The Lab Blog
Practical insights on AI strategy, workflow automation, and building systems that save time for your business.
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May 21, 2026|1 min read
Failures should leave receipts
When a failed run leaves no trail, teams spend more time reconstructing the problem than fixing it.
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May 21, 2026|1 min read
Retries should not start from scratch
Teams lose time when failed runs come back as blank slates instead of carrying forward the last useful state.
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May 20, 2026|2 min read
Recurring work should remember its last run
Teams waste time when routine work starts from scratch instead of carrying forward what changed, what failed, and what is still open.
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