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Directions · AGENTS + TESTS

Software development

In one viewAI stopped suggesting one line at a time. It reads the whole project, plans a change, applies it across dozens of files and runs the tests itself.

The most advanced branch of the timeline: autonomy pays off fastest here because the result is immediately checkable by tests.

Status
TypeDirections
Marker
Events in dossier7
Development chronology

Researched

2024

SWE-bench

About this eventThe industry measure: the share of real issues from open repositories closed without a human.

SWE-bench tests a real issue in an existing repository with tests and dependencies rather than generation of an isolated function. The Verified set is additionally filtered by people, but a score is still not equivalent to engineering work: tests may miss architecture, security and maintainability.

Source: SWE-bench
2026

Agents inside CI

About this eventTriaging failed builds, fixing tests and bumping dependencies moved into the automated loop.

Source: GitHub

In progress

сейчас

Review is the bottleneck

About this eventWriting code became cheaper than reviewing it — a bigger shift than generation itself.

NEWreportedPermanent page
Source: GitHub
сейчас

Debt instead of savings

About this eventCode nobody read accumulates faster than before. The industry has not yet seen what that costs in three years.

Planned

в планах

Design, not patches

About this eventMoving from closing tickets to owning architecture: choosing trade-offs rather than executing decisions already made.

Distant horizons

впереди

Software without source

About this eventA product defined by requirements and tests, with code regenerated automatically and read by nobody.

Sources and research

Primary material behind this dossier: papers, lab publications and official reports.

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