It separates semantic prompt constraints from hard pixel constraints, offers a quality gate that automatically rejects color matches that worsen boundary artifacts, and provides machine-readable reports for auditing edit integrity.
Deterministic pixel protection and verification for local AI image edits
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Harness Engineering is a methodology for improving coding agent outputs by carefully crafting the environment around them—providing curated context, tools, and executable constraints that encode an organization’s nonfunctional requirements and cumulative lessons.
A 28.9 million parameter language model runs on an $8 ESP32-S3 microcontroller entirely on-device, generating simple stories at about 9.5 tokens per second.
mimic captures traffic from any iOS or web app and automatically generates a Python client library that lets you call the app's API like a regular library.
