AI summaries need receipts: how I built evidence-bound reports from comments
A mistake I keep running into with AI feedback tools is treating the summary as the product. Getting a model to write a confident paragraph is no long…
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94% of enterprises still can't make AI work at scale. Scale's new report explains why.
Only 6% of companies have made enterprise AI genuinely work at scale. That's the headline from The Six Percent Report , a new study from Scale AI in p…
Building a Resilient Meta Ads Scraper: What Breaks (and What I Learned Fixing It)
When I set out to build a tool for pulling ad data from Meta's platforms, the brief I gave myself was deceptively simple: let someone search for ads b…
Stop Feeding Agents Raw Data
I used to think the problem was the agent. I would hand it a large JSON export and ask a reasonable question: what changed, what looks risky, what sho…
AI Meets IoT: How Connected Devices Are Learning to Think
The Internet of Things gave us billions of connected devices: thermostats, factory sensors, wearables, doorbells, traffic cameras. They're great at on…
Automating Brazilian company verification for accountants and finance teams
If you work with Brazilian companies — as an accountant, credit analyst, or anyone processing PJ clients at scale — here's a practical automation appr…
KYC for Brazilian companies: free public data you didn't know existed
When building products in Brazil, verifying a business counterpart usually means paying for Serasa/SPC reports or hiring a due diligence firm. But mos…
DIFP Nostr: Fitting 6,000+ Products into a Single 64 KB Event
TL;DR — The DIFP protocol was designed to be data-compact and geo-aware from day one. We recently discovered it maps almost perfectly onto the Nostr e…
If the warehouse already has the data, why are we copying it elsewhere?
When we started working on Krenalis , we spent a lot of time reviewing how customer data typically flows through a modern data stack. One pattern kept…
How a Small Product Sync Automation Changed Onboarding at Scale
How a Product Sync Automation Project Transformed Customer Onboarding When people think about impactful engineering work, they often imagine distribut…
ATS Tech Stack Detector: pull company back-end stacks from jobs for $5.05/1K
Quick answer: Greenhouse, Lever, and Ashby each publish a public job-board API that any job aggregator can hit — no auth required. An ATS tech stack d…
The Next Decade of Data Engineering: From Modern Data Stack to Data Engineering Harness
Over the past decade, the core evolution of data engineering has been the deconstruction and reconstruction of traditional data warehouse architecture…
ASF Project Spotlight: Apache Iceberg
Dipankar Mazumdar is the Director of Developer Relations at Cloudera, leading global developer initiatives across lakehouse architecture and AI. He pr…
Google Opened UCP for Lodging. We Already Tested What It Needs to Handle.
Google has opened the door to agentic hotel booking. A new developer page — UCP for Lodging — describes an open standard to "turn AI interactions into…
Stop Staring at Spreadsheets: How a Proper Portfolio Visualizer Kept Me From Panic-Selling
In March 2020, I sold positions I should have held for years. The market was collapsing. My broker app was a wall of red. My spreadsheet, half-updated…
How to Pick a Low-Latency US Stock API: Key Metrics & WebSocket Test
As a FinTech tech lead, I’ve onboarded several real-time market data feeds for US equities. The performance gap between a well-optimized API and a gen…
Build an Instagram Competitor Report Generator with Python
Most social media reporting workflows start the same way: Someone opens a few competitor profiles, checks recent posts, copies links into a spreadshee…
A Step-by-Step Starter Kit for Building a Data Quality Framework
There is no shortage of frameworks for thinking about data quality . There is, however, a significant shortage of practical guidance for actually buil…
Apache Data Lakehouse Weekly: April 30–May 6, 2026
The release wave that defined late April carried straight into early May, with Arrow shipping two more votes in seven days, Polaris settling into post…