Automation
CLI-first tools, internal workflows, structured execution, state, and validation.
Focus
Technical work grounded in usable workflows.
My current positioning is centered on Python automation, applied AI, document workflows, and analytical infrastructure. I work best on systems that need inspectability, repeatable execution, and clear operational value.
Applied AI
Responses API integrations, structured outputs, retrieval flows, and grounded review.
Analytical Systems
Market-data processing, alerting, monitoring, and operator-facing reporting.
Selected Work
Cost-Aware AI Coding Orchestrator
Proposed multi-agent coding system that routes routine implementation to cheaper models while enforcing budgets, retries, validation, Git checkpoints, and escalation.
- Cost and timeout controls
- OpenCode builder workflow
- Controlled model escalation
Reliable AI Agents
Technical note on constrained agent design: deterministic software for rules and validation, focused LLM use for ambiguous language and reasoning tasks.
- Controlled orchestration
- Rules and permissions
- Code-first reliability
Lead Intelligence Engine
Python CLI workflow for finding, enriching, scoring, and reviewing business leads before manual outreach, with structured OpenAI analysis only on qualified rows.
- Google Places plus website enrichment
- Deterministic scoring before LLM use
- Human-reviewed outreach preparation
Custom KPI Trend Reports for Marketing Agencies
Frontend-only demo of a custom reporting workflow that cleans exported marketing CSVs, flags anomalies, and drafts client-ready KPI summaries for human review.
- CSV-to-report workflow
- Trend summaries and anomaly flags
- No-access-first demo
AI Orchestrator
Terminal-first Python orchestration for bounded coding-task workflows with planning, execution, review, and resumable state.
- Structured outputs
- Inspectable execution
- Workflow reliability
Legal RAG Pipeline
Document-ingestion and retrieval workflow with metadata persistence, validation, and reviewable question-answering over indexed legal materials.
- Retrieval workflows
- Document processing
- Cost-aware controls
ask-cli
Lightweight CLI utility around the OpenAI Responses API with local-file input, attachments, and retrieval-oriented document workflows.
- Local-first ergonomics
- Reusable terminal workflows
- Practical AI tooling
Market Data Analysis And Alerting Infrastructure
Python-based analytical infrastructure for market-data ingestion, time-series processing, monitoring, charting, and operator-facing alerts.
- Canonical history handling
- Monitoring and alerting
- Reviewable analytical support
Best Fit
Where I create the most value.
The strongest fit is technical work where implementation quality matters more than hype: workflow automation, retrieval systems, AI evaluation, technical operations, and documentation-heavy problem spaces.
Good match for
- Python automation and workflow engineering
- Applied AI and retrieval pipelines
- AI evaluation, review, and QA workflows
- Internal tooling for documentation-heavy teams
Contact
Available for remote work and focused consulting.
If you need Python automation, retrieval workflows, or structured AI review support, email is the fastest way to reach me.