DEV Community: Mona Hidalgo

Balancing Granular Telemetry with Behavioral Economics: The Enterprise Developer Data Dilemma

Mona Hidalgo — Sun, 27 Sep 2026 09:03:11 +0000

🔍 Balancing Granular Telemetry with Behavioral Economics:
The Enterprise Developer Data Dilemma
How do you collect meaningful engineering data without spying on your developers?

If you manage an engineering organization, this is the challenge. You need visibility into team velocity, workflow friction, and burnout risk. But the moment you introduce tracking, you risk damaging trust. No engineer wants a digital security camera pointed at their IDE.

At Code Tracker AI (CTAI), see Code Tracker AI website & JOIN THE WAITLIST, we believe the answer isn’t to avoid data—it’s to rethink how it’s handled. Our framework blends granular telemetry with behavioral economics, creating a system that reflects developer productivity rather than surveilling it.

Below is how we’re approaching the data‑vs‑privacy problem ahead of our early 2027 release.

📊 1.Granular Telemetry — The What
To solve engineering friction**, you need accurate, contextual data. Our upcoming JetBrains plugin captures deep, localized workflow telemetry directly inside the IDE—where the work actually happens.

Maps focus states and active coding windows

Identifies systemic friction points across the development lifecycle

Operates quietly in the background without interrupting flow

This raw telemetry is powerful. But raw data alone can easily look like micromanagement. That’s where the second half of our framework comes in.

🧠2. Behavioral Economics — The How
Instead of pushing raw metrics straight to a manager’s dashboard, we apply behavioral psychology to reshape how telemetry is interpreted and visualized.

Aggregate Trends Over Individual Monitoring

Individual developer data is transformed into macro‑level team health signals.

Surveillance vs. Intelligence

Leadership gets the insights they need to allocate resources and prevent burnout—without ever accessing personal developer activity.

By restructuring how data is reported, we align incentives for both engineering leadership and individual contributors.

🪞 Building a Mirror, Not a Camera
True developer intelligence should empower engineers, not police them.

By pairing raw telemetry with behavioral insights, we’re building a workflow tool that teams want running in their IDEs—because it protects their privacy while improving their environment.

We’re currently working closely with early design partners to refine these dashboards ahead of our March 2027 launch.

💬 What’s Your Take?
How does your engineering team balance workflow visibility with individual privacy?
What telemetry philosophies have worked—or failed—in your organization?

Let’s talk in the comments.

By Mona Hidalgo
Founder & Developer
at Mix It Hub, LLC —
building Code Tracker AI (CTAI)

#devintelligence #productivity #management #privacy #ctai #codetrackerai #monahidalgo #atlassian #dx

Code Tracker AI finally gives engineers what they’ve never had: a real-time narrative of their own work. No more digging through build logs, no more guessing what happened, no more endless meetings. CTAI captures the thinking behind the code automatically

Mona Hidalgo — Sat, 19 Sep 2026 06:59:13 +0000

Mona Hidalgo

Sep 19

📘 Code Tracker AI: Why AI‑Narratives + Build Logs Are the Future of Engineering Documentation.

#python #architecture #machinelearning #javascript

4 min read

📘 Code Tracker AI: Why AI‑Narratives + Build Logs Are the Future of Engineering Documentation.

Mona Hidalgo — Sat, 19 Sep 2026 06:55:08 +0000

producthunt.com

Software engineering has always had a hidden truth:
The code is only half the story.

The reasoning, the decisions, the failed attempts, the architecture notes, the “why we built it this way” — that’s the part that gets lost.

For decades, professors have told students to write everything down in notebooks. Senior engineers tell juniors to “document your thought process.” Team leads beg for better explanations during standups. And companies spend hours in Zoom or Teams trying to extract clarity from chaotic builds.

But today, we finally have a tool that captures the thinking behind the code automatically — not just for one engineer, but for the entire team. With Code Tracker AI, you can breathe easy knowing every build log, every note, every decision, and every contribution is preserved. When you step away from your IDE and return later, CTAI provides a clear, structured explanation of exactly what you were building, along with a breakdown of who worked on what. The AI Narrative delivers fast, readable summaries of daily, weekly, or monthly builds, and can identify each engineer by name, role, and contribution. Instead of long Zoom or Teams meetings filled with unclear explanations, team leads can simply read the AI Narrative and instantly understand the full story of the build — what changed, why it changed, who changed it, and how the system evolved. It’s the first-time engineering teams can see a complete, accurate, multi‑author record of their work without losing context, momentum, or time.

🔥 Code Tracker AI™ changes the way engineers build, learn, and communicate
Code Tracker AI (CTAI) isn’t just another JetBrains plugin.
It’s a developer intelligence system that:

Tracks your build logs

Understands your code changes

Captures your engineering decisions

Generates an AI narrative explaining the build

Creates Code Books — living documentation inside your IDE

Lets you write notes, chapters, and even full books without leaving JetBrains

This is the part that matters:
CTAI explains your build like no human meeting ever could.

Instead of a 45‑minute Zoom call where the team tries to remember what happened, CTAI produces a clean, structured narrative:

What changed

Why it changed

What broke

How it was fixed

What the engineer was trying to achieve

What the next steps should be

It’s the first time engineering teams can read a daily build story instead of guessing.

🧠 AI‑Narratives Replace Long Meetings With Real Clarity
Team leads know the pain:

“What happened in yesterday’s build?”

“Why did the API break?”

“Who changed the auth flow?”

“Why did the mobile app crash on startup?”

Normally, you’d schedule a meeting.
Everyone talks in circles.
Nobody remembers the exact details.
And the explanation is never as clear as the code itself.

With CTAI:

The AI narrative is the meeting.
It’s timestamped.
It’s accurate.
It’s based on real build logs.
It’s written in plain English.
It’s generated instantly.

A team leader can read the narrative in 2 minutes and understand the entire day’s engineering work — without interrupting the team.

This is the future of engineering communication.

📚 Code Books: The New Way Students & Engineers Learn
College professors have always emphasized:

“Write everything down.”

“Document your labs.”

“Keep a notebook of your experiments.”

“Explain your reasoning.”

CTAI brings that academic discipline into the IDE.

Code Books = Your engineering notebook, built automatically.
Students can:

Document every assignment

Capture every coding decision

Build a portfolio of “thinking logs”

Show professors exactly how they solved problems

Turn their Code Book into a final project or technical paper

Professors can:

See the student’s reasoning

Understand debugging steps

Grade based on process, not just final output

Teach documentation as a core engineering skill

This is huge for CS education.

✍️ Authors & Technical Writers Can Build Entire Books Inside JetBrains
This is the part most people don’t realize:

The Code Books editor isn’t just for engineers — it’s for authors.
If you’re writing:

A tutorial

A course

A textbook

A “How to Build Android Apps” guide

A programming book

A documentation system

You can write everything inside JetBrains, right next to your code.

No switching to MS Word.
No juggling Google Docs.
No losing your notes.
No breaking your flow.

Your writing stays connected to your code.
Your code stays connected to your writing.
And CTAI keeps everything organized.

This is the first time developers can write full technical books inside the IDE itself.

🚀 Why This Matters for the Future of Engineering
Software engineering is moving toward:

AI‑assisted reasoning

Automated documentation

Narrative‑driven builds

Searchable engineering memory

Code + explanation in one place

CTAI is the bridge between:

How engineers think

How teams communicate

How students learn

How authors teach

How companies track progress

It’s not just a plugin.
It’s a new way of building software.

🔗 Want to try it? Join the waitlist
Code Tracker AI is launching for all JetBrains IDEs.

I'm Mona Hidalgo Founder & Software Engineer
Join The Waitlist on the website and remember to check your email inbox and confirm your email to save your early access spot for this plugin.

I will be sending out updates and all details to you.

👉 https://codetrackerai.com

🚀 Code Tracker AI — Now Live on Product Hunt I built a tool that explains your own code back to you — and it's live on Product Hunt today

Mona Hidalgo — Fri, 18 Sep 2026 06:30:34 +0000

Mona Hidalgo

Sep 18

🚀 Code Tracker AI — Now Live on Product Hunt

#showdev #ai #startup #tools

2 min read

🚀 Code Tracker AI — Now Live on Product Hunt

Mona Hidalgo — Fri, 18 Sep 2026 06:29:37 +0000

I built a tool that explains your own code back to you — and it's live on Product Hunt today

producthunt.com

I've lost count of how many times I've opened a file, stared at a function, and thought "who wrote this?" — then realized it was me, six months ago, with zero memory of why I made that decision.

That's the problem Code Tracker AI (CTAI) exists to solve. Not "write code faster" — there's no shortage of tools for that now. The gap I kept hitting, building solo out of rural New Mexico with no team to lean on, was understanding code after the fact: mine, a teammate's, or an AI's.

What it actually does

CTAI is a JetBrains IDE plugin (IntelliJ, PyCharm, WebStorm, Android Studio) that sits in your editor and:

Gives real-time insight into what a file or function is doing and why
Flags issues with root-cause explanations instead of cryptic linter warnings
Walks you through fixes the way a senior engineer would in a pairing session, rather than just flagging and leaving
Automatically keeps Code Books — a running record of the reasoning behind your decisions, generated as you work, not written after the fact when you've already forgotten
Builds a long-term intelligence layer across the whole project instead of file-by-file linting

Under the hood it's built on three pieces I designed from scratch: Build Logs (Git history, session replay, IDE events), AI Insights (60+ security and quality checks), and an AI Narrative engine that turns all of that into plain-English explanations. There's also multi-model LLM routing across Claude, DeepSeek, Llama, Mistral, and Amazon Nova for the chat layer, and a Pomodoro-style focus timer (Brain Werks Clock) if you want session structure built in too.

Why now

AI can write code faster than any of us can read it. That's the actual bottleneck now — not generation, comprehension. Legacy code, onboarding, your own code from last quarter: all of it still requires a human (or an AI) to reconstruct intent from scratch every time, because nothing captured the why when the decision was made. CTAI is my attempt to fix that at the source, inside the editor, as you're working — not as a bolt-on doc tool you'll never actually maintain.

Where it's at

CTAI launched on Product Hunt today. It's early — I'm a solo technical founder who designed and built the whole architecture myself — but the JetBrains Marketplace listing is up and I'm actively taking feedback from working developers, which is the whole reason I'm posting this here instead of just on PH.

If you've ever felt that specific dread of opening a file you don't remember writing, I'd genuinely like to know: what would make onboarding or re-orienting yourself in old code less painful for you? What's the clarity problem you hit most often?

👉 Check it out and upvote on Product Hunt
🌐 codetrackerai.com

I'll be in the comments today answering questions.

— Mona Hidalgo
Founder & Software Engineer
Code Tracker AI
📧 mona@codetrackerai.com

Safe Signals: A One‑Tap Emergency Workflow Built for Real‑World Danger

Mona Hidalgo — Tue, 25 Aug 2026 07:42:31 +0000

Every second matters in an emergency. But most tools we rely on — calling, texting, location sharing — fall apart under pressure. They require too many steps, too much visibility, or too much time. Safe Signals is built for the moments when you can’t speak, can’t unlock your phone, and can’t afford friction.

The app has a Quick Select for Emergencies shown in the screenshot:

Safe Signals is a mobile-first safety app designed to turn panic into action in a single tap. It’s built for real emergencies, real constraints, and real people who need help fast.

**_

SEE THE WEBSITE FOR MORE DETAILS AND SCREENSHOTS

_**

safesignals.app

Why Safe Signals?
The core idea is simple: reduce friction when every second matters. The app provides:

One‑tap emergency alerts that instantly share your location and situation with trusted contacts

Discreet, low‑visibility interaction for situations where drawing attention is dangerous

Guided emergency steps that help you capture critical information fast, without confusion or wasted time

Cross‑platform support — Android, iPhone, and Web

This isn’t another location-sharing app. It’s a connected emergency workflow.

Built for Real Emergencies
Safe Signals includes features designed around real-world constraints:

Discreet Mode — silently trigger alerts when you can’t draw attention to yourself

Shake‑to‑Alert — shake your phone three times to trigger an emergency alert, even if the screen is locked

Crash Detection — automatic vehicle crash detection with auto-alert if you don’t respond

Journey Mode — set a timer for your trip; if you miss check‑in, contacts are alerted automatically

Evidence Vault — tamper-proof photo/audio capture with GPS + timestamp, uploaded instantly to the cloud

These features are built for people whose safety depends on staying connected — drivers, students, travelers, night-shift workers, families, and anyone walking alone at night.

Privacy & Security
Safety data stays protected. The app is built with strong security and privacy at the core, including evidence-friendly reporting and encrypted storage.

Early Access
Safe Signals is launching soon on Android, iPhone, and Web. Early access is free, and you can join the waitlist now — no credit card required.

👉 Join the waitlist: https://safesignals.app (safesignals.app in Google)

If you care about personal safety, build safety tools, or want to support a founder building something meaningful, Safe Signals is worth following.

Safe Signals is built by Ramona (Mona) Hidalgo — Founder & Software Engineer based in New Mexico, USA.

Mona is a solo developer behind Mix It Hub, LLC, building safety technology, mobile apps, and UI/UX end‑to‑end. Safe Signals was created to solve a real problem: emergencies don’t always give people the ability to call, speak, or use a phone openly. The app is designed to give people a discreet, fast, guided path to get help when every second matters.

If you want to follow the build or support the launch:

Website: https://safesignals.app

Email: mona@safesignals.app

Location: New Mexico, USA

🚀 Why Every Bootcamp & CS Student Should Be Using Code Tracker AI. Join The Waitlist

Mona Hidalgo — Sun, 26 Jul 2026 00:35:56 +0000

Highlighted by Nucamp as a Top AI Startup to Watch — now built for the next generation of developers. Code Tracker AI, a JetBrains IDE plugin.

NucampTop 10 AI Startups to Watch in Albuquerque, NM in 2026

Uncover the top 10 AI startups in Albuquerque for 2026, thriving in the high-desert ecosystem with ties to Sandia Labs, Kirtland AFB, and UNM. Discover resilient ventures set to lead from NM's unique innovation substrate.

nucamp.co

The tech learning landscape has changed dramatically in 2026. Bootcamps are accelerating careers faster than ever. CS programs are modernizing. Self‑taught developers are building full portfolios before graduation. But across all these paths, one challenge keeps slowing students down:

You can learn to code — but nobody teaches you how to manage the process of becoming a developer.

That’s exactly why Code Tracker AI (CTAI) exists.

And after being featured by Nucamp as one of the Top AI Startups to Watch in 2026, CTAI is doubling down on supporting the people who need this technology most:

Bootcamp students

CS majors

Career‑transitioners

Junior developers preparing for their first job

🌱 The Hidden Problem: Students Don’t Just Need Skills — They Need Sustainability
Bootcamps move fast. CS programs pile on deadlines. Students often juggle jobs, family responsibilities, and intense learning schedules.

What nobody teaches is how to manage the human side of becoming a developer.

Burnout spikes during project weeks

Students lose track of how much time they’re actually coding

Debugging sessions stretch into late nights

Productivity becomes inconsistent

Confidence drops when progress feels invisible

Traditional learning tools only tell you whether your code runs.
They don’t tell you how you work.

Code Tracker AI changes that.

🔧 What Code Tracker AI Actually Does
CTAI plugs directly into JetBrains IDEs and analyzes your real coding activity to generate:

Productivity health scores

Burnout indicators

Coding rhythm insights

Focus vs. distraction patterns

Workflow optimization suggestions

It’s not about judging your performance — it’s about giving you visibility into your habits so you can grow sustainably.

This is exactly why Nucamp highlighted CTAI as a startup addressing the human side of tech — developer wellness, workflow health, and long‑term success.

🎓 Why Bootcamp Students Benefit the Most
Bootcamps compress months of learning into weeks. Students often struggle with:

Time management

Switching between languages

Tracking progress

Staying motivated

Avoiding burnout

CTAI gives bootcamp students a personalized dashboard that shows:

When they’re most productive

When they’re hitting cognitive overload

How their coding sessions evolve

Where they can adjust their workflow for better results

It’s like having a mentor who watches your coding patterns and helps you improve — without judgment.

🎓 Why CS Students Should Use It Too
Computer Science students face a different challenge: long semesters, heavy theory, and inconsistent coding practice.

CTAI helps CS students:

Build consistent coding habits

Track improvement across semesters

Identify burnout before finals

Strengthen their workflow for internships

Prepare for real‑world developer environments

It bridges the gap between academic learning and industry‑level coding behavior.

💼 Why This Matters for Your First Job
Employers in 2026 care about more than technical skill.

They care about:

Sustainable productivity

Healthy workflow habits

Ability to manage complexity

Self‑awareness as a developer

CTAI helps students enter the workforce with professional‑grade coding patterns, not just a portfolio.

🔮 What’s Coming Next
We’re building something new — an AI chat experience inside Code Tracker AI that interprets your coding behavior and answers questions about your workflow, your patterns, and your productivity health.

It’s not just a chatbot.
It’s a developer companion.

And students will be the first to benefit.

🔗 Join the Waitlist — Now Open
If you’re a bootcamp student, CS major, or self‑taught developer preparing for your first role, Code Tracker AI is built for you.

👉 Join the waitlist at: https://codetrackerai.com

(You’ll see the “Join Waitlist” section right on the homepage.)

Be one of the first to access the next generation of developer wellness tools.

Thanks,
Founder & Software Engineer
Ramona (MONA) Hidalgo
mona@codetrackerai.com

🚀 Code Tracker AI Featured in Nucamp’s “Top 10 AI Startups to Watch in Albuquerque, NM – 2026

Mona Hidalgo — Thu, 09 Jul 2026 07:35:31 +0000

🚀
A new article from Nucamp Coding Bootcamp just dropped, and I’m excited to share that Code Tracker AI was officially featured as one of Albuquerque’s top AI startups shaping the future of tech in 2026.

The blog highlights how Code Tracker AI is tackling one of the biggest challenges in software development today:
developer burnout and productivity health.

Our JetBrains IDE plugin uses AI to analyze coding patterns, surface workflow insights, and help developers maintain both efficiency and well‑being — a direction the industry is finally recognizing as essential.

Being listed alongside other innovative companies in New Mexico’s growing AI ecosystem is a huge milestone. It shows that tools built for developers — especially those focused on sustainable, healthy productivity — are gaining real traction.

🔗 Read the full article:

https://www.nucamp.co/blog/coding-bootcamp-albuquerque-nm-albuquerques-top-10-startups-that-tech-professionals-should-watch-out-for-in-2025

If you’re a software engineer, tech lead, or company interested in improving developer wellness and workflow intelligence, you can join the waitlist here:

👉 https://codetrackerai.com

Thank you to everyone supporting this journey — more updates coming soon.

Founder & Software Engineer
Mona Hidalgo
Mix It Hub, LLC

🚀 Introducing Code Tracker AI Chat: A New Way to Think Inside Your IDE

Mona Hidalgo — Tue, 30 Jun 2026 07:04:20 +0000

Today, I’m excited to share something new inside the plugin:

💬 Code Tracker AI Chat — now available in early access
This new chat experience lives directly inside your IDE and is built for one purpose:
to help you think through your code without losing your flow.

It’s not a generic AI chat window.
It’s a context-aware companion that understands your coding session, your recent actions, and the reasoning you’ve been building up.

Here’s what it does:

Contextual coding questions — ask about the code you’re working on without switching tools

Session-aware reasoning — the chat remembers your coding path and decisions

Local-first privacy — nothing leaves your machine unless you choose to connect an LLM

Optional AI connectors — plug in Claude, GPT, Gemini, or others if you want deeper assistance

It’s designed to feel like a natural extension of your workflow — not a distraction.

🧪 Early Access Is Open
I’m inviting a small group of engineers to try the new chat experience and help shape how it evolves.

If you want to explore a different kind of developer intelligence — one focused on cognition, context, and flow — you can join the waitlist here:

👉 https://codetrackerai.com

🧠 Why This Matters
Developer tools are changing fast, but most of them still treat coding as a sequence of files and functions. Code Tracker AI Chat is built around how developers actually think:

nonlinear

contextual

memory-driven

reasoning-heavy

This chat feature is the first step toward a more human-centered IDE experience.

Let's talk more about my plugin. Messages are welcome

Founder & Software Engineer
Mona Hidalgo
mona@codetrackerai.com

Code Tracker AI A Developer‑First Productivity Tool (Join the Beta Waitlist)

Mona Hidalgo — Tue, 19 May 2026 11:05:25 +0000

If you’ve ever wished your IDE could quietly help you understand your coding patterns, reduce context switching, and surface insights without spying on you or slowing you down, you’re exactly who I built this for.

I’m a solo founder and engineer, and after months of building, testing, and refining, I’m opening the beta waitlist for Code Tracker AI — a privacy‑first JetBrains plugin designed to help developers work smarter, not harder.

🧠 What Code Tracker AI Does
Code Tracker AI runs inside your IDE and gives you:

Real‑time coding insights without sending your code to external servers

Pattern detection to help you understand how you work

Lightweight analytics that stay local and respect your privacy

AI‑powered summaries of your coding sessions

Zero‑setup onboarding — install, code, and get insights instantly

This isn’t another “productivity dashboard.”
It’s a tool built by a developer, for developers who want clarity without surveillance.

🔒 Privacy First, Always
No tracking scripts.
No hidden data collection.
No selling developer behavior.
Your code stays yours — period.

🧪 Beta Testers Wanted
I’m opening the beta waitlist for developers who want early access and are willing to give feedback that shapes the final product.

If you want to be part of the first wave:

👉 Join the waitlist: https://codetrackerai.com

👉 Be part of building a tool that actually respects developers

💬 Why I’m Building This
Developer tools shouldn’t feel like corporate monitoring software.
They should empower us, not watch us.

Code Tracker AI is my attempt to fix that — and I’d love your help making it even better.

If you’re curious, have ideas, or want to collaborate, drop a comment.
Let’s build something developers actually want to use.

For developers & made by a developer

Ramona (Mona) Hidalgo

Code Tracker AI™ - Complete Project Preservation & Digital Vault Platform

codetrackerai.com

I'm feeling better from having the Flu. I miss the laptops so much...

Mona Hidalgo — Sun, 29 Mar 2026 07:04:51 +0000

Mona Hidalgo

Mar 29

I Got the Flu. Still Recovering. But I'm Not Stopping. 💙

#webdev #ai #programming #javascript

1 min read

I Got the Flu. Still Recovering. But I'm Not Stopping. 💙

Mona Hidalgo — Sun, 29 Mar 2026 06:54:44 +0000

Hey everyone! Quick personal update — I'm the solo developer behind Code Tracker AI™ - Complete Project Preservation & Digital Vault Platform, and honestly? The past month hit me hard. The flu knocked me completely off my feet and I'm still not 100% yet. 😷

But here's the thing — I'm still here, still building, and still pushing forward the best I can. 💪

🔧 What is Code Tracker AI™?
It's more than a debugging tool — it's a full digital vault and project preservation platform for developers. Beta testers are actively being added and there's still room for YOU.

📋 Want in? Join the waitlist!
Sign up and I'll personally email you everything you need to know about early access.

👉 [https://codetrackerai.com/]

Right now, your support honestly means more than ever. Being a one-person team while under the weather is tough, and knowing this community is behind Code Tracker AI™ keeps me going. 🙏

Drop a comment, say hi, ask questions — I'd love to connect and chat. Let's build something great together. 🚀

Kind regards,
Mona Hidalgo
Founder & Software Engineer
my email : mona@codetrackerai.com