Field notes
Essays on AI-native engineering, nearshore team-building, and what we're learning shipping inside our clients' teams.
Introducing Pheebs
Usage dashboards show who uses AI, not how well. Pheebs is our open-source telemetry tool that shows how engineers actually work with AI coding agents.
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Unpacked: Building an MCP Server on the 2026-07-28 spec
The new MCP stateless spec is here, and yes, there are breaking changes. Most of the coverage has been about migration costs for existing servers, but before you hold off on building, remember this: starting fresh is a completely different story.
High AI Adoption Tells You Nothing About Code Quality
The average developer is checking in 75% more code, but before you celebrate the productivity boost, remember this: code review is not keeping up with that output. There is no need to abandon your tools, just adjusting focus.
The Realist's Guide to AI Security: No Panic, Just Priority
At this point we've gotten used to seeing AI headlines everywhere all the time. Most recently though these headlines moved from "don't be left behind" to "you should be scared of AI". Is the inevitable AI apocalypse upon us? No, it is not.
Unpacked: 3 Web Search APIs for Your AI Agents
Today on Unpacked: One theme, three tools, under 5 minutes. Tavily, Firecrawl, and Exa each solve a different web-search problem for AI agents.
Unpacked: Agent Orchestrator (AO)
Today on Unpacked: One tool, one walkthrough, under 5 minutes.
Coexistence or Competition? Why Claude Code and Nearshore Development are Natural Allies
If an AI can write, debug, and refactor code from the terminal in seconds, what happens to human engineering partnerships? Does this technology threaten the very business model of companies like us?
Bilingual and Bicultural Developers: How Language and Culture Shape Successful Software Development
Why working with developers who are both bilingual and bicultural offers advantages that go far beyond translation when teams collaborate across borders.
Choosing a Nearshore Development Partner: Key Considerations for Success
Cultural fit, technical expertise, communication, scalability, and a proven track record — the must-ask questions before you commit to a partner.
How Nearshore Development Can Accelerate Your Time to Market
Proximity, cultural alignment, and access to top talent that can meaningfully speed up your product development — without compromising on quality.
How to Ensure Seamless Collaboration with Nearshore Development Teams
Transparent communication channels, clear expectations, agile practice, and cultural sensitivity — practical steps that make nearshore feel like one team.
Maximize Your Budget with Cost-Effective Nearshore Development
How partnering with teams in geographically close regions lets companies tap top talent at competitive rates — stretching the budget without compromising quality.
Nearshore vs. Offshore Development: Why Proximity and Cultural Fit Matter
Both models reduce cost and add capacity — but proximity, shared time zones, and cultural alignment often give nearshore teams a decisive edge.
The Future of Software Development: Why North American Startups Are Turning to Latin American Software Developers
From abundant engineering talent and bilingual teams to lower costs, timezone alignment, and cultural affinity — the advantages reshaping how startups hire.
The Importance of Strategic Partnerships in Nearshore Development
A nearshore vendor should be more than a vendor — a true extension of your team. How trust, shared vision, and long-term collaboration drive quality, speed, and ROI.
The Ultimate Guide to Nearshore Development in Latin America for North American Companies
What nearshore development is, the unique advantages of Latin American teams, and why this model is becoming the go-to choice for North American businesses.
Top 5 Reasons To Consider Nearshore Development for Startups
For startups where agility and efficiency are paramount, nearshore development in Latin America offers clear advantages over onshore and offshore alternatives.
Top Talent Partnerships: How Nearshore Development Companies Build High-Performing Teams
How nearshore firms attract strong developers, provide ongoing mentorship, and structure teams for quality, accountability, and long-term performance.
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