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Older Americans leaving workforce poses challenges for AI plans

Article URL: https://www.spglobal.com/market-intelligence/en/news-insights/articles/2026/8/older-americans-leaving-workforce-poses-challenges-for-ai-plans-105150367 Comments URL: https://news.ycombinator.com/item?id=49397749 Points: 4 # Comments: 0
AI
HackerNews

Embedded AI

Article URL: https://nostarch.com/embedded-ai Comments URL: https://news.ycombinator.com/item?id=49397947 Points: 2 # Comments: 0
AI
HackerNews

Math Academy – How Our AI Works

Article URL: https://www.mathacademy.com/how-our-ai-works Comments URL: https://news.ycombinator.com/item?id=49398120 Points: 1 # Comments: 0
AI
HackerNews

AI Is Rewriting Mathematics

Article URL: https://nofilk.substack.com/p/ai-is-rewriting-mathematics Comments URL: https://news.ycombinator.com/item?id=49398441 Points: 1 # Comments: 1
AI
HackerNews

AI;DR There May Be Nobody There

Article URL: https://yusufaytas.com/there-may-be-nobody-there Comments URL: https://news.ycombinator.com/item?id=49398509 Points: 3 # Comments: 0
AI
HackerNews

Z80–The 1970s Microprocessor Still Alive

Article URL: https://www.computer.org/csdl/magazine/mi/2021/06/09623402/1yJTvlRLmhi Comments URL: https://news.ycombinator.com/item?id=49398158 Points: 21 # Comments: 8
Tech
🌍 Dev.to

AI Model Routing: The Missing Infrastructure Layer for Multi-Model AI Applications

The Next AI Infrastructure Layer Is Not the Model — It’s the Router How model routing is becoming the control plane for the multi-model era The AI industry has spent the last few years asking one question: Which model is the smartest? But as companies move from AI experiments into production systems, a different question is becoming more important: How do we efficiently operate hundreds of models in the real world? The answer may not be another foundation model. I...
Tech
🌍 Dev.to

Deep-Dive Write-up by Huynh Kien Minh: CVE-2026-13736 — NewPath WildApricotPress Member Directory PII Disclosure

🔐 Vulnerability ID: CVE-2026-13736 | 🎯 CVSS Score: 5.3 Medium | 🏆 Lead Researcher: Huynh Kien Minh (MinhHK) | 🔗 WPScan Advisory: Verified Report | 🌐 NVD Entry: CVE-2026-13736 📖 Advisory Overview CVE-2026-13736 is an unauthenticated Member Personally Identifiable Information (PII) disclosure vulnerability affecting the NewPath WildApricotPress Add-on – Member Directory WordPress plugin prior to and including version 1.0.0, discovered and analyzed by cybers...
Tech
🌍 Dev.to

Database Partitioning & Sharding: How to Distribute Massive Datasets

As an application grows, its database grows with it. A small application might start with a few thousand users and a single database server. But what happens when that application reaches millions of users, processes thousands of requests per second, and stores terabytes or even petabytes of data? At that point, simply buying a more powerful database server is not always enough. This is where database partitioning and sharding come in. In this article, we'll understand what they ...
Tech
🌍 Dev.to

Agent State, Memory & Checkpointing: Where the Boundaries Blur

Hi again. In Part 1, I tried to separate state, memory and checkpointing in the simplest way I understand them: State tells the agent where it is and what it currently has. Memory helps the agent use the past. Checkpointing helps it continue from where it left off. Neat enough. But then we actually build the agent. Conversation history becomes part of state. State gets persisted through checkpoints. That persisted state gives us short-term memory. And some information fr...
Tech
🌍 Dev.to

Solana's 90% Rent Cut: The Economics of SIMD-0437

Originally published on xroot.dev . Every account on Solana carries a refundable SOL deposit — and the network just cut the price of that deposit by 90%. SIMD-0437, shipping with Agave 4.2, is being covered as "Solana gets cheaper". That is true, and it matters for anyone creating accounts at scale. But the more interesting consequence runs the other way: because the change is strictly a relaxation, every account funded at the old rate keeps every lamport it was funded with. The SOL ...
Tech
🌍 Dev.to

A Valid Lookup Can Still Be Historically Wrong

A configuration lookup can succeed, return a perfectly valid object, and still give the wrong answer. The problem appears when we ask a present-day source to explain a past decision. Configuration answers, “What is true now?” Historical records often need to answer, “What was the user told then?” Those questions look similar in code, but they have different integrity requirements. The bug hiding inside a successful lookup Imagine a C# service that creates user-visible hand-off...
Tech
🌍 Dev.to

I Turned the GetBirthChart Astrology Engine Into a Python Package

A few weeks ago, I open-sourced the Python calculation engine behind GetBirthChart. The source was public, but using it still meant cloning the repository, setting up the environment, and understanding the internal package structure. That is useful if you want to inspect the code. It is less useful if you just want to use the engine. So I packaged it properly. Today, gbc-astro can be installed directly from PyPI: pip install gbc-astro The source remains open ...
Tech
🌍 Dev.to

MCP's Tasks Extension Lets a Tool Call Run in the Background — If You Get the Object Shape Right

MCP's Tasks Extension Lets a Tool Call Run in the Background — If You Get the Object Shape Right Model Context Protocol has quietly grown an answer to a problem every MCP server hits eventually: what do you do when a tool call takes thirty seconds, or thirty minutes? A CI pipeline, a batch export, a step that's waiting on a human to click approve — none of that fits the request-response model MCP started with, where the client just sits on the connection until a result comes back. The Tas...
Tech
🌍 Dev.to

I built a GitHub repository intelligence API — here's what I learned

Every open source maintainer I've talked to has the same problem. Their GitHub issues are a mess. Missing descriptions. No labels. Tickets open for 8 months with zero activity. New contributors picking up issues that turn out to be 3-week architectural rewrites with no warning. The manual triage never ends. So I built RepoAudit — a REST API that audits any public GitHub repository and returns two things: a data quality report and AI-powered complexity scores per issue. One API call. Str...
Tech
🌍 Dev.to

Swap Your LLM Without a Deploy: Dynamic Model Routing on Bedrock with AWS AppConfig

Bedrock model IDs have a short shelf life. New Claude, Nova, and Llama versions land every few months, pricing changes, and yesterday's best pick becomes today's legacy model. If the model ID is hardcoded in your Lambda, every swap is a code change, a review, and a redeploy — and if the new model misbehaves, rolling back is another deploy. In this hands-on, we'll fix that by building a model router where the model choice lives in AWS AppConfig feature flags, not in code. A Lambda behind API G...
Tech
🌍 Dev.to

How to fix punctuation in speech-to-text and LLM output without calling a model

If you've ever wired up the Web Speech API and rendered the result straight to the page, you've seen this: const recognition = new ( window . SpeechRecognition || window . webkitSpeechRecognition )() recognition . lang = ' en-US ' recognition . onresult = ( event ) => { const transcript = event . results [ 0 ][ 0 ]. transcript console . log ( transcript ) // 'can you send me the report' } recognition ....
Tech
🌍 Dev.to

Automatic HTTPS on Kestrel in 2026, now that LettuceEncrypt is archived

If you run an ASP.NET Core app directly on Kestrel, with no nginx or cloud load balancer in front, getting a real TLS certificate has always been the awkward part. For years the answer was LettuceEncrypt, which obtained and renewed a Let's Encrypt certificate inside your app. That project was archived in April 2025, and its last release targets .NET 6. So the question is open again: how do you do this now? Two things have changed, and both matter. Certificates are getting shorter ...
Tech