start with the workflow
listen to the operator
name the constraint
map the handoffs
find the failure points
make the work visible
start with the workflow
listen to the operator
name the constraint
map the handoffs
find the failure points
make the work visible
ship the smallest useful system
design for recovery
verify in production
measure what matters
document the why
stay through adoption
ship the smallest useful system
design for recovery
verify in production
measure what matters
document the why
stay through adoption
automate the repeatable
keep judgment human
build for the next operator
reduce the maintenance burden
leave a clear trail
improve from real use
automate the repeatable
keep judgment human
build for the next operator
reduce the maintenance burden
leave a clear trail
improve from real use
- AI Orchestration & Integration
- LLMs (Claude, ChatGPT, Gemini) · Agents (Codex, Claude Code, OpenCode, Pi, Hermes) · MCP
- Data Engineering & Cloud
- Databricks · Snowflake · PySpark · Python · SQL · Delta Lake · GCP · dbt
- Commercial & Pharma Analytics
- HCP Targeting · Field Force Analytics · Omnichannel Strategy · Reporting · Master Data Management
- Development & DevOps
- TypeScript · React.js · Node.js · Git · GitHub · Docker · VS Code · Databricks · Jira