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News
Redis Is Not Your Database: Designing Cache Failures, Fallbacks, and Resilient Backends
33+ min ago (724+ words) Redis can make a backend dramatically faster. It can also make a backend dramatically more fragile if the architecture treats the cache as a dependency that must always be available. The distinction is simple: A database stores authoritative data. A…...
My verifier accepted "13 of 13" by finding the number 13 once
26+ min ago (417+ words) Claims in my project are written as a pair: some count out of some total, each side backed by a cell in a generated table. A checker resolves the claim by finding the evidence for both numbers. It resolved each…...
I labelled a dependency cycle "unknown" and called it rigour
26+ min ago (525+ words) I have spent a while arguing that checks need a third value: not every result is pass or fail, and folding "I could not determine this" into either one is how a suite starts lying. Then I applied it to…...
MIT ใช้เวลา 5 เดือนสรุปว่า AI กำลังกัดกร่อนการศึกษาที่มันสร้างเอง
23+ min ago (1882+ words) โดย Nokka (นก-กา) | 13 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล deepseek-v4.1-flash ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka มีข้อสังเกตหนึ่งที่ผมคิดว่าสำคัญก่อนอ่านรายงานฉบับน…...
Why DNS Had to Exist: The Directory Problem Explained From First Principles
13+ min ago (921+ words) Software Laws from First Principles — Investigation 009. This picks up directly from Identity ≠ Location — read that first if you haven't. A person moves to a new home while a neighborhood directory keeps track of their current location. The moment identities stay…...
Tired of Rerunning Scripts? My Python REPL Secret for Instant Code Testing!
20+ min ago (889+ words) Hey everyone! Remember those early days (or maybe you're in them right now!) of learning Python? You'd write a few lines of code, save the file, go to your terminal, run python your_script.py, only for it to crash on line…...
AI Coding Assistants for Embedded Systems: 2026 Guide
17+ min ago (324+ words) 47%. That’s the number of embedded developers who say AI coding assistants have already reduced their debugging time by half. (Source: Embedded.com Survey, 2026) 47%Faster Debugging with AI (Embedded.com, 2026) Why Embedded Needs AI Now AI Coding Assistants Accelerate Firmware Delivery…...
I Thought Redis Would Save My API. Just 500 Requests Proved Me Wrong.
1+ hour, 4+ min ago (243+ words) As our series continues, Deep-Dive Backend Systems Roadmap. I created the simplest weather API... Tagged with webdev, distributedsystems, redis, programming....
Each pull request was tested against a main that no longer existed
56+ min ago (786+ words) A payment call started timing out in production about an hour after a Thursday merge. The change that broke it had been reviewed, approved and green. So had the change it collided with. Neither of them was wrong on its…...
The MCP Python SDK 2.0 broke the wrapper libraries. Here's how to spot it and pin back
1+ hour, 9+ min ago (472+ words) If your MCP tools started failing a few weeks ago and nothing in your own code changed, you're not imagining it. The official Python mcp package shipped 2.0.0 on 2026-07-28. It's a real major version, with public APIs removed and renamed. Latest…...