Jev in production › Model and agent routing
TalkOps
Jev routes agents in an open-source DevOps multi-agent framework; a real AWS FinOps audit session cost $0.36 (TalkOps).
- Use
- Model and agent routing
- Industry
- IT operations
- Form
- Open-source tool
- Stage
- In production
- Listed
- 2026-10-26
- Found via
- github
- Repository
- talkops-ai/talkops
- Stars
- 12
- Forks
- 2
- Last push
- 2026-10-26
- Language
- Python
- License
- Apache-2.0
The README opens with
Describe a task in plain language, or let an incoming alert start it. TalkOps works out the steps, checks each one before it runs, and tells you what it did. An open-source multi-agent framework for cloud, Kubernetes, Terraform, CI/CD, incident response, and cloud cost work. Run it in your terminal, in CI, or as a shared server for your team.
Quickstart · Why TalkOps · Smart Mode · Central Server · Webhooks · CLI Reference · Docs
Autonomous AWS FinOps Audit in Jev Smart Mode: Installing aws-finops-engineer via /plugins , auditing 17 AWS regions across 53 tool calls ( 1.1M tokens · 77% cache hit · $0.36 session cost ), and generating an actionable remediation report.
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For the project's own README, linking back here:
Also used for model and agent routing
- Hermes Jev Skills ~0.4 s per turn
- Jev Codex Router ≈ −60 %
- Quicksilver 86%
- Grok Bot Jev Router 13.0×
- Jevstiller 4,000
- jev-use ~230 ms
- JevAgentHarness 74
- ego-decision-layer 434ms