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Prompts are programs. You wouldn’t write a complex program completely from scratch, in a big, soupy loop without subroutines, and then write it again the next time you wanted to run it. Why let your agent work that way?
A loader with level of detail
Borrowed from 3D rendering: level of detail. The loader shows more as it grows and strips back as it shrinks, so it reads cleanly at any size.
Loading states that bleed outside the window
Canary: a harm gate for agentic systems
Canary puts a small, auditable gate in front of agentic workflows so untrusted artifacts are classified before powerful agents act on them.
The Impact of Automated Repository Maintenance Assistance
https://github.com/githubnext/repo-assist-impact/blob/main/report.md
What happens when a proactive AI repository agent is deployed across 13 open source repositories? 578 issues closed, median 8x increase in issue closure velocity, and 10x in PR merge velocity — transforming largely dormant projects into actively maintained ones. The single most important factor? The rate at which human maintainers decide to act.

Agents are power tools
A practical mental model for agents, workflows, and human-machine systems in agentic engineering.
Agency is the New Resilience
Agents can power robust workflows by intelligently reacting to unexpected conditions, creating a new form of flexible resilience.