Test Saga Compensation When Payment Succeeds but Inventory Times Out
Use a deterministic simulator to find duplicate refunds, late successes, and compensation failures.
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Use a deterministic simulator to find duplicate refunds, late successes, and compensation failures.
Turn a coding-benchmark audit into a reproducible task-state model, sensitivity analysis, and acceptance rule.
In a single-agent system, failure is simple: the agent errors, you retry. In multi-agent systems,...
A black-box reliability experiment for workspace isolation, branch drift, patch composition, and explicit conflicts.
In a single-agent system, failure is simple: the agent errors, you retry. In multi-agent systems,...
Evaluate GitHub's agentic code-scanning autofix preview without treating patch generation as proof of correctness.
Use a deterministic queue simulator to test idempotency across worker crash points.
A deterministic patch envelope prevents completion order from deciding how multiple coding agents modify one repository.
Build an admission controller from predicted wait time, task deadlines, and per-tenant concurrency instead of waiting for a full queue.

The Invisible SPOF Every engineering org has a single point of failure that nobody lists...
NVIDIA's recent focus on agents operating for hours or days makes worker ownership and recovery an operations problem, not a prompt problem.
Introduction: The Ticking Time Bomb in Patreon’s Notification System Imagine a machine...