AI Editorial Workflow Case Study – NerdSpot

An AI editorial workflow that turns calendar dates into stories.

NerdSpot turns curious events into an editorial archive on QUIQQER.

NerdSpot began as a PCSG hackathon project. Today, a daily AI-assisted workflow checks for nerd-worthy events and turns selected findings into freely assembled articles, while QUIQQER's Calendar module keeps the underlying dates structured and manageable.

Name	Category	Origin	Purpose	Storage Duration
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mtm_consent	Statistics	www.quiqqer.com	Used to remember that consent was given by the user.	Unlimited
_pk_cvar.*	Statistics	www.quiqqer.com	Used to temporarily store data for the visit.	30 minutes
_pk_hsr.*	Statistics	www.quiqqer.com	Used to temporarily store data for the visit.	30 minutes
_pk_id.*	Statistics	www.quiqqer.com	Used to store details about the user (e.g. a unique visitor ID)	13 months
matomo_ignore	Statistics	stats.pcsg-server.de	Flags the user as ignored from tracking.	Unlimited
_pk_ref.*	Statistics	www.quiqqer.com	Used to store the attribution information (e.g. the referrer initially used to visit the website).	6 months
_pk_ses.*	Statistics	www.quiqqer.com	Used to temporarily store data for the visit.	30 minutes
MATOMO_SESSID	Statistics	www.quiqqer.com	Created when opt-out feature is used. Helps prevent CSRF security issues.	Temporary
_pk_testcookie.*	Statistics	www.quiqqer.com	Used to check whether the visitor’s browser supports cookies.	1 second
	Marketing	www.quiqqer.com	Used to collect consent for tracking the user ID in Matomo. No cookie is set.
	Marketing	www.quiqqer.com	Used to collect consent for tracking the user email in Matomo. No cookie is set.

Daily

Automated scan for nerd-worthy events

2 layers

Calendar discovery and editorial depth

1 platform

Content and events managed in QUIQQER

THE CHALLENGE

Make a living archive from dates that never stop arriving.

Keep scanning

Nerd-worthy anniversaries and odd holidays appear every day. The workflow needs to check continuously instead of relying on an occasional editorial brainstorm.

Keep events structured

Dates, categories and descriptions remain useful only when editors can manage them as calendar data—not as an unstructured pile of posts.

Add a real angle

A date alone is not a story. Selected events need context, a distinct hook, artwork and source-aware editorial treatment.

Connect both paths

Readers should be able to start with today's calendar or enter through a story and still discover the wider archive.

THE STRUCTURED FOUNDATION

The calendar is not decoration. It drives discovery.

QUIQQER's Calendar module gives NerdSpot a maintainable source for anniversaries, birthdays, first appearances, technology history and odd holidays. The public calendar turns that structure into a daily browsing experience.

Events managed in QUIQQER's Calendar module
Categories make the archive scannable
Daily entries feed editorial topic discovery
Calendar and blog remain connected for readers

NerdSpot calendar showing the daily event feed and nerd-culture categories — The live Nerd Calendar presents structured dates as a visual, category-aware event feed.

THE IMPLEMENTATION

One repeatable loop from signal to published story.

Manage the calendar

Nerdy events are maintained as structured entries with QUIQQER's Calendar module.

Run the daily scan

Each day, the AI-assisted workflow checks whether the calendar contains a topic worth following further.

Choose the rabbit hole

A promising date becomes an editorial prompt with a concrete angle rather than a generic anniversary notice.

Assemble the article

AI supports the creation of the freely written post, including structure, context and source-aware copy.

Publish in QUIQQER

The story joins the blog archive and points readers back toward the calendar and related entries.

AI-ASSISTED EDITORIAL FLOW

Automation supplies continuity. The archive supplies memory.

The workflow is designed around a simple division of labor: structured calendar data keeps dates reliable and reusable; AI assistance keeps the daily editorial rhythm practical. The result is not a fictional newsroom, but a focused experiment that can grow one curious story at a time.

An AI editorial workflow that turns calendar dates into stories.

Find the date. Keep the context.

One archive, six ways into the rabbit hole.