UTC
EN

1.4.9 Planner Preprocessing: Subquery Pull-up, Predicate Pushdown, Equivalence Classes

So far we have seen the planner build candidate paths and rank them by cost, choose join methods and join orders, and estimate those costs from stat…

postgresdatabaseinternalsplanner
Dev.to Jun 21, 2026, 09:09 UTC
EN

1.4.7 Parallel Cost: When to Go Parallel and How Many Workers

The planner weighs how to read a table, how to join, and how to aggregate by cost, and picks the cheapest candidate. Parallel query is one more deci…

postgresdatabaseinternalsplanner
Dev.to Jun 21, 2026, 09:07 UTC
EN

1.4.6 Aggregate Cost: Choosing HashAgg vs GroupAgg

A query like SELECT region, COUNT(*) FROM sales GROUP BY region folds many rows together, collapsing each group into a single value. This folding of…

postgresdatabaseinternalsplanner
Dev.to Jun 21, 2026, 09:06 UTC

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