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FULL-STACK

AllBlue Defense

Security is getting faster.

In 2026, frontier AI systems are becoming materially more capable at vulnerability discovery and cyber operations. The defensive side has to move just as quickly.

I built AllBlue Defense to turn CISA's authoritative catalog of vulnerabilities already exploited in the wild into something more personal and actionable: follow the software you depend on, see when exploitation is confirmed, and keep what matters in view.

Desktop / catalog
AllBlue Defense dashboard in light theme with vulnerability filters and a dense catalog table
Mobile / sequence
AllBlue Defense mobile dashboard presenting vulnerabilities as readable stacked cards

01Signal

From public feed to personal signal

CISA maintains the source data. AllBlue adds the product layer around it.

Instead of monitoring an entire vulnerability feed, users create a watchlist around the vendors and products they actually use. The question changes from “What is being exploited?” to “Is anything I depend on being exploited?”

Vendors + Products + Watchlist → Targeted alerts

Public product story / the narrowing
AllBlue homepage explaining how vendors, products, and a watchlist become targeted alerts

02Before signup

Understand it before you use it

A security product should not require security expertise to understand its value.

The public experience is part of the SaaS itself: a focused homepage, supporting explanations, instructions, FAQ, and privacy information teach the workflow before signup.

The onboarding starts before the account does.

Homepage / value first
AllBlue public homepage with its alerts-for-your-software value proposition and dashboard call to action
FAQ / questions answered
AllBlue FAQ explaining targeted CISA KEV alerts and getting started

03Interface

One dashboard. Many ways into the data.

The vulnerability catalog is information-dense. The interface does not have to feel that way.

Search, filtering, sorting, and detail views move users from scanning the catalog to investigating one vulnerability without changing tools. Desktop uses space for density. Mobile turns that density into sequence.

  • Search
  • Filter
  • Sort
  • Detail
Desktop / density
AllBlue Defense desktop dashboard in dark theme showing filters, results, dates, and vulnerability actions
Mobile / sequence
AllBlue Defense mobile dashboard presenting vulnerabilities as readable stacked cards

04Persistent state

The data remembers what matters to you

Once signed in, browsing becomes a persistent workflow.

Subscribe
Follow vendors and products.
Favorite
Keep important vulnerabilities in view.
Annotate
Preserve context beside the vulnerability.
Get alerted
Let new matching exploitation come to you.

follow → match → review → act → remember

Investigate / one record in context
Expanded AllBlue vulnerability record with description, required action, tags, subscriptions, and note field
Narrow
Tight crop of AllBlue search, vendor, product, date, and page-size filters
Review + remember
Tight crop of an expanded vulnerability showing remediation context and subscription controls

05Product guidance

Teach without getting in the way

A watchlist becomes useful only after users tell the product what they care about. That makes onboarding part of the product design.

The guide teaches subscriptions, alerts, favorites, and notes inside the application, while users can already see the dashboard those features belong to.

In-product guidance / real context
AllBlue onboarding guide displayed over the live dashboard with account and watchlist guidance
Light
AllBlue dashboard light theme
Dark
AllBlue dashboard dark theme

06Full stack

The interface is only the visible half

AllBlue integrates CISA vulnerability data into its own backend, then layers application-specific behavior on top of it.

The public catalog remains the authority on exploited vulnerabilities. AllBlue turns that data into an application with accounts, persistent user state, personalization, and notification behavior.

The complexity stays behind the interface.

  1. 01CISA KEV
  2. 02AllBlue application layer
  3. 03Search + vendor/product relationships
  4. 04User watchlists + favorites + notes
  5. 05Targeted alerts

07Outcome

From concept to product.

AllBlue Defense is the full-stack work I want to demonstrate: identifying a useful product, integrating a real external data source, designing the application model around it, building authenticated backend behavior, and carrying that thinking through the responsive interface and onboarding experience.

The individual features matter.

The product is how they fit together.

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