Jacob Silverman
AI Engineer — agentic systems, end-to-end
Summary
Ten years building data-intensive systems, the last four on AI: local multi-modal pipelines, agentic harnesses with evals and guardrails, and the deterministic engines they reason over. Full-stack throughout — the pipelines, the engines, and the surfaces people use.
Experience
Software Engineer · Self-employed
2020 – PresentVerify My Order — medical device prescription verification for a US retailer, built end-to-end as sole engineer. A companion Shopify app: orders don’t ship until a prescription is verified — a state machine that negotiates between doctors, patients and the retailer over multi-channel communications. Regulated-sector approval engine with legally binding response deadlines, scoped directly with the non-engineers who own the process. ~50 orders/day in production. https://verifymyorder.com · https://dimplecolor.com
Private REIT — three-statement financial model built end-to-end as sole engineer from general-ledger and budget data. Inherited a complex VLOOKUP-reliant Excel workbook; iterated across 4+ tech stacks to find the right fit: (1) Python + xlwings, (2) Google Apps Script, (3) MS Access + SQL Server, (4) MS Excel with Power Tools. The MS stack landed as the answer. The technology was the easy part; the hard part was change management — getting finance users comfortable with dates as a time-series column rather than a crosstab, the shape that enables slicers and that the Power Pivot columnar engine needs. Power Query replaced the VLOOKUP chain, feeding a star-schema data model; DAX composed the three statements; CUBE functions pivoted them back into the P&L and balance-sheet layouts users expected; Power BI on top.
Xero/MYOB sync utility (same client) — custom OAuth2 app and Basiq (AU bank-feed API) integrations on Terraform-managed AWS infrastructure (ECR, Lambda, S3, Secrets Manager, CloudWatch, Route53), with D3.js across the reporting surface for interactive visualisations over financial and operational data. Supplied the general-ledger and bank feed data that fed the REIT model.
Sales Engineer · STRV
2017 – 2018Sales engineering at a US software-development agency (New York) — scoping custom software builds and translating client requirements into project specs.
Software Engineer Intern · Atlassian
2014 – 2015Software engineering internship in the Jira/Confluence ecosystem, during my UNSW engineering degree.
Projects
Fairway (MIT): devtools for Claude Code
2026 — PresentGuardrails and devtools for collaborating coding agents. Nine small tools sharing one Go binary, one WAL-mode SQLite store and one MCP server — each extending a command Claude Code already ships. The guard rules intercept wide git operations (reset --hard, checkout ., force push) at the hook layer before one agent clobbers another’s uncommitted work. Pre-run interception, no shared state between sessions.
Ledger AI: forensic crypto and DeFi tax bookkeeping
2026 — PresentA multi-tenant TypeScript service that books crypto and fiat into a double-entry ledger. On-chain data via Inngest-orchestrated Solana blockchain pipelines; off-chain via Xero/MYOB sync (durable, retry-safe, per-tenant concurrency) and a Python/MLX agent harness for messy sources (bank statements, screenshots, CSVs). React Router v7, Postgres + Prisma (~120 tables, 18 schemas), multi-tenant via Postgres RLS as authorization. $1M+ reconciled last financial year across multiple on-chain and off-chain venues; hundreds of thousands of events. Same substrate feeds on-chain forensics. Rebuilt in TypeScript from a 2022 Python MVP as the schema stabilised.
Education
University of New South Wales
2012 – 2016Bachelor's Degree in Engineering (Electrical)
Tech Stack
Agentic AI / LLM tools · RAG / semantic search · Tool calling / function calling · Prompt & context engineering · Evals / structured output · Local LLMs (Llama, MLX) · Multi-modal ML (Whisper, Qwen3-VL, OCR) · Inference optimization (quantization, batching) · MCP · TypeScript · Python · Rust · React · Node.js · Remix / React Router · Next.js · Data viz / charting (D3.js, SVG) · Recharts · Tailwind · Radix / shadcn · Zod · PostgreSQL · Redis · SQLite / FTS5 · ORMs (Prisma, Drizzle) · Solana (Anchor, Helius) · On-chain forensics · Applied cryptography (HMAC, ed25519, OAuth2) · Xero & Stripe APIs · Inngest (durable workflows) · Docker · Kubernetes / Helm · Terraform · CI/CD (GitHub Actions) · Testing (Vitest, Playwright) · Sentry · GCP · AWS · Fly.io