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UNIMED emerges top 5 in technology challenge with Edu Sign AI

The University of Medical Sciences (UNIMED), Ondo State, has recorded a major breakthrough in the West African innovation landscape, as read more UNIMED emerges top 5 in technology challenge with Edu Sign AI

UNIMED emerges top 5 in technology challenge with Edu Sign AI

We haven't written up this one. BusinessDay Nigeria has the full story — the link below goes straight to it.

Read the original at businessday.ng →

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Verdict: Evidence-First Agent Harness for Reproducible Bug Fixes

Most flaky bug reports end in one of two places: "cannot reproduce" or a patch nobody can prove fixed the problem. Verdict enforces a stricter contract: bugs are innocent until reproduced.

  • Verdict demands concrete evidence before merging bug fixes
  • System consists of Hunter, Surgeon, and Insurance agents
  • Evidence ledger ensures transparency and prevents manipulation

Persona-Execution Separation: Why Governed AI Agents Need Two Trust Domains

Organizations deploying LLM agents face a structural conflict. They want agents to improve through interaction, refining instructions and tone as they learn user preferences.

  • Persona side handles agent's instructions, tone, and parameters
  • Execution side carries out tasks, maintains state, and interacts with sensitive data
  • Persona-Execution Separation (PES) creates two distinct trust domains

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