the development process
A holistic approach I've shaped through my own experience and keep evolving with every new project and the AI tools and trends I follow, focused on building products that meet real user needs and grow the business.
What principles drive my developer journey?
The mindset
product & growth
I build products that answer a real user need. Every build ties to an OKR and a metric that should move: activation, conversion or retention.
user & business advocate
I start from real user needs, gathered in interviews and read in analytics and funnels, and build for them while aligning the work with business OKRs.
data driven
I prioritize data-driven decisions and advocate for improvements or deprecations with solid rationale.
agent orchestration
I direct AI agents across the stack, exploring AI-driven solutions with critical thinking and my own taste.
shipping velocity
A clean dev → preview → production flow, built to ship fast, measure and iterate.
honest communication
Clear communication: sharing progress, discussing blockers and aligning priorities.
cross collaboration
My work is enriched by close collaboration with UX designers, CX, engineers, CTOs and CEOs.
product & growth
I build products that answer a real user need. Every build ties to an OKR and a metric that should move: activation, conversion or retention.
user & business advocate
I start from real user needs, gathered in interviews and read in analytics and funnels, and build for them while aligning the work with business OKRs.
data driven
I prioritize data-driven decisions and advocate for improvements or deprecations with solid rationale.
agent orchestration
I direct AI agents across the stack, exploring AI-driven solutions with critical thinking and my own taste.
shipping velocity
A clean dev → preview → production flow, built to ship fast, measure and iterate.
honest communication
Clear communication: sharing progress, discussing blockers and aligning priorities.
cross collaboration
My work is enriched by close collaboration with UX designers, CX, engineers, CTOs and CEOs.
How do I actually build?
My build loop
define
Understand the problem, the user's needs and why it matters
Align on OKRs and scope with stakeholders and clients, when needed
Start planning with agents, letting them map the codebase, docs and more
DEFINE
orchestrate
Implement across the defined stack with Claude Code
Create agents, commands, hooks and skills
Connect the MCPs that wire the tools together
BUILD
review
Decide across trade-offs, keeping architecture decisions & taste mine
Define tests, docs and refactors
Understand the AI's work and run agents to review before production
JUDGE
ship
Test locally, then on dev and preview
Ship to production with a clean flow
Use agentic browser extensions for the quick final review
SHIP
measure
Instrument with analytics (PostHog funnels, session replay)
Read activation, conversion & retention
Turn the data into the next growth iteration
GROW
define
Understand the problem, the user's needs and why it matters
Align on OKRs and scope with stakeholders and clients, when needed
Start planning with agents, letting them map the codebase, docs and more
DEFINE
orchestrate
Implement across the defined stack with Claude Code
Create agents, commands, hooks and skills
Connect the MCPs that wire the tools together
BUILD
review
Decide across trade-offs, keeping architecture decisions & taste mine
Define tests, docs and refactors
Understand the AI's work and run agents to review before production
JUDGE
ship
Test locally, then on dev and preview
Ship to production with a clean flow
Use agentic browser extensions for the quick final review
SHIP
measure
Instrument with analytics (PostHog funnels, session replay)
Read activation, conversion & retention
Turn the data into the next growth iteration
GROW
How do I work with AI?
The setup I direct
I use agentic tools to work better and faster, always as tools I direct: I organize the information they need and connect it to the right ones, while I define the architecture and the trade-offs. That lets me ship more and reach professional results across areas beyond my original expertise, like design, UX writing and data analytics.
Claude Code
My environment of choice right now, though I can pivot to another quickly if a project calls for it. I keep a structure of synced markdown files that feed the agent its context and keep the work moving fast.
MCP servers
For every tool in my stack I check whether it has an MCP, so I can drive it from my terminal and stay in one flow. Today that includes PostHog, Figma, Vercel and Notion.
commands, hooks & skills
Custom Claude Code tooling I build for myself: commands for repeatable flows I trigger on demand, hooks that run automatic checks and guardrails on each action, and skills related to my know-how.
subagents & workflows
For bigger jobs I split the work across subagents, each on a scoped task running in parallel, and bring the results back together. I make the architecture decisions and the final call.
Which tools do I use?
Tools I've worked with so far. I'm always adding more as a problem needs it, picking them up fast with docs and AI.
Frontend
HTML, CSS, JavaScript, TypeScript, React.js, Next.js, TailwindCSS, many more...
Backend
Node.js, Nest.js, Python, Docker, Stripe, Solidity, and others...
Database
PostgreSQL, MongoDB, Redis, Firestore, Supabase, Neo4j
Data
PostHog, BigQuery, Google Cloud Platform, Jest, Cypress
Collaboration
Figma, Notion, Slack, Jira, always open to add new ones
How is it to work with me?
Some of the insights about my work that my team mates have shared in LinkedIn
Mercedes Keogan
Agustina is a professional who goes beyond her developer experience. Her ability to analyze products from a global perspective allows her to make strategic decisions focused on project management. Her critical eye adds differential value, ensuring that each solution is viable and effective.
Florencia Pistán
Agustina is an excellent colleague, her positive energy and empathy help create a great collaborative work environment. She stands out for her willingness to help others. Her data-driven approach and understanding of user needs when making decisions and implementing solutions add great value.
Bárbaro Valmaseda
Agustina is very detail-oriented and constantly strives to learn and grow as a professional. Her technical experience is impressive and I am confident that she would be a valuable asset to any development team. I highly recommend her for any technology or web3 development project.
Joel Esdar
Agustina is one of those incredible people you always see working, learning, and striving to be a better professional and human being, giving her best to the world. She is extremely creative and passionate, knows how to lead and work in teams, and always brings out the best in her colleagues across many different contexts and cultures.
Martin Martinez Rizzi
Constantly training and setting new goals, Agustina has not only demonstrated great capability as a developer but also proven to be a great teammate. I admire her perseverance, her adaptation to adverse situations, her enthusiasm, and the passion she shows while developing. Lastly, I highlight her flexibility, which is a crucial quality for any work team.
Mar Cortina
Agustina was a fundamental member of the development teams, not only for her technical contributions but also for her problem-solving abilities, empathy, and task organization. She developed autonomy and always made a positive impact on the groups I coordinated.
Marisol Yelamo
I highlight Agustina's enormous capacity for analysis, organization, conflict resolution and research, and what an excellent colleague and person she is. A true talent I greatly admire.
Blas Palukas
It was a pleasure to work with Agustina: an excellent professional with great technical capability and, above all, an excellent teammate.