3 papers
cs.AI2026
Invalidation Contracts for Cross-Episode Agent Memory
Michael Wu, Arquimedes Canedo
LLM agents that cache recovery suggestions from API errors can skip re-derivation in later episodes, spending fewer tokens and fewer model calls on constraints they have already le…
cs.SE2026
Architecture as Capability Equalizer for Coding Agents
Arquimedes Canedo
LLM-based coding agents generate complete software systems from high-level descriptions, yet little is known about how the format of architecture specifications affects the quality…
cs.SE2026
Oracles That Cannot Fail: Anchoring and the Expectation That Moves With the Fault
Arquimedes Canedo
A test oracle that obtains its expected value from the system it is judging cannot fail. If a fault moves measurement and expectation together the comparison cancels exactly, and n…