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The Problem Everyone Gets Wrong Every "deploy your AI app" tutorial sends you to Railway, Render, or Vercel. Railway gives you 512MB RAM — not enough for a real AI stack Render sleeps your app after 15 minutes of inactivity Vercel kills long-running processes and SSE streams I needed something diffe
Every article on Pickuma is produced with AI assistance, and every article tells you so. The aiAssisted: true flag in our frontmatter is not a legal disclaimer we hope you will overlook. It is a deliberate transparency choice that represents a bet I am making about what readers will value in 2026 an
Snowflake has boosted its annual product revenue forecast. This rise is driven by increased enterprise spending on AI applications. Companies are moving more data tasks to Snowflake's cloud platform. This positive development sent Snowflake's shares soaring. A significant five-year deal with Amazon
In the previous post, we saw some basic methodologies under sparse embeddings. In that, term frequency(TF) had a fallback when same words are repeated too often. To overcome the shortcomings of TF, next method was introduced. We shall see them in detail: Inverse document frequency(IDF) If i ask quer
The Problem We Were Actually Solving Veltrix is a treasure-hunt engine that spawns thousands of ephemeral actors—each simulating a player moving through a map, dropping clues, and triggering scoring events. In December 2025 the service ran on Node 20 with the default event-loop concurrency of 4. At
Something broke in the AI pricing market between January and May 2026. A year ago, "frontier model" meant "expensive model." Claude Opus was $15/$75 per million tokens. GPT-4 was $5/$15. If you wanted the best coding performance, you paid the best price. The correlation between quality and cost was
Why Does Using an ORM Decrease Database Performance? While trying to optimize the shipping module in a production ERP, I noticed that database queries were incredibly slow. At first, I examined the SQL queries and checked the indexes. However, I couldn't get the performance boost I expected. The pro
My main driver is Claude Code, with Codex bolted on for the hard parts and reviews. The split works surprisingly well. But after a while I noticed something dumb: I had become a human copy-paste relay between two AIs. Copy what Claude Code wrote, paste it into Codex for review, copy Codex's feedback
Snowflake Inc.’s shares jumped in late trading today after it announced a $6 billion spending commitment on Amazon Web Services Inc.’s cloud infrastructure, including a deal to use the company’s custom artificial intelligence chips. The cloud data platform giant also reported stellar first-quarter e
Hermes has a lot of memory options. If you're new, the choices can be overwhelming — built-in memory, 8 external providers, different costs, different architectures. This guide breaks it all down so you can make the right call for your setup. Before we talk providers, understand that built-in memory
This is a submission for the GitHub Finish-Up-A-Thon Challenge This is: THE AUTOGRADER. As a child, I was not a good student, I was always disengaged and unfocused. I couldn't stay consistent on the schedule. After overcoming this, I built a strong commitment on helping people that struggle like i d
The Problem We Were Actually Solving We had built the Treasure Hunt Engine to power in-game treasure hunts that reward players for exploring content. At 100 000 active players it felt fast. At 500 000 it started to stutter. The operator documentation told teams to set max_reindexing_concurrency = 2
Going to post this publicly because it forces me to be honest with myself. What I'm building: an AI visibility tool for B2B SaaS. Shows you which competitors AI assistants are recommending in your place, then generates the corrective content to close each gap. A week in and honestly the picture is m
I have a production Claude agent that has been running for about four months. It does code review on incoming PRs, drafts changelog entries, and occasionally summarizes a Slack channel. Nothing exotic. Nothing the marketing pages would put on a banner. It was burning 5.2 million tokens a month. I kn
I was building a Playwright suite against a Phoenix LiveView app for the first time. Tests ran fine in isolation. Overnight, the full suite timed out across the board. Every failure was in a navigation. When you call page.goto() or trigger a navigation through a click, Playwright waits for the load
It feels like we spent the last decade making web development intentionally difficult. But if you are working in the .NET ecosystem, Blazor offers a massive escape hatch. It moves past the bloated state-management traps of modern JavaScript, allowing you to write clean, component-driven, type-safe U
I Built a Free Spelling Bee Solver and Analysis Tool — Here's What It Does So I've been playing the NYT Spelling Bee for a while now, and like probably a lot of you, I got tired of staring at those seven letters feeling like I'm missing obvious words. I'd sit there for 20 minutes, convince myself I'
Snowflake committed to spend $6 billion on AWS over five years, including the use of Amazon's custom Graviton processors. The deal adds to a growing list of large-scale AI infrastructure commitments on AWS from Anthropic, OpenAI, and Meta. Read More
API versioning is an inevitable necessity, especially for long-lived and continuously evolving systems. When you update an API in a way that breaks backward compatibility, you must also consider existing clients. At this point, the most fundamental question we face is: Where should we place the vers
Introduction Data engineering is the practice of designing and building systems for collecting, storing, transforming, and managing data so it can be safely used for reporting, analytics, machine learning, and making business decisions. Think of it as the behind-the-scenes work that makes apps, webs
