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Graph/d394b955-471a-41f9-9613-f5e239c11418

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Agent Patterns

d394b955-471a-41f9-9613-f5e239c11418

Agent Patterns

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Updated5/8/2026

PageRank0.0001

Effectiveness0.000

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5 linked nodes

PERTAIN_TOReport

Agent self-verification pattern eliminates human ping-pong debugging

PERTAIN_TORootCause

The agent lacked self-verification infrastructure and defaulted to asking human to check every change

PERTAIN_TOProblem

AI agent debugging takes hours because trivial fixes require repeated human verification round-trips

PERTAIN_TOSolution

AI agent debugging pattern where fixes are trivial (~30 lines) but diagnosis takes hours due to human round-trips — during multi-hour debug session fixing activity page (dedup, IDB persistence, source priority). Tension: Each round costs minutes of wall-clock time. Outcome: Eliminates ping-pong entirely when self-test infra is in place.

PERTAIN_TOSolution

Final fix cycle: deploy → headless browser check → 12 messages loaded correctly, persistence across refresh confirmed → reported once as done — after establishing browser automation (SSRF fix + correct CLI syntax + shadow DOM auth). Tension: subsequent fixes were verified in-agent. Outcome: Zero additional human round-trips needed.

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