Evolution Engine · running · gen 1
Watch your agent evolve, in real time.
Observe → assess → recommend → hot-swap → verify. Every loop locks in measurable improvements. No retraining. No downtime.
›_
Block any answer that gives a dose without patient weight.
1
Observe
Stream interactions from the MCP gateway.
2
Self-assess
Score reasoning, domain, safety, fluency.
3
Recommend
Pick the upgrade with the highest expected lift.
4
Hot-swap
Install via MCP with zero downtime.
5
Verify
Replay benchmark suite, lock in improvements.
Health Score
+0.2384.2/100
Precision
−0.0686.0%
Latency
−18.31119ms
Hallucination
+0.051.55%
Metrics over time
Last 12 ticks · live stream from the evolution loop
HealthPrecisionHallucination (lower=better)
evolution.stream
tail -f[t000] › Command received: "Block any answer that gives a dose without patient weight."
[t000] Routing to Evolution Engine…
Recent hot-swaps
zero downtimeNo installs yet this session.
MCP trace stream
Live from your agent over MCP · 0 client · 0 registry
- t+0gateway·MCP gateway connected · awaiting traces from client agent
Learnings from your agent
Extracted from client traces · feeds the next upgrade
- Waiting for the agent to emit enough traces to extract a learning…
Evolution summary
Snapshot derived from the live log. Updates every loop.
No upgrade events yet. Let the loop run a few cycles to populate the summary.
Run history
Last 0 runs on this browser. One click re-runs the prompt.
No runs yet. Send a prompt from the homepage examples or the live generator.
Want this in your stack?
Connect an MCP-compatible agent and SkillForge will start the loop automatically.