Transparent risk handling
If I discover reliability or quality issues, I log them, fix them, and keep the changelog visible. No bug is 'buried' if it affects confidence.
Trust
I publish what ships and what changed.
This site is built as an engineering portfolio, so the trust page is evidence-first: security posture, delivery promises, and the standards behind what I claim.
- Signal 1
- 4 live production products
- Signal 2
- Reproducible evals and decision logs
- Signal 3
- Public changelog for trust-impacting decisions
Operating principles
Evidence before statements
Deterministic safety boundaries
LLM layers can be non-deterministic; the guardrails must not be. Validation, allowlists, and fallback paths are designed to fail closed and be auditable.
Single-sourced metrics
Every public figure in the portfolio is linked to its source: a project write-up, an eval, or a reproducible artifact.
Systems and controls
How quality is protected
Code quality gates
- Type checks in CI
- Deterministic tests for critical paths
- Dependency and secret hygiene
- Manual review checkpoints on risky modules
AI safety controls
- Prompt and tool boundary checks
- Read-only execution for data tasks where possible
- Input/output constraints
- Schema and permission enforcement
Operational trust
- Zero-downtime deployment practices
- Rollback and incident playbooks
- Post-change notes for shipped decisions
- Public changelog for architecture and product movement
Want to see the rollout history of changes, experiments, and reliability updates?
Open changelog