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VQV Signal

RESEARCH SOURCE-BACKED TECHNICAL

Assurance Envelopes for Autonomous Coding Agents: Minimum-Cost Evidence for Software Change

When a coding agent returns to existing software, it inherits evidence from earlier engineering work: tests, type checks, proofs, static analyses, and traces. Reloading all of it is wasteful, but dropping a piece the change depends on can leave a required pro...

Source: arXiv · arxiv.org Published 2026-09-14T20:06:46+00:00 Detected 2026-09-16T01:19:19+00:00
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When a coding agent returns to existing software, it inherits evidence from earlier engineering work: tests, type checks, proofs, static analyses, and traces. Reloading all of it is wasteful, but dropping a piece the change depends on can leave a required pro...

When a coding agent returns to existing software, it inherits evidence from earlier engineering work: tests, type checks, proofs, static analyses, and traces. Reloading all of it is wasteful, but dropping a piece the change depends on can leave a required property unsupported. Given the properties a change must...

Signal Strength 95% Technical label SOURCE-BACKED Public Interest 21 Category RESEARCH Reader Depth TECHNICAL

Signal Strength reflects source quality, relevance, freshness and evidence. Public Interest helps organize discovery; it is not proof of truth.

Public Interest components
Recognizable Entity Score 0 Practical Impact Score 8 Novelty Interest Score 48 Consequence Score 30 Curiosity Score 16 Shareability Score 38

VQV surfaced this signal because it is recent, relevant to AI Coding Tools, connected to arXiv.