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By Greg Nowak , 18 August, 2026
Illustrated infographic summarizing: From Supplier Invoice to Bookkeeping: AI with a Control Checkpoint

From Supplier Invoice to Bookkeeping: AI with a Control Checkpoint

AI can reduce the work involved in processing supplier invoices, but reliable bookkeeping requires validation, duplicate checks, approval and a clear audit trail.

Tags

  • AI-automatisering
  • digital bogføring
  • fakturabehandling
  • e-conomic
  • python
By Greg Nowak , 12 August, 2026
Illustrated infographic summarizing: Cloudflare Changed DoH JSON. What Else Is Parsing DNS as Text?

Cloudflare Changed DoH JSON. What Else Is Parsing DNS as Text?

Cloudflare’s DoH JSON change exposes brittle DNS parsing. Find affected scripts, test both formats, and choose a safer integration contract.

Tags

  • Cloudflare
  • DNS
  • API integration
  • bash
  • python
By Greg Nowak , 28 July, 2026
Illustrated infographic summarizing: Not Every AI Job Needs an Instant Answer: Batch the Backlog

Not Every AI Job Needs an Instant Answer: Batch the Backlog

Move delay-tolerant AI work into dependable batch queues to cut processing costs without compromising quality, data controls, or urgent workflows.

Tags

  • AI automation
  • Batch API
  • OpenAI integration
  • cost optimization
  • python
The job finder's job list, captured from a throwaway demo copy seeded with invented rows — the header reads "Job finder — demo data" beside the list of sources. Each card carries a job title, a source chip (jobindex, verama, freelancermap, emagine, weworkremotely, amino), an AI score out of 5, an optional contact-mail chip, a location and a seen-date, then three actions: applied, draft email, and discard with a "why discard?" note. No real advertisement or employer appears.

A private job radar that reads seven boards every morning — and throws away most of what it finds

GrN.dk — internal build
Personal automation, public-source scraping and AI-assisted filtering

This one has no link on it, and that is the point: jobs.grn.dk answers 401 to the internet and always has. It is an internal tool — a job radar, built for its owner's own search for work. Every morning it reads seven contract and job boards, drops everything that cannot match a written profile, has what survives judged by a language model against that profile, and presents the handful worth reading as one screen with three buttons: applied, draft email, discard.

Because it holds one real person's live job search, nothing of it is published here. The screenshot above is a throwaway demo copy of the same interface, seeded with invented rows — every company, title, location and address in it is a placeholder, and it labels itself "demo data" in the header so it can never be mistaken for the live board.

The crypto-dash.grn.dk status page: the heading "nexus auto-trader" beside an orange PAPER ONLY badge, over the line "hourly strategy sweep → leaderboard → paper promotion · no real orders, ever". Stat tiles read 649 configs tested, 715 backtests last 24h, 2 sweep windows, 3 paper strategies and +0.00 paper P&L in USD. Below them a Paper strategies panel lists three promoted configurations with all-zero P&L rows, and a Promotion pipeline table shows each candidate's streak and score.

A trading rig that tests its own strategies every hour — and never places an order

GrN.dk — internal build
Quantitative research tooling and automation

crypto-dash.grn.dk is the public window onto a strategy-research rig that runs on our own server and trains itself. Every hour it backtests a fresh batch of trading-strategy configurations against five-minute crypto candles, scores each one on data it was not fitted to, keeps a running leaderboard, promotes the configurations that hold the top into a simulated book, and demotes them again as soon as their forward behaviour drifts away from what the backtest promised.

It is paper trading only. The installation holds no exchange keys, calls no order endpoint and has no account to spend from. Every fill, every position and every P&L figure on that page is simulated — which is why the page prints PAPER ONLY on itself, in orange, at the top of every hourly regeneration.

By Greg Nowak , 14 March, 2015

AI Automation, Web and Mobile Development

AI Automation for Businesses

python

Review Greg on Google

Greg Nowak Google Reviews

 

Written recommendations from Trafik og Veje, Aarhus Municipality (2011) and AgroTech (2010) — read them on LinkedIn.

Illustrated infographic summarizing: Your AI Gateway Can Name the User. Decide What That Log Is For
Your AI Gateway Can Name the User. Decide What That Log Is For
2026-08-31

Identity-aware AI Gateway logs can sharpen security and cost control, but only when attribution, access, retention, guardrails, and response are clearly defined.

Illustrated infographic summarizing: Zero Data Retention Is a Workflow Audit, Not a Checkbox
Zero Data Retention Is a Workflow Audit, Not a Checkbox
2026-08-30

Zero Data Retention covers the provider, not every copy in your stack. See how to audit endpoints, logs, storage, deletion and project-level controls.

Illustrated infographic summarizing: MCP 2026-07-28 Is an Auth Migration, Not a Version Bump
MCP 2026-07-28 Is an Auth Migration, Not a Version Bump
2026-08-29

MCP’s July 2026 release removes protocol sessions and tightens OAuth. Here’s a practical plan for migrating clients, servers and enterprise access safely.

Illustrated infographic summarizing: Turn a Technician’s Voice Note into a Work Order—Not Raw Audio
Turn a Technician’s Voice Note into a Work Order—Not Raw Audio
2026-08-28

Voice input can reduce the technician’s documentation burden when hours, materials and status are validated before the information is saved in the work order system.

Illustrated infographic summarizing: ChatGPT Disabled Personal Knowledge Sync. What Broke on Your Team?
ChatGPT Disabled Personal Knowledge Sync. What Broke on Your Team?
2026-08-27

ChatGPT retired personal sync connections for Enterprise and Edu. Here is how to find affected workflows, migrate access, and test permissions.

Illustrated infographic summarizing: Cloudflare’s September Bot Defaults Could Quietly Cut AI Visibility
Cloudflare’s September Bot Defaults Could Quietly Cut AI Visibility
2026-08-26

Cloudflare’s September bot defaults give publishers more control, but one training block could also cut search crawling and AI-driven discovery.

Illustrated infographic summarizing: Does Your AI Chatbot Clearly Identify Itself?
Does Your AI Chatbot Clearly Identify Itself?
2026-08-25

The EU’s transparency requirements for AI chatbots now apply. Here is how to make your bot’s identity clear, limit its system access and provide a genuine route to a member of staff.

Illustrated infographic summarizing: Should publishers add Google’s new Preferred Sources button?
Should publishers add Google’s new Preferred Sources button?
2026-08-24

Google’s Preferred Sources button is worth a controlled test for eligible publishers, with careful choices around placement, performance and measurement.

Illustrated infographic summarizing: Search Console Can See TikTok Now. Your Reporting Has to Catch Up
Search Console Can See TikTok Now. Your Reporting Has to Catch Up
2026-08-23

Google can now report how social profiles appear in Search. Here is how to measure cross-channel discovery without mistaking visibility for business results.

Illustrated infographic summarizing: Your AI workflow has logs. Can they explain one bad decision?
Your AI workflow has logs. Can they explain one bad decision?
2026-08-22

Logs can show that every service worked while leaving a bad AI decision unexplained. See how connected traces and careful redaction close the gap.

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