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MihaiCiprianChezan / Agentic-First-Enterprises

A reference operating model for organizations where any role can be filled by a human or an agent, every process is built for agents first, and every flow can be paused, adjusted by a human, and resumed.

Why this job: works in the areas we cover, but does not say which job it does

The-Agent-Native-Enterprise

What it does

  • Watch the behavioral health of the other roles. This covers drift from goals, hallucination, degraded quality, looping, runaway cost, and policy violations.
  • Contain the running flow. Quarantine a flow that loops, that spirals on cost, or that approaches its budget cap. Roll it back to a known-good checkpoint. This is the continuous enforcement arm of the budget guardrails and loop guardrails of
  • Maintain the live instance. Adjust configuration and prompts. Reset or restart from a known-good checkpoint. Fail over *provisionally* to a registered known-good implementer or version that is already authorized for the Role. The registry t
  • Act on the regression alerts of the Auditor (§11). When the Auditor rates a version as a regression, the Steward is the role that performs the rollback.
  • Quarantine a drifting role-holder and flag it for human takeover before it causes harm.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 58 days ago
Stars
151
On GitHub
Licence
CC-BY-4.0
Read the terms
Downloads for
None listed
No release files
Latest version
None yet
No releases
Built with
Not stated

Is it looked after?

Contributors
1
Last 90 days
Issues
None
No issues filed
Pull requests
6 merged
0 waiting
Releases
None
Never published
  • No contributing guide
  • No security policy
  • No code of conduct
More: topics and project record

Topics

  • ai-agents
  • ai-agents-automation
  • ai-agents-framework
  • enterprise-ai
  • enterprise-architecture
  • llm
  • multi-agent-systems

Project record

  • JobOther AI tools
  • StatusListed
  • Commits23
  • Forks0
  • Watching0
  • Stars in 28 days-1
  • CreatedJun 25, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 7, 2026

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