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1561. Bootstrap Confidence Intervals for LLM Evaluation (engineering.indeedblog.com)

Introduction As Large Language Models (LLMs) move from research prototypes to production systems, the developers of these systems need rigorous performance evaluation. In particular, we need confidence intervals around estimates of system accuracy. However, LLMs introduce a challenge that is unusual...

1562. Give your OpenClaw agent eyes and ears with Blocks.ai (www.pubnub.com)

A hands-on tutorial cross-posted from Blocks.ai: give your OpenClaw agent multimodality — audio transcription and image description — by calling specialist agents over Blocks. No model wiring, no GPUs, no inbound ports.

1564. Introducing Meerkat: an experiment in global consensus (blog.cloudflare.com)

Cloudflare Research is building a global consensus service called Meerkat that uses a new consensus algorithm called QuePaxa. We plan to use Meerkat to build a strongly consistent, fault-tolerant key-value store, and other applications.

1566. How to Use GitHub (realpython.com)

When you work on a local Python project, tracking your changes with Git is a great way to maintain a history of your code. However, keeping your repository only on your computer leaves your work vulnerable to hardware failures and makes collaboration difficult. By learning how to use GitHub, you can...

1569. Your agents, finally reachable with Blocks.ai (www.pubnub.com)

You already built the hard part. Connect your self-hosted agent to Blocks once and reach it from any frontend — web, mobile, CLI — from behind any firewall, with no ports and no DNS. Then plug into a network of agents to call.

1572. HTTP Query Method Support in Laravel 13.19 (laravel-news.com)

Laravel 13.19.0 adds an Http::query() client method and query/queryJson testing helpers for the HTTP QUERY verb, plus a reduceInto collection method, a counted string helper, and bulk SQS job dispatching. The post HTTP Query Method Support in Laravel 13.19 appeared first on Laravel News. Join the La...

1573. Where the LLM Helped, and Where It Didn’t: Designing a Hard Comparison UI (spin.atomicobject.com)

I went into a recent project excited. The newer LLM tools had crossed a threshold for me. They felt like something I could finally lean on hard for a tricky visual-design problem: cross-domain research, concept generation, and prototyping all running in one loop. I was genuinely confident going in. ...

1574. Quiz: How to Use GitHub (realpython.com)

In this quiz, you’ll test your understanding of How to Use GitHub. By working through this quiz, you’ll revisit the core workflow for getting a local project onto GitHub: creating an empty remote repository, connecting it with git remote add, pushing your code, and collaborating through pull request...

1575. Ship AI with Laravel: I Tricked My Own AI Into Leaking Everything (laravel-news.com)

First I socially engineer our own support agent into leaking its full system prompt and another customer's data. Then we lock it down with four layers of defense: a hardened prompt, a local LLM guard running on Ollama, tool-level authorization, and output filtering. The finale of Ship AI with Larave...

1577. Best Ethereum Payment Gateways 2026 (www.sitepoint.com)

Discover the best Ethereum payment gateways for 2026. Compare NOWPayments, Coinbase, CoinGate, BitPay, and Coinremitter on ETH support, stablecoins, fees, and business-focused features. Continue reading Best Ethereum Payment Gateways 2026 on SitePoint.

1581. Experiences with local models for coding (martinfowler.com)

Birgitta Böckeler now reports on her recent experiences trying local models for coding. She compares them using two standard tasks, and tries out the most promising model for day-to-day use. more…

1582. Organiser une équipe de développement à l’ère de l’IA - Part I (blog.octo.com)

Depuis l'arrivée de l'IA agentique dans les équipes de développement, de nombreuses interrogations émergent quant à l'évolution des organisations de travail. Les modèles d'équipe qui se sont imposés ces vingt dernières années, largement influencés par les approches agiles, sont désormais remis en qu...

1583. CodeSOD: Module Test (thedailywtf.com)

TJ inherited a NestJS project. The original developers left the team many years ago, but they've left their mark in the codebase. // ProjectsModule.ts @Module({ controllers: […], providers: […], exports: […], }) export class ProjectsModule {} NestJS is a dependency-injection oriented framework for T...

1584. Introducing the Kotlin Benchmark for AI Coding Agents (blog.jetbrains.com)

Agentic coding benchmarks are getting closer to real-world software development. For Kotlin teams, the most important question is how reliably AI agents can complete end-to-end Kotlin tasks, from reading an issue to producing a solution that passes validation. We’re taking the first step in addressi...

1585. Kin Lane on AI and the Future of APIs (nordicapis.com)

Ahead of Nordic APIs Summit 2026, we check in with Kin Lane (The API Evangelist) to talk AI, APIs, and the growing risk of data becoming trapped in walled gardens. There’s a ton of hype around AI in the API space, and beyond, right now. Many are talking about agentic consumption, Model Context Proto...

1586. Evolving how LLMs are measured for Android: the next era of Android Bench (android-developers.googleblog.com)

Posted by Zoe Lopez-Latorre, Senior Developer Relations Engineer, AndroidBack in March, we introduced Android Bench—our LLM leaderboard for real-world Android development tasks. Our goal was to provide transparency around model capabilities in Android development and to encourage model improvements,...

1588. What's left for infrastructure-as-code after AI moves in?​​​​‌‍​‍​‍‌‍‌​‍‌‍‍‌‌‍‌‌‍‍‌‌‍‍​‍​‍​‍‍​‍​‍‌​‌‍​‌‌‍‍‌‍‍‌‌‌​‌‍‌​‍‍‌‍‍‌‌‍​‍​‍​‍​​‍​‍‌‍‍​‌​‍‌‍‌‌‌‍‌‍​‍​‍​‍‍​‍​‍‌‍‍​‌‌​‌‌​‌​​‌​​‍‍​‍​‍‌‍​‌‍‌‌​​‍‍‌​‌‌​‌‍​‌‌‍​‌‍‍‌‍‌‌‍‌‍‌‌‌​‍‌‍‌‍‌‍​‌‍‌‌​‍‍‌‍​‌‍​‍‌‍‍‌‌‍‍‌‌​‌‍‌‌‌‍‍‌‌​​‍‌‍‌‌‌‍‌​‌‍‍‌‌‌​​‍‌‍‌‌‍‌‍‌​‌‍‌‌​‌‌​​‌​‍‌‍‌‌‌​‌‍‌‌‌‍‍‌‌​‌‍​‌‌‌​‌‍‍‌‌‍‌‍‍​‍‌‍‍‌‌‍‌​​‌​‌‌‍‌‌‌‍​‍‌‍‌​​‌​‌‍‌‍‌​​​‍​‍‌‌‍​‌‍‌‌‌‍​‍‌‍​​‍‌​‌​‌‍​‍​‍​​‍​​‍‌​‍​​​‍‌‍‌‍​‍‌​‍‌​​‌‍‌​‌‍‌‍‌‍​‍​​‍‌‍​​‍​‌‍​‍‌‍​​‌‌‌‍​‌‍​‌​‍‌‌​‌‍‌‌​​‌‍‌‌​‌‌‍​‍‌‍​‌‍‌‍‌‌‌​​‌‍‌​‌‌​​‍‌​​‌‍​‌‌‌​‌‍‍​​‌‌‌​‌‍‍‌‌‌​‌‍​‌‍‌‌​‌‍​‍‌‍​‌‌​‌‍‌‌‌‌‌‌‌​‍‌‍​​‌‌‍‍​‌‌​‌‌​‌​​‌​​‍‌‌​​‌​​‌​‍‌‌​​‍‌​‌‍​‍‌‌​​‍‌​‌‍‌‍​‌‍‌‌​​‍‍‌​‌‌​‌‍​‌‌‍​‌‍‍‌‍‌‌‍‌‍‌‌‌​‍‌‍‌‍‌‍​‌‍‌‌​‍‍‌‍​‌‍​‍‌‍‌‍‍‌‌‍‌​​‌​‌‌‍‌‌‌‍​‍‌‍‌​​‌​‌‍‌‍‌​​​‍​‍‌‌‍​‌‍‌‌‌‍​‍‌‍​​‍‌​‌​‌‍​‍​‍​​‍​​‍‌​‍​​​‍‌‍‌‍​‍‌​‍‌​​‌‍‌​‌‍‌‍‌‍​‍​​‍‌‍​​‍​‌‍​‍‌‍​​‌‌‌‍​‌‍​‌​‍‌‍‌‌​‌‍‌‌​​‌‍‌‌​‌‌‍​‍‌‍​‌‍‌‍‌‌‌​​‌‍‌​‌‌​​‍‌‍‌​​‌‍​‌‌‌​‌‍‍​​‌‌‌​‌‍‍‌‌‌​‌‍​‌‍‌‌​‍‌‍‌​​‌‍‌‌‌​‍‌​‌​​‌‍‌‌‌‍​‌‌​‌‍‍‌‌‌‍‌‍‌‌​‌‌​​‌‌‌‌‍​‍‌‍​‌‍‍‌‌​‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌‌ (stackoverflow.blog)

Ryan is joined by Rosemary Wang, Developer Advocate at IBM, to explore what infrastructure as code looks like once AI starts writing and deploying it. ​​​​‌‍​‍​‍‌‍‌​‍‌‍‍‌‌‍‌‌‍‍‌‌‍‍​‍​‍​‍‍​‍​‍‌​‌‍​‌‌‍‍‌‍‍‌‌‌​‌‍‌​‍‍‌‍‍‌‌‍​‍​‍​‍​​‍​‍‌‍‍​‌​‍‌‍‌‌‌‍‌‍​‍​‍�...

1589. Intercept: Middleware Guardrails for Laravel AI Agents (laravel-news.com)

Intercept is a set of drop-in middleware for the Laravel AI SDK that filters prompts for injection attempts and PII before they reach a provider. The post Intercept: Middleware Guardrails for Laravel AI Agents appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like t...
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