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News
Week 13 of #100DaysOfCode: Completing Spring Microservices and Starting JUnit 5
14+ min ago (875+ words) This week was another challenging but rewarding part of my #100DaysOfCode journey. I started the week by learning about Docker and containerized Microservices, exploring how containers differ from Virtual Machines, how Docker images and containers work, and how Docker helps package…...
`gh attestation verify` said yes to an image we never released
43+ min ago (1601+ words) Pulling a container image somebody else built asks four separate questions. Most people answer three of them and skip the fourth: The fourth is the one that has no substitute, and it is the one that is almost always skipped....
How to Rebuild Trust in Agile Teams After a Catastrophic Project Failure
17+ min ago (832+ words) Trust takes months to build, seconds to shatter, and relentless courage to repair. Early in my career as a Scrum Master, I watched a high-stakes project completely derail. We had a critical release coming up. The deadline was immovable. Instead…...
Implementing a Secure MCP Server
23+ min ago (910+ words) An MCP server often starts with a seemingly simple requirement: an AI host should find and summarise... Tagged with ai, mcp, architecture, gemma....
100+ Users, Free API Keys and ₹0 Cloud Budget: How I Built Kairos
1+ hour, 29+ min ago (760+ words) I wanted to build a simple RAG system. That sentence aged badly. The original problem was actually pretty simple. We were organizing a departmental event called Kairos, where participants had to study company information and create pitch decks. The organizers…...
Securely Merging Pull Requests from Public Contributors
1+ hour, 31+ min ago (488+ words) How can maintainers safely test forked PRs without exposing sensitive data to potentially untrusted code? This article explores how on forked pull requests authored by public code contributors, with no elevated permissions from repository / organization roles, can be securely merged....
Six Checks to Run Before You Trust a Number Your Own Harness Produced.
1+ hour, 52+ min ago (1710+ words) I built a measurement harness. I found ten bugs in it. Every one made my results look better than they were, and not one was found by reading the code. Here is the checklist that came out of that. It…...
Ephemora Cell: a capability-based WASM sandbox for untrusted AI code
1+ hour, 25+ min ago (369+ words) AI agents do not only answer questions. They write code, call tools, and load plugins. The hard part is not starting that work. It is what the code is allowed to do once it runs. Permission systems answer “may it…...
I pay an LLM to approve bad reviews
1+ hour, 25+ min ago (783+ words) Every trip report on my travel site goes through an LLM before readers see it. The most important line in that prompt is not about catching bad content. It is this one, verbatim: "Bad reviews" as in negative. The trip…...
Your LLM cost estimate is wrong above 200,000 tokens
2+ hour, 9+ min ago (441+ words) I went looking for a straight answer to "what will this cost per month" and found that almost every comparison table gets it wrong the moment prompts get long. Not slightly wrong. Double. Gemini 3.1 Pro is $2 per million input tokens,…...