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These ‘Masturbation Consultants’ Were Hired to Pleasure Themselves With AI | WIRED

newest submissions : multi • 2026-08-15 06:43

These ‘Masturbation Consultants’ Were Hired to Pleasure Themselves With AI | WIRED

submitted by /u/Presently_Naked to r/technology [link] [comments]

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1m read

DEV Community • 2026-08-15 06:40

Make AI-Generated HTTP Endpoints Prove Themselves on a Disposable Server

The fastest way to trust a generated API is not to read the code and not even to run its tests locally; it is to make the code stand up as an actual HTTP server and answer real requests before you let it anywhere near a merge request. Most failures in LLM-generated backend code hide between static correctness and runtime truth: a missing dependency that only matters when the process starts, an ass...

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DEV Community • 2026-08-15 06:39

Why adi-registration.properties Fails After a Correct Copy-Paste

adi-registration.properties is an ownership-challenge asset used during certain manual Android package-registration flows. The important rule is simple: use the exact snippet generated by the official console, place the file in the APK assets directory, then sign and submit the intended challenge artifact. Do not invent the keys, reuse another package's file, or “clean up” the generated value. Wh...

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newest submissions : multi • 2026-08-15 06:39

GitHub’s reliability and design problems are getting hard to ignore in 2026

Over the past year I’ve noticed a clear shift in how people talk about GitHub. What used to be occasional complaints about downtime has turned into a more consistent pattern: Multiple multi-hour outages affecting Actions, the API, pull requests, and core Git operations Large-scale spam (tens of millions of fake commits hitting the public feed) Security incidents, including malware in Microsoft’s ...

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DEV Community • 2026-08-15 06:39

Stop Comparing the APK File Hash to the Signing Certificate

An APK can have at least two SHA-256 values that developers casually call a “fingerprint.” The SHA-256 hash of the APK file identifies the exact bytes of that file. The SHA-256 digest of the signing certificate identifies the public certificate used to sign it. Android package registration checks use the certificate fingerprint, not the file hash. Mixing them creates a frustrating failure mode: t...

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DEV Community • 2026-08-15 06:32

A Free Server Caught the GUI Fallback a Model Buried in a CLI

A small team shipped a CSV validation service. It passed on a workstation. It died three seconds after starting on a free server. This article reconstructs that failure as a reproducible case. It is not a benchmark and not a product review. The point is to show a workflow for finding display dependencies before they reach production. Two availability points made the loop cheap: free model access...

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How Ranex Judges AI-Written Code: The Kernel, Explained

DEV Community • 2026-08-15 06:23

How Ranex Judges AI-Written Code: The Kernel, Explained

Your agent reports “done — all tests pass.” Do you believe it? Nothing in that sentence is evidence, and the cost of finding out lands on you, later. I’ve been building with AI coding assistants for years, and the failure that kept costing me time was never that the model wrote bad code. It was that the model told me it was done, and I believed it. This post is the mechanism I built so I don’t ha...

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DEV Community • 2026-08-15 06:23

How Garbage Collection Works: Let's Build One From Scratch

Introduction Your program keeps creating objects. Every function call, every loop iteration, every parsed JSON response produces new ones. You don't manually delete most of them. You've never written a line of code that says "free this memory now." And yet your application doesn't immediately exhaust all available RAM and crash. So who cleans everything up? The answer is a garbage col...

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DEV Community • 2026-08-15 06:22

Building Samar: My 10-Day Voice AI Agent Journey with Murf Falcon

Building Samar: My 10-Day Voice AI Agent Journey with Murf Falcon Over the past 10 days, I built Samar, a multilingual AI voice agent for a Bharat Digital Bank use case as part of the 10 Days of Voice Agents – VoiceForBharat Edition challenge. The project started as a simple voice assistant and gradually evolved into a more complete Voice AI system capable of remembering users, using r...

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DEV Community • 2026-08-15 06:22

How do you regression-test a ReDoS fix without hanging CI?

A known-bad regex is useful evidence, but putting it directly in the test process can hang the runner before the timeout assertion fires. The boundary I am using: run each adversarial case in a fresh worker thread or child process let the parent own a hard timeout and terminate the child keep semantic-parity fixtures separate from timing guards require the safer replacement to pass both suites ...

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DEV Community • 2026-08-15 06:19

The head of your CSV is lying: how 9,291 invoice numbers almost vanished

Real transaction data is never clean — and the worst part is that it looks clean. This is a short story from a real dataset (UCI Online Retail: 541,909 e-commerce transactions) about the quietest way to destroy data: silent type coercion. All numbers below come verbatim from an executed notebook. The head looks perfect Peek at the first rows of the file and InvoiceNo parses as clean in...

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DEV Community • 2026-08-15 06:19

"How Does LLM Actually Work? From Prompt to Prediction"

Large Language Models have quickly become part of everyday software development. We ask them to explain code, debug errors, generate tests, write Python scripts, summarize documentation, or help us understand an unfamiliar codebase. Within seconds, we get a response that can feel surprisingly natural. But what actually happens during those few seconds? Suppose you type: What is a build sys...

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newest submissions : multi • 2026-08-15 06:13

After the success of CJP Protest, Indian youth starts Anti Reservation Campaign, gains approx. 6mn followers on insta

submitted by /u/Unusual-Isopod8032 to r/worldnews [link] [comments]

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newest submissions : multi • 2026-08-15 06:11

A download manager that has file integrity check functionality

Torrent clients usually have options to let you check if a file is what it's supposed to be, such as hashes and an option to re-check the downloaded file. However, I wasn't able to find any download manager with this functionality. And I think that once you start downloading really huge files it feels a bit risky not to have any kind of integrity check being done. I'm not sure if browsers have it ...

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DEV Community • 2026-08-15 06:10

Retrieval Is Not Memory

"We have memory. We're using RAG." You have retrieval. Those aren't the same thing, and the gap between them is where agents quietly go wrong. Day 2. RAG finds documents that look relevant to your question. That's it . That's the whole job. It's a very good search engine bolted to a very good writer. But consider what it can't do. Your customer changed their pricing tier in March. The old con...

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DEV Community • 2026-08-15 06:05

Building AarogyaMitra: My 10-Day Journey Building a Voice AI Agent for Healthcare Access

From a Simple Voice Conversation to a Multi-Capability Healthcare Voice Agent Over the past 10 days, I had the opportunity to participate in 10 Days of Voice Agents — VoiceForBharat Edition, a challenge focused on learning how to build practical, real-world voice AI agents. Instead of treating the challenge as just a series of coding tasks, I wanted to build something around a problem ...

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13m read

DEV Community • 2026-08-15 06:03

Building a Voice Agent in 10 Days — My VoiceForBharat Journey

Building a Voice Agent for a Local Indian Store: 10 Days of Voice Agents — VoiceForBharat Edition Building a voice agent sounds simple at first. Listen to the user, send the text to an LLM, generate a response, and speak it back. But once you start adding real-world requirements — memory, safety guardrails, multilingual conversations, phone calls, human escalation, analytics, and spec...

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8m read

DEV Community • 2026-08-15 06:02

FastAPI Dependency Injection for Anthropic Claude: Isolating API Keys and Rate Limits Per Tenant

FastAPI Dependency Injection for Anthropic Claude: Isolating API Keys and Rate Limits Per Tenant When CitizenApp hit 15 tenants, I realized our single global Claude API key was a ticking time bomb. One customer's agentic loop burning through their quota would throttle everyone else. Worse, we had no way to enforce per-tenant rate limits without adding middleware spaghetti that would mak...

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Hacker News: Front Page • 2026-08-15 06:01

"That's not SoC 2 compliant"

Article URL: https://ampcode.com/notes/thats-not-soc-2-compliant Comments URL: https://news.ycombinator.com/item?id=49308073 Points: 4 # Comments: 0

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DEV Community • 2026-08-15 06:00

The 2026 Toolchain Revolution: From Postman to CLI, Code to Prompts — What Stays and What Goes

Originally published on tamiz.pro. The developer toolchain isn't evolving—it's being rewritten. By 2026, two seismic shifts are reshaping daily workflows: the decline of GUI-heavy API tools like Postman in favor of CLI-first ecosystems, and the transition from writing code by hand to orchestrating AI through prompts. This isn't just about new tools; it's a fundamental change in how software is bu...

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