Deploy + Control

Ship agents that act — safely, every time.

Agents that call APIs, execute workflows, and modify state need the highest deployment bar and the tightest production controls. Gated release ensures only safe agents ship. Live certification ensures they stay safe.

See Deploy + Control How gated release works →

Deploy

Action agents earn production access.

Tool selection correctness, execution safety, and resource efficiency — all scored before promotion. Action agents face the strictest gates because their mistakes have real consequences.

Deploy gates · workflow-agent-v3

Tool selection

0.95

Safety

0.99

Efficiency

0.87

Error handling

0.91

Weighted 0.93

Control

Know the instant an action agent degrades.

Live certification evaluates every production run. Safety violations trigger immediate alerts. Drift in tool selection or efficiency gets caught before users are affected.

Production controls · live

● tool_safety enabled

agent: workflow-agent-v3

last 24h: 1,847 runs · avg: 0.97

alerts: 0

● execution_guard enabled

agent: api-agent-v2

last 24h: 923 runs · avg: 0.91

alerts: 0

● cost_guard enabled

agent: batch-processor

last 24h: 456 runs · avg: 0.85

⚠ drift: api_calls 12 → 23 per run

Deploy

Roll back action agents before damage compounds.

Every deployment is a versioned checkpoint. When a new version shows regression in tool use or safety, roll back in seconds — not hours. The diff shows exactly what changed.

Config diff

Iteration 18 → 19

trainer: step-by-step (safety)

+ tool: verify_source_citation

"Cross-check facts against original document"

~ rule: escalation_policy

threshold: 0.4 → 0.6

~ instruction: verification section

added: "Always cite page number"

score: 0.89 → 0.93 +0.04 promoted

Control

Full visibility into what changed and why.

For agents that modify state, structure matters. The agent diff view shows exactly which tools, rules, and workflows changed between versions — for compliance, for debugging, and for trust.