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SQLite PRAGMA: The Underrated Lever That Controls Your DB
DEV Community • 2026-04-10 20:15

SQLite PRAGMA: The Underrated Lever That Controls Your DB

Hello, I'm Maneshwar. I'm building git-lrc, an AI code reviewer that runs on every commit. It is free, unlimited, and source-available on Github. Star Us to help devs discover the project. Do give it a try and share your feedback for improving the product. Most developers treat SQLite like a simple file-based database—create tables, run queries, move on. But if you stop there, you’re missing o...

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4m read
I built a self-hosted multi-agent AI platform – here's what I learned
DEV Community • 2026-04-10 20:14

I built a self-hosted multi-agent AI platform – here's what I learned

Most AI agent platforms give you one assistant with access to everything. Your files, your APIs, your calendar – all in one process, no isolation, no guardrails. That bothered me enough to build something different. I'm an AI consultant and I've been running my own agentic setup for a while. This week I made it public: AI-Employee, a self-hosted platform for running teams of specialized AI agents...

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4m read
HackerNoon • 2026-04-10 20:13

Fine-Tuning vs Prompt Engineering

Start with prompt engineering for speed, flexibility, and lower cost, it solves most problems early on. Only move to fine-tuning when you have clear, repeated failure patterns and enough high-quality data to justify it. In production, the best results come from a hybrid approach: measure performance, fix gaps with prompts, and use fine-tuning selectively for stable, high-impact improvements.

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1m read
Sabbatical #10: Mackenzie Basin
Darek Kay • 2026-04-10 20:11

Sabbatical #10: Mackenzie Basin

A travel journal from my visit to Mackenzie Basin, New Zealand.

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1m read
DEV Community • 2026-04-10 20:09

[Rust Guide] 7.1. Package, Crate, and Module Definitions

If you find this helpful, please like, bookmark, and follow. To keep learning along, follow this series. 7.1.1 Rust Code Organization Code organization mainly includes: Which details can be exposed publicly, and which details are private Which names are valid within a scope ... These features are collectively called the module system, which includes the following concepts, from bro...

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4m read
DEV Community • 2026-04-10 20:05

rclap a new configuration management for rust, is now on crates.io

Introduction Every deployment requires a set of environment variables to run correctly. Instead of scattering these across multiple files and manually tracking what each pod needs, we maintain a single centralized configuration file that serves as the definitive source for all required environment variables. This approach provides two key benefits: Easy to check: Developers and oper...

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7m read
I Deployed a Bedrock AI Agent Through My IDP in 4 Minutes
DEV Community • 2026-04-10 20:01

I Deployed a Bedrock AI Agent Through My IDP in 4 Minutes

I wanted to play with AI agents and AWS AgentCore. But I didn't want to spend a day wrestling with IAM trust policies, ECR repositories, CloudWatch log groups, and managed policies. So I used my own platform. The problem Deploying an AI agent on AWS AgentCore requires at least 8 resources: an IAM role with a specific trust policy for bedrock-agentcore.amazonaws.com, a managed policy with Bedroc...

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2m read
DEV Community • 2026-04-10 20:00

Scaling for AGI: Future-Proofing Your Code Today

The rise of Artificial General Intelligence (AGI) isn’t just about bigger models; it’s about building software ecosystems capable of handling exponential growth in data, complexity, and computational demand. Preparing for AGI requires a fundamental shift in how we architect applications, moving beyond monolithic designs to flexible, scalable systems. This post dives into the core concepts and prac...

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6m read
DEV Community • 2026-04-10 20:00

Best AI Code Editor: Cursor vs Windsurf vs Copilot (2026)

Quick verdict If you want the short answer: Cursor is the best AI code editor for most developers in 2026, with the deepest AI integration and most mature multi-file editing. Windsurf is the best free alternative with a generous free tier and competitive features. GitHub Copilot is the best choice for teams that want to stay in VS Code or JetBrains without switching editors. Now here i...

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17m read
HackerNoon • 2026-04-10 19:59

The Intelligence Paradox: Why We're Building LLMs Wrong (And How to Fix It)

LLMs aren’t failing because they’re small—they’re failing because scale is mistaken for intelligence. Benchmarks don’t reflect real-world use, alignment remains unsolved, and energy costs are ignored. The future of AI lies in specialized systems, human feedback loops, and interpretable architectures—not bigger models. The winners will build ecosystems, not just models.

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1m read
Hacker News: Front Page • 2026-04-10 19:58

DOJ Top Antitrust Litigators Exit After Ticketmaster Accord

Article URL: https://www.bloomberg.com/news/articles/2026-04-08/doj-top-antitrust-litigators-exit-after-ticketmaster-settlement Comments URL: https://news.ycombinator.com/item?id=47722913 Points: 12 # Comments: 0

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1m read
DEV Community • 2026-04-10 19:56

Red, Green, Refactor… and AI: How I Turned AI Into a Reliable Pair Programming Partner

TL;DR AI generates code fast, but without structure it produces bloated PRs, unnecessary abstractions, and code nobody understands. I applied TDD as a framework for human-AI collaboration: one failing test, minimum code to pass, refactor, repeat. A guidelines file trains the AI to follow the cycle, and a set of context files give it project memory between sessions. The result: smaller P...

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11m read
DEV Community • 2026-04-10 19:54

ChatGPT Voice Mode Runs on GPT-4o. That's the Problem.

Most people assume voice interfaces get the best model. OpenAI's ChatGPT voice mode proves that assumption wrong—and the gap is getting embarrassing. Voice mode feels magical. You speak naturally, it responds instantly, the latency is impressive. But ask it for recent knowledge and you hit a wall. The voice model's cutoff is April 2024. Not because of training data limitations, but because voice ...

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3m read
DEV Community • 2026-04-10 19:52

I gave session tokens a 24-hour expiry in Open Relay

I gave session tokens a 24-hour expiry in Open Relay The security audit for Open Relay (oly) had one finding that bothered me more than the rest: session tokens never expired. Once you authenticated, your token lived in an in-memory HashSet until the daemon restarted. That could be days. If a token leaked from a browser cookie, proxy log, or Referer header, it was valid forever. So I ...

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2m read
DEV Community • 2026-04-10 19:46

I Let 5 AI Agents Loose on One Repo. It Was a Disaster. So I Built This.

Last month I tried something ambitious: split a feature across five AI coding agents running in parallel. Claude Code on auth. Aider on the API. Codex on tests. Two more on frontend components. Within 90 seconds, three of them had edited src/index.ts. Two had conflicting changes to the same utility function. One had deleted a file another was importing. The merge was unfixable. I lost an hour un...

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6m read
Is My Thermostat Lying? Designing a Low-Power Multi-Sensor Node (Series)
DEV Community • 2026-04-10 19:45

Is My Thermostat Lying? Designing a Low-Power Multi-Sensor Node (Series)

A Cruel Thermostat I'm sure many of you can relate to the lies that our thermostats push to us every day, 68 degrees my foot. Jokes aside, it's well established that the temperature across the room is not constant, with variation from the floor to ceiling, as well as local hot-spots near heat generating equipment or personnel. This creates a need for localized heat monitoring to track a...

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4m read
DEV Community • 2026-04-10 19:43

Ten Days After LiteLLM: Why AI Teams Without Audit Trails Are Flying Blind in Breach Response

At 10:39 UTC on March 24, 2026, threat actor group TeamPCP published litellm 1.82.7 to PyPI. At 10:52 UTC, they published 1.82.8. By 11:19 UTC, both versions had been quarantined by PyPI. Forty minutes. In that window, any Python process that installed litellm from PyPI — in a container build, a CI/CD pipeline, or a running production environment — executed a malicious .pth file that automaticall...

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13m read
Hacker News • 2026-04-10 19:43

Show HN: I built a site that shows every world event you lived through

Comments

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1m read
Product Hunt — The best new products, every day • 2026-04-10 19:40

Buildermark

Measure how much of your code is AI-generated. Open source. Discussion | Link

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1m read
DEV Community • 2026-04-10 19:38

docker34

- name: "AUDIT: Discover env var keys" ansible.builtin.shell: "env | cut -d= -f1" register: env_names run_once: true delegate_to: localhost changed_when: false - name: "AUDIT: Print via lookup" ansible.builtin.debug: msg: "{{ item }} = {{ lookup('env', item) | default('UNDEFINED', true) }}" loop: "{{ env_names.stdout_lines }}" run_once: true delegate_to: localhost when: e...

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