HubSpot API Autopsy: What Breaks When Agents Try to Use It
HubSpot scores 4.6/10 on the AN Score — the lowest-rated CRM in Rhumb's dataset. A $30B platform used by 228,000+ companies. Execution 5.3, Access Readiness 3.5, Confidence 95%. This autopsy examines why. Quick verdict: Use HubSpot when the operator already has it and the agent needs to span CRM + m
AI Chat Widgets: Managing Product and Policy Answers at Scale in WordPress
I built this plugin to solve a common WordPress problem: most chat widgets can generate text, but they do not actually know your site content, product catalog, or support policies. On WooCommerce stores, that usually means bad recommendations, invented answers, and a support burden that never really
Can you stand the rain?
This is a submission for the 2026 WeCoded Challenge: Echoes of Experience The story of how Alicia Keys accidentally got me a career in tech That's what New Edition asked about love and life. I was listening to the song while reading about the WeCoded challenge, and it made me realize the rain in my
Why Enterprise Should Embrace Open Source
Open Source Is Not a Charity. It's a Competitive Edge. Most executives hear "open source" and think: free software made by volunteers. That assumption leaves money on the table. Open source is a global pool of production-grade software, maintained by thousands of contributors, that your team can use
Quantify Your Life: Building a High-Performance Health Data Lake with InfluxDB, Grafana, and Python 🚀
We live in an age of "The Quantified Self." Between our Apple Watches tracking heart rate variability, Strava recording every weekend century ride, and MyFitnessPal logging every gram of protein, we are generating gigabytes of personal health data. But here is the problem: this data is siloed. If yo
Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation
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O que aprendi usando Lovable por 8 meses para criar sites bonitos, padronizados e fáceis de manter
Nesse final de semana decidi dar um upgrade no meu website e em poucas horas fui capaz de me repaginar a identidade visual utilizando Lovable. Bonito, estruturado, com vídeo no hero gerado por IA — e sem escrever CSS na mão. Mas antes de chegar lá, precisei resolver um problema que a maioria ignora
From Spreadsheets to Insights: How Excel Powers Real-World Data Analysis
A technical look at what Excel really is, where it wins in production workflows, and the formulas analysts lean on when money and operations are on the line. In a world of warehouses, notebooks, and orchestration pipelines, Microsoft Excel remains the default “operating system” for ad‑hoc analysis,
How do you measure the cost of your team doing things the slow way?
We recently did an exercise with a 10-person service team: tracked how many hours each person spent on tasks they knew could be done faster — reformatting reports, searching Slack for links, re-explaining processes to new hires. The average was 5 hours per person per week. At a $50/hr blended cost,
I Built AI-Powered Forms That Write Directly to Notion — Using MCP at Runtime
This is a submission for the Notion MCP Challenge Formlink — AI-powered intake system. Replaces static forms with natural conversations, writes structured data directly into Notion via MCP. Instead of a 20-field form 60% of people abandon, Formlink has a 3-minute conversation — asking smart follow-u
Why Your SFTP Transfer Is Stuck at 2 MB/s (and the Fix Is a Protocol from 1983)
Two minutes to copy a 274 MB file to a VM running on localhost. Not over the internet. Not to a cloud instance across the country. Localhost. The same machine, loopback, zero network latency. That was the experience a user reported in issue #290 on cubic, a lightweight CLI for managing QEMU/KVM virt
Self-hosting UK address lookup without paying per-query fees
UK address lookup APIs are convenient but they come with a cost - literally. Most services charge per query. If you're processing high volumes or just want predictable costs, those fees add up fast. If you already hold a Royal Mail PAF licence - or can get one - you have access to the full dataset o
State Isolation: Workspaces vs File Layouts - When to Use Each
Day 7 of my Terraform journey focused on one of the most practical Infrastructure as Code questions: how do you separate environments like dev, staging, and production without letting them interfere with each other? Terraform gives two main answers: workspaces file layouts I implemented both, compar
Alter Tables
Hi! 1. You have a table customers with a column email that currently allows NULL values. Modify the table so that future entries must always have an email. ALTER TABLE customers ALTER COLUMN email SET NOT NULL; here the alter is used to set the column email that should not be blank. 2. In the users
Reimagining Creativity: Inside IdeaForge
_In an era where the "blank page" is the biggest hurdle to innovation, the tools we use to brainstorm, organize, and refine our thoughts matter more than ever. Enter IdeaForge—a modern, full-stack solution designed to take ideas from a fleeting thought to a structured reality. Whether you are a deve
Agentic Architectures — Article 1: The Agentic AI Maturity Model
From “Just Call the API” to Self-Evolving Ecosystems There’s a conversation I keep having with engineering teams. Someone has just shipped a feature that calls GPT-4o or Claude, the demo looks impressive, and then a product manager walks in and asks: “So when do we make it fully autonomous?” The roo
Agentic Architectures — Article 2: Advanced Coordination and Reasoning Patterns
Solving the “Stochastic Parrot” Problem with Structured Logic There’s a criticism of large language models that has stuck around since 2021, and it still stings a little: the “stochastic parrot” argument. The idea is that LLMs are sophisticated pattern-matchers that produce statistically plausible t
Stop Copying Skills Between Claude Code, Cursor, and Codex
This is part five in a series about wrangling the growing pile of skills, scripts, and context that AI coding agents depend on. In part one, I covered why progressive disclosure beats dumping everything into context. Part two showed how akm unifies your local assets across platforms into one searcha
Why Financial Companies Are Moving to Local-First API Clients
Financial institutions face a tightening regulatory landscape. Data residency rules, third-party risk requirements, and the need to prove where sensitive data lives have made tooling choices more than a matter of preference. When teams test APIs that touch account data, transaction flows, or interna
GEO: The New SEO for AI Search Engines
SEO is dead. Long live GEO. Generative Engine Optimization (GEO) is the new discipline for ranking in AI search engines like ChatGPT, Google AI, and Bing AI. Here's how to get started. GEO is optimizing content for AI search engines. Instead of traditional keyword matching, AI engines use semantic u