AI & LLM
What Amazon Kiro Crew Means for Async Agents
Kiro Crew is AWS Kiro's open-source async agent workspace: schedules, memory, approvals, and audit logs so coding agents keep working after you leave.
Oct 284 min
Director of Product, AI @ Sprouts.ai
Building AI that scales.
I build enterprise AI products that move from concept to adoption, from shipping the first native Agentforce app on Salesforce to designing data platforms that serve 450M+ records.
Current Focus
Enterprise AI products, agent workflows, and GTM-ready intelligence systems
Best Fit
Advisory, product leadership, platform strategy, and AI transformation work
12+ years across QA, engineering, architecture, and product
First native Agentforce app on Salesforce
Platforms spanning 450M+ records and enterprise AI workflows
4X
ARR growth in 12 months
10X
faster account intelligence
50%
AI cost reduction
Career Arc
From hands-on delivery to AI product leadership.
I've worked across QA, engineering, solution architecture, and product. That path shaped how I approach AI work: strategy has to survive implementation, and implementation has to create measurable business value.
Today I lead AI product strategy at Sprouts.ai, building systems that make enterprise data usable through GenAI, automation, and agent-ready workflows.
Generative AI & LLMProduct StrategyMCP & RAGPythonSalesforceEnterprise SaaS
Latest Thinking
Writing on AI products, GTM systems, and enterprise execution.
Technical
Microsoft Scope: Test Whether AI Agents Use Your APIs Correctly
Set up Microsoft's open-source Scope platform, run a coding-agent evaluation, define criteria, and inspect failures in API integration tasks.
Oct 279 min
AI & LLM
Cloudflare Clairic: Typed Data Extraction With Confidence
Cloudflare Clairic is a Workers AI model that pulls typed values, estimates and forecasts from messy text, with confidence scores, for $0.10 per million tokens.
Oct 2611 min
Selected Work
Case studies with product, platform, and execution depth.
A mix of enterprise AI products, data systems, and workflow experiences designed to ship, scale, and create measurable business impact.
Open Source
The Era of Context-Aware Prototyping
Stop recreating, start creating.
SkillsClaude codeReact
Platform
Sprouts Data Intelligence (MCP)
MCP access to 350M+ contacts and 35M+ accounts on Claude & OpenAI
TypeScriptOAuthMCP
0→1 Launch
AI powered Data Intelligence on Agentforce
AI powered Agentforce app on Salesforce enabling access to 350M+ contacts and 35M+ accounts
SalesforceApexLWCAI
Enterprise
AI Researcher
Arguably, the most accurate, comprehensive, and affordable signal engine ever built.
PythonMulti-LLMRAGRedis
Open Source
FastN8N
Stop fixing AI-generated workflows. Start shipping them.
Node.jsTypeScriptMCPn8n
Start a Conversation
If you're building something ambitious in AI, let's talk.
I usually work with teams on product strategy, enterprise AI roadmap decisions, platform direction, and high-leverage growth systems.
AI product advisoryPlatform strategyLeadership rolesConsulting engagements
What to expect
Share a bit of context and I'll usually reply within 2 business days. If it's a strong fit, we can move straight to a short working session.