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The New Stack.

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Cited in hebel. today

  1. Developers debate whether agent memory needs a full log or a curated deskThe case for append-only logs. Tun Shwe, who leads AI at Lenses, builds agent memory as an append-only event log to preserve the full history of…
  2. Teams move bottleneck from code generation to verificationSoftware engineering teams are shifting their primary focus from code generation to rigorous verification as agent-driven pull requests now account for over 40% of all submissions.…
  3. Verifying agent behavior through simulation versus runtime guardrailsVerification via simulation. AWS built an emulator for its public API models, allowing autonomous agents to pin every behavior against a fidelity test that checks against…
  4. Auditing the technical and operational footprint of software investments
  5. Engineers pivot from prompt engineering to structured component manifests
  6. LinkedIn automates 40,000 weekly pull requests
  7. Build production agents or buy off-the-shelf tools
  8. Companies shift from AI adoption to economic outcomes
  9. Autonomous vulnerability discovery ends the two-week patch cycle
  10. Teams replace code review with automated intent verification

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