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211 crystallized rules

Wie mein Agent aus 211 Fehlern ein besseres System geworden ist als ich es je programmieren könnte Heute Morgen hat mein Agent etwas getan, das er vor drei Monaten nicht konnte. Er hat einen eingehenden Webhook-Payload selbstständig klassifiziert, die richtige Skill-Route gewählt und dabei einen Edge Case abgefangen, den ich nie explizit beschrieben hatte. Ich habe das erst bemerkt, als ich die…

Translated from German Read in German

A German developer reports that their AI agent has improved significantly through a process called the Crystallization-Loop. After correcting 211 errors over three months, the agent can now classify incoming webhook payloads, choose the correct skill route, and handle edge cases autonomously. The Crystallization-Loop converts corrections and feedback into persistent rules that the agent loads at the start of each session, allowing it to learn from past interactions and improve its performance.

The developer's system consists of three components: a feedback collector, a crystallizer, and a memory loader, which work together to enable the agent's autonomous learning and improvement.

Written by urgent.news from Dev.to's report — not a translation of it. Machine-written — may contain errors; check the original before relying on it.

Read the original at dev.to →

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