newest submissions : multi • 2026-03-21 15:54

Georgia pauses gas tax for 60 days as Iran war fuels price surge

submitted by /u/Vivid-Acanthaceae129 to r/news [link] [comments]

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Unknown Gunmen Shoot Lashkar-e-Taiba's Top Commander Bilal Arif Salafi At Markaz Taiba In Muridke Shortly After Eid Prayers
newest submissions : multi • 2026-03-21 15:52

Unknown Gunmen Shoot Lashkar-e-Taiba's Top Commander Bilal Arif Salafi At Markaz Taiba In Muridke Shortly After Eid Prayers

submitted by /u/PrithvinathReddy to r/worldnews [link] [comments]

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newest submissions : multi • 2026-03-21 15:52

I built OfficeClaw — a visual AI agent orchestrator you run locally. Drag agents onto a canvas, connect them, describe your goal, watch them work.

Asking thoughts for my opensource side projects submitted by /u/AResist-5282 to r/software [link] [comments]

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NocoBase 2.0 Beginner Tutorial - Chapter 2: Data Modeling
DEV Community • 2026-03-21 15:49

NocoBase 2.0 Beginner Tutorial - Chapter 2: Data Modeling

Originally published at https://docs.nocobase.com/tutorials/v2/02-data-modeling In the last chapter, we installed NocoBase and got familiar with the interface. Now it's time to build the skeleton of our HelpDesk system — the data model. This chapter creates two collections — Tickets and Categories — and configures field types (single-line text, dropdown, many-to-one relations). The data model is...

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Hacker News • 2026-03-21 15:49

Show HN: A deterministic middleware to compress LLM prompts by 50-80%

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US man pleads guilty to defrauding music streamers out of millions using AI
newest submissions : multi • 2026-03-21 15:49

US man pleads guilty to defrauding music streamers out of millions using AI

submitted by /u/Shot_Net3794 to r/technology [link] [comments]

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(High Yield) A18 Pro & MacBook Neo Deep-dive
newest submissions : multi • 2026-03-21 15:49

(High Yield) A18 Pro & MacBook Neo Deep-dive

submitted by /u/Chairman_Daniel to r/hardware [link] [comments]

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DEV Community • 2026-03-21 15:46

Stop Paying for Slop: A Deterministic Middleware for LLM Token Optimization

Context windows are getting huge, but token budgets are tightening. Every time your agent iterates in an autonomous loop, you're potentially sending a massive, bloated prompt filled with conversational filler, redundant whitespace, and low-entropy "slop." Today, I've merged the Prompt Token Rewriter to the Skillware registry (v0.2.1). It's a deterministic middleware that aggressively compresses ...

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DEV Community • 2026-03-21 15:45

My Coding Bot Stopped Repeating Itself After I Added Hindsight Memory

"Did it seriously just do that?" I leaned forward as our coding mentor recommended the exact problem I kept failing — not because I told it to, but because it remembered my last four sessions and noticed the pattern before I did. What We Built CodeMentor AI is a coding practice web app with one key difference from every other platform: it remembers you. Not just your score — your ac...

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DEV Community • 2026-03-21 15:44

A deterministic alternative to embedding-based repo understanding

Hey everyone, I'm Avi a CS student at FHNW in Switzerland. I’ve been a bit frustrated with how AI coding tools handle larger codebases. Most of them rely on embeddings + prompting, which is cool for fuzzy stuff, but sometimes feels inconsistent, hard to reason about, and probably token-heavy. So I wanted to try something more “boring” and predictable. I built a small prototype called ai-context...

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Hacker News • 2026-03-21 15:43

Show HN: I built my first SaaS

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Feedback needed for my 12yo project that I completely re-wrote this year.
DEV Community • 2026-03-21 15:43

Feedback needed for my 12yo project that I completely re-wrote this year.

I'm not here to promote anything. I'm just looking for a few developers to spend 15 minutes with it and tell me honestly what they think. That's the part I can't do alone. I've tried almost every password manager out there. I always came back to the same idea - I just want something fast and simple that gets out of my way. This project is not trying to compete with anyone. My goal was to build so...

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DEV Community • 2026-03-21 15:41

Invisible Character Bugs

This week I ran into a surprisingly interesting bug while working on a feature that generates diffs for history changes in comments, decription. The Setup We have a system that tracks history changes in backend. Whenever there’s a modification, we generate a diff and send both the old and new values to the frontend. The initial content follows a simple template: Task {id}: Working o...

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DEV Community • 2026-03-21 15:38

Audio Chunking for Long-Form Transcription: Splitting and Stitching with ffmpeg + TypeScript

APIs that do speech-to-text — Groq Whisper, OpenAI Whisper, and friends — all have one thing in common: a file size limit. Groq's hard cap is 25MB. A typical one-hour interview at decent quality can easily be 80–150MB. If you just try to send that, you'll get a 413 or a rate-limit error before the transcription even starts. The fix is chunking: split the audio into manageable pieces, transcribe e...

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DEV Community • 2026-03-21 15:38

Stable Metrics, Unstable Systems Most AI systems don’t fail loudly,they shift quiet

In production environments, models can maintain acceptable performance metrics while underlying behavior begins to change. This is where emergent behavior starts to surface,not as a clear anomaly, but as a gradual deviation in how the system responds under real conditions. These shifts are often subtle enough to pass unnoticed in standard evaluation loops. The challenge is that system degradation ...

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How I Used Anki to "GET CRACKED"
DEV Community • 2026-03-21 15:35

How I Used Anki to "GET CRACKED"

How I Used Anki to "GET CRACKED" I was watching a youtuber Coding Jesus grill CS students with CS Trivia, fun Saturday night ofc. I critiqued his methods I believed this was just useless trivia, but then I realized. I'm a web developer who can't explain what a socket is. The Journey PART 1: Trying to "uncook" myself It started with a Coding Jesus video. Some people mig...

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DEV Community • 2026-03-21 15:35

Troubleshooting Style Conflicts in React Apps: My Developer’s Guide

I know how frustrating it is to deal with unexpected style conflicts in React apps. I have spent countless moments tweaking the look of a new component only to refresh and find that something else broke. I have lost hours on these wild goose chases. Fortunately, I have learned that React comes with tools and patterns that help minimize and debug these annoying issues. I want to share what I have l...

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DEV Community • 2026-03-21 15:35

My Journey Through Sorting Algorithms

Over the past few sessions, I got hands-on experience with different sorting algorithms, and honestly, it felt like slowly uncovering how computers “think” when organizing data. What started as simple concepts turned into deeper insights about efficiency, memory, and problem-solving. 📅 Day 07: Bubble Sort & Selection Sort This was my starting point with sorting algorithms, and it h...

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Lobsters • 2026-03-21 15:32

Pigeon's Device

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DEV Community • 2026-03-21 15:32

IterAI: An AI Coding Mentor That Learns From Your Failures Using Memory

We Built a Coding Mentor That Remembers Your Mistakes “Did it seriously just tell me I always mess up recursion?” We paused for a second and just stared at the screen. The model wasn’t just answering the question—it was pointing out a pattern we never explicitly told it about. That was the moment IterAI stopped feeling like just another chatbot… and started feeling like something that actually ...

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