Auto-aggregated global tech articles · 1,211 posts
The Owner shapes the desired product. The squad takes selected changes to production. AI performs a substantial share of the work in both loops. Imagine AI taking on a substantial share of the technical work: helping design solutions, writing code and tests, analyzing failures, and preparing change
What you SHOULD be seeing, and what you WOULD be seeing if I could post a pic, would be: // Update is called once per frame void Update() { myRigidbody.velocity = Vector2(0, 1); } } This is for Microsoft Visual Studio, for a Flappy Bird recreation, as I am a beginner just trying to figure out how to
TL;DR what: Sansec disclosed StyleSmuggler on September 5, 2026, an unauthenticated remote code execution chain in Magento Open Source and Adobe Commerce that has been exploited in the wild since September 4 and installs a persistent backdoor. Attackers are executing unauthenticated code on Ma
Is the endpoint free, or just unbilled? Those are different questions. Mix them and agents get brittle. I keep hearing the same five claims. They sound calm in a design doc. They fail in boring, repeatable ways. This is a FAQ. Not a glossary. Not a bake-off. You get a probe and a decision table.
KEY FINDING. Everything a WordPress site needs that is not the server costs somewhere between $15.46 and $474.08 a year for the same one site at the same traffic. That is a 30.7x spread, and it is not a quality gap. Four of the seven line items have a free tier that is genuinely sufficient at this s
At some point every backend grows an API key system. Most teams improvise the format — and the format matters more than you'd think. Here's the 10-minute version of what I wish I'd known. 1. Length is entropy — do the math once The security of a key comes from its random body. With a cha
"bcrypt decode", "bcrypt hash to text", "bcrypt decrypt online" — these searches get thousands of hits a month, and every result promising to do it is either confused or a scam. Let's clear this up properly. bcrypt is a hash, not encryption Encryption is a two-way street: encrypt with a
Turning a JSON payload into a Kotlin data class looks trivial until you hit the details: which annotations, what about snake_case, what happens to missing fields? The answers differ meaningfully across the three mainstream libraries. Here's the same payload, three ways. The JSON: { "user_id":
If you work with Kafka long enough, someone puts Avro in front of you. The docs are dense, so here's the working knowledge you actually need: what a schema looks like, the two rules that cause 90% of production errors, and how to debug a binary payload. Why Avro instead of JSON? Two reas
AI Deskilling: Why Fluency Isn't Dependency A 368-point Hacker News thread this week landed with a title that could have been a company-wide Slack message: "AI handles incidents, engineers lose touch with their systems." Meanwhile, Lenny Rachitsky's annual workforce survey — one of the largest of
Race Conditions in APIs: TOCTOU in Payments, Coupons, and Rate Limiting Every standard scanner sends request A, waits for the response, and only then sends request B. Every race condition in production lives in the window between a server-side check and the update that follows it. These two facts
Stripe ships API changes roughly every 6-8 weeks. Most are additive, new fields, new capabilities. But the breaking ones are brutal, because they affect your billing code which is the highest-stakes code in any startup. I've been tracking Stripe's changelog for the past year while building Synchron
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for your business-critical systems. Star us to help devs discover the project, give it a try, and share your feedback to help improve the product. There is an algorithm that got invented in 1953 on a machi
An attacker does not need a clever jailbreak when they can make the model stop reading the system prompt through sheer volume. The vulnerability is architectural: every transformer has non-uniform attention. The position where security instructions live is precisely where models attend least. Conte
Your agent's 10,000-token system prompt, containing business logic, tool credentials, and RAG instructions, sits in a shared cache. A co-tenant on the same API endpoint can probe it token by token using nothing but response latency. Prompt caching reduces agentic API costs by 41-80%. That same feat
An agent summarizes a document. The summary looks correct. DLP approves it. No alert fires. But 64 bytes of the user's session token are now encoded in the pattern of synonym choices the model made. Invisible to every tool in the pipeline, readable by any system that knows the key. DLP tools scan f
Your agent scanned the invoice, parsed the contract, and summarized the webpage. None of those documents triggered a single text-based injection detector. What the detectors never saw was the instruction printed in white on a white background, tucked inside pixel channels no human would notice. Tex
An agent checks a file's hash before processing it. Three tool calls and one sub-agent handoff later, it processes a different file and never knows. AI agents validate preconditions at tool-call time. In multi-step tasks, the gap between validation and execution spans network calls, sub-agent hando
A researcher commits a legitimate MCP server definition to a shared repository. Teammates approve the tool manifest. Two weeks later, the tool schema silently changes on the remote server. Nobody checks again. The tool now accepts a destination parameter that routes file reads to an external URL. Th
I was building KODA Browser. Android project. WebView. Custom home screen. Search. GitHub shortcuts. It was starting to become a real browser. And then I paused it. Not because it failed. I paused it because I realized something: I've built a lot of things. But I haven't really tested whether
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