Ted Tschopp — The Tschopp Collective
Reusable Patterns for Executive Communication
Deep dive into capability layers & enablement path.
Capability Deep Dive
Enablement Path
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<h3>Architecture</h3>
<p>Integrated model hubs & governed gateways.</p>
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<h3>Governance</h3>
<p>Transparent lifecycle & risk registry.</p>
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<h3>Enablement</h3>
<p>Developer productivity & ethical tooling.</p>
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| Option | Pros | Cons | Decision |
|---|---|---|---|
| Centralized Hub | Unified control | Potential bottleneck | ✔ Selected |
| Federated | Domain autonomy | Inconsistent standards | ✖ |
| Hybrid | Balanced governance | Higher coordination cost | △ Future Eval |
timeline title Execution Roadmap Q1 2025 : Governance Framework Initiated Q2 2025 : AI Gateway MVP Q3 2025 : Model Hub Integration Q4 2025 : Developer Enablement Rollout 2026 : Scale & Optimize
flowchart LR A[Intake] –> B[Risk Assessment] B –> C[Architecture Review] C –> D[Model Development] D –> E[Validation] E –> F[Deployment] F –> G[Monitoring] G –> H[Feedback & Improvement]
| KPI | Current | Trend | 2026 Target |
|---|---|---|---|
| Models in Production | 27 | ▲ +8 QoQ | 40 |
| Data Quality Score | 93% | ▲ +3pp QoQ | 95% |
| Avg Inference Latency | 142 ms | ▼ -11 ms QoQ | 120 ms |
| Automated Governance Coverage | 78% | ▲ +6pp QoQ | 90% |
| AI Adoption Rate | 64% | ▲ +9pp QoQ | 85% |
Arrows denote quarter-over-quarter movement. Latency measured P95. Governance coverage = % of models with automated policy & risk checks pre-deployment.
Bar / line chart can be embedded via generated SVG or canvas. Use accessible labels.
Example placeholder:
{
"releases": [5,8,11,13],
"riskCoverage": [55,60,73,95]
}
| Risk | Impact | Probability | Mitigation |
|---|---|---|---|
| Model Drift | High | Medium | Scheduled retraining triggers |
| Opaque Decisions | Medium | Medium | Explainability layer integration |
| Regulatory Change | High | Low | Adaptive policy rule engine |
“Strategy without governance is acceleration without brakes.”</blockquote>
— Ted Tschopp
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Team Introduction
<div class="fragment"><strong>Architecture Lead</strong><br>T. Tschopp</div> <div class="fragment"><strong>Data Steward</strong><br>A. Analyst</div> <div class="fragment"><strong>Risk Partner</strong><br>R. Manager</div> <div class="fragment"><strong>Dev Enablement</strong><br>D. Engineer</div>Call to Action
Align roadmaps with governance milestones.
Accelerate shared model reuse.
Embed observability earlier.
Thank You
Questions? Explore additional resources in the appendix.
Q&A
Discussion Points: Prioritization, Tooling, Resource Alignment.
Appendix
- Glossary
- Reference Architecture Diagram(s)
- Policy Frameworks
- Extended KPI Definitions