Which artificial capability deserves the work?
Compare generations in context, validate performance differences and produce evidence-backed allocation decisions.
Bring your agents.
Agents built on different models, runtimes and enterprise platforms are admitted without rebuilding them. XCOUNTRY normalizes what enters — not how it was built.
Genome Passport
Every admitted agent receives a passport that records its model identity, instructions, memory architecture, tool contracts and capability claims — the minimum an evolving population needs to compare like with like.
Context Cell
Champion and challenger generations are compared inside a shared Context Cell: the same capability, the same situation class, the same authority and resource constraints. Fitness only means something relative to a fixed context.
Trust controls eligibility. Evidence controls decision quality.
Agent trust ladder
Trust controls eligibility and authority. Performance still has to be earned.
Evidence trust ladder
Telemetry becomes decision evidence only after context, provenance and attribution checks.
New models create challengers. Evidence creates champions.
Capability: Supplier Risk Intelligence
G7
Champion
- Mature phenotype
- High reliability
- Higher cost
Current share
Recommended share
+ strategic niche
G12
Challenger
- New frontier model
- Lower human attention
- Higher average quality
Current share
Recommended share
G9
Diversity Challenger
- Different provider/runtime
- Strong under high uncertainty
Current share
Recommended share
uncertainty niche
The newest generation can win. The older generation can remain the best specialist. The city preserves evidence, not fashion.
v0.2 recommends allocation and lifecycle actions under human governance. Production enforcement remains gated.
There is no universal best agent.
Fitness belongs to a capability, a situation and an operating context.
Before replacing an agent, understand why it failed.
A weak outcome may come from the model, genome, data, tools, access, authority, task assignment, orchestration or environment. XCOUNTRY separates performance from attribution before lifecycle decisions are made.
No punishment without attribution.
Adapt, specialize, recover, or leave the active population.
Lifecycle is governed by evidence, attribution and policy. Failure can originate from the agent, model, data, tools, authority, orchestration or environment. Selection follows diagnosis.
Human Gate
Recommendations do not execute themselves. Task-share changes, lifecycle transitions and anything irreversible pass through a human gate — v0.2 recommends under human governance; production enforcement remains gated.
The long-term asset is the history of what works under real organizational complexity.
Every city becomes more informed about which artificial capability configurations create value in its own environment.