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Level UI • 23 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
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  • ai
  • api
  • webdev
  • security
9 Reactions 7 Comments
WAQAS AHMAD • 1 day • in Discussions • 1 min read
Which Time Zone Is This Export Using?
forumDiscussion group2 participants post-cover-32822
  • web-development
  • ux
  • data
8 Reactions 2 Comments
Alex • 3 days • in Articles • 9 min read
Builder.ai's Bankruptcy Petition Lists Every Shareholder. Microsoft Holds 2.669%.
> Originally published at vibeagentmaking.comhttps://vibeagentmaking.com/blog/builder-ai-s-bankruptcy-petition-lists-every-shareholder-microsoft-holds-2-669/. When Builder.ai filed for Chapter 7, its petition listed every equity holder. Microsoft he...
  • startup
  • ai
  • investing
  • data
0 Reactions 0 Comments
Datalaria • Oct 20 • in Articles • 9 min read
Weighted Porter's 5 Forces & Industry Attractiveness Matrix: The Definitive C-Suite Quantitative Gui
In every Private Equity investment committee, M&A due diligence process, or annual strategic planning session, a recurring analytical flaw surfaces: when evaluating market entry, pricing power, or long-term margin sustainability, teams project a slid...
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  • capex
  • finance
  • management
  • data
0 Reactions 0 Comments
jackcannan • Oct 19 • in Articles • 4 min read
Why Fast-Growing Businesses Are Investing in Data Engineering Services
Introduction Every company today collects more information than it can comfortably use. Sales platforms, mobile apps, payment gateways, and support tools all produce records around the clock, yet many teams still wait days for a simple report. That ...
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  • data
  • engineering
  • services
1 Reactions 1 Comments
Alex • Oct 8 • in Articles • 9 min read
Federal Deadline Moving: Base Rate 0.45%. In Two of the Last Three Transition Years, Ten Times That
> Originally published at vibeagentmaking.comhttps://vibeagentmaking.com/blog/federal-deadline-base-rate-0-45-percent-ten-times-in-transition-years/. Every final rule whose only operation was to postpone a date, counted from the Federal Register's o...
  • government
  • regulation
  • data
  • opendata
0 Reactions 0 Comments
floxolab • Sep 26 • in Articles • 8 min read
Programmatic SEO for Small Sites: Scale Only What Deserves a Page
Direct answer: a small site should use programmatic SEO only when every publishable row represents a distinct entity or situation, answers a repeatable user job, and contains enough verified data to make its page independently useful. A shared layout...
  • page
  • pages
  • data
  • every
  • row
0 Reactions 0 Comments
Md Siddikur Rahaman • Sep 22 • in Articles • 1 min read
**Accuracy Is a Digital Marketing Skill Not Just a Data Entry Skill**
Digital marketing is often associated with SEO, social media, Google Ads, content, and analytics. But there is another skill that quietly affects all of them: accuracy. As a Digital Marketer, SEO Expert, and Data Entry Specialist, I believe accurate...
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  • seo
  • digitalmarketing
  • data
2 Reactions 0 Comments
ezekielreu6 • Sep 21 • in Articles • 4 min read
I Got Tired of Building Backends for Forms, So I Built FORX
I Got Tired of Building Backends for Forms, So I Built FORX I don't know if I'm the only developer who does this. You need a simple contact form. So you create the HTML. Then you realize: “Okay, where does this form data actually go?” And sudde...
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  • webdev
  • showdev
  • tools
  • data
4 Reactions 3 Comments
Jayasree • Sep 17 • in Articles • 4 min read
How I Used Wren AI to Let My Marketing Team Query a Star Schema Without Writing SQL
If you've worked in data engineering long enough, you know the drill. Someone from marketing pings you on a Monday morning: "Hey, can you pull campaign spend by ad set for last week?" You run the query. Send it. Five minutes later: "Can we also add...
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  • data
  • dataengineering
6 Reactions 2 Comments
danielcarter • Sep 16 • in Articles • 5 min read
Unstructured Data Analytics Tools Unlock Hidden Business Insights
Introduction Businesses generate enormous amounts of information outside traditional databases. Customer emails, PDFs, social media conversations, images, videos, call recordings, documents, reviews, and machine-generated content can all contain valu...
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  • unstructured
  • data
  • analytics
  • tools
3 Reactions 1 Comments
Annet A • Sep 13 • in Articles • 5 min read
Sliding Window Pattern in DSA: A Beginner-Friendly Guide
When I first started solving array and string problems, Sliding Window was one of the patterns that felt confusing. The code itself is usually short, but understanding when to move the window, what to remove, and what to add can be difficult at fir...
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  • dsa
  • data
  • datastructures
  • python
7 Reactions 1 Comments
Alex • Sep 10 • in Articles • 8 min read
C3.ai Sold 36% Less Software and Paid 16% More to Deliver It
We opened the 10-K and read the line under the one everybody quoted. Subscription revenue fell 31 percent and the cost of delivering it rose 16, which took gross margin from 56.1 percent to 26.8 in a single year. That is not what a software product d...
  • ai
  • business
  • finance
  • data
0 Reactions 0 Comments
Alex • Sep 9 • in Articles • 5 min read
Oracle's 10-K Never Says 21,000. It Says $1.8 Billion, in the Risk Factors.
We opened the filing and searched for the number every headline ran. It is not in there. What is in there is a workforce sentence sitting inside Item 1A, Risk Factors, and a restructuring charge worth 3.2 percent of the year's capital spending. In...
  • ai
  • data
  • research
  • analysis
0 Reactions 0 Comments
Alex • Sep 7 • in Articles • 10 min read
Annual ÷ 26: The Division Operation Australia Is Still Paying For
Engineers are told to study Robodebt as a human-in-the-loop failure. That reading is correct and it stops one layer short. The Royal Commission's own record shows the humans were not lost in an automation project: removing them was the business case....
  • automation
  • government
  • data
  • human-in-the-loop
2 Reactions 2 Comments
angeo • Sep 6 • in Articles • 3 min read
How to run a pre-registered scan study (and publish it when the result is null)
Originally published on angeo.devhttps://angeo.dev/ai-readability-and-being-named/. This is a method write-up. If you want the findings, they are in the original. What follows is how the study was built, in the order you would build it, so you can r...
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  • data
  • seo
  • python
  • ai
5 Reactions 2 Comments
helkyn-coello • Aug 31 • in Articles • 4 min read
AI in the Data, Code in the Process
If you need the same answer twice, don't use AI. I learned this the hard way during a project where headquarters mandated to use OpenClaw - an AI orchestration platform and workflow automation tool that had been making the rounds in tech publication...
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  • ai
  • software-architecture
  • data
  • automation
5 Reactions 2 Comments
Alex • Aug 31 • in Articles • 13 min read
The Expert Authenticated His Own Prediction: Bredius, van Meegeren, and Theory-Laden Seeing
The forger did not defeat the expert. He fulfilled him. In 1892, the director of the Mauritshuis examined a canvas called Diana and her Nymphs and decided it was probably not by Johannes Vermeer of Delft. Abraham Bredius was the most formidable Ve...
  • verification
  • ai
  • testing
  • data
1 Reactions 2 Comments
EmmeKappa23 • Aug 31 • in Articles • 4 min read
A permissive robots.txt is not a licence.
I have a scraper that watches ten sites I consider adjacent to my work. It has been running since early July. The output goes into a vector store that nothing currently reads, which is the only reason this story ends without a lawyer in it. I audite...
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  • ai
  • webscraping
  • data
  • llm
1 Reactions 2 Comments
AIAppsAPI • Aug 30 • in Articles • 2 min read
Three Steps That Decide Whether Plain English Database Queries Actually Work
Most of us here have either built a text-to-SQL layer or been asked to. The demos always look great and the production version is the one that quietly returns the wrong number, so here is what actually separates the two. The Schema Is The Feature, N...
  • ai
  • database
  • sql
  • data
1 Reactions 0 Comments
Alex • Aug 30 • in Articles • 10 min read
The Bach Faucet: Why Infinite AI Content Is Infinite Devaluation
When recorded music went free, its value did not vanish. It moved to the seat in the room, and rushed to a handful of winners. Between 1996 and 2003, the average concert ticket for a rock or pop act nearly doubled. The economists Maria Connolly an...
  • ai
  • content
  • writing
  • data
6 Reactions 4 Comments
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