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

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
