🌍 Dev.to

Can a Cheap Model Beat a Frontier Model? Rebuilding Recursive Language Models with Codex

Large language models have enormous context windows now. That does not mean they use all of that context reliably. As prompts grow, models can miss details, lose track of relationships, or produce plausible summaries instead of doing the exhaustive work a question requires. The Recursive Language Models (RLM) paper proposes a different interface: keep the large context outside the model, expose it as a variable in a persistent programming environment, and let the model inspect, partition, and...
🌍 Dev.to

Nobody Designs for 2G. Here's What Building in Kenya Taught Me About "Fast" Websites

Most performance advice online assumes a baseline that doesn't exist for most of the world. Fast wifi, a recent phone, a stable connection. Lighthouse scores optimized for conditions half the planet doesn't have. I build web products for businesses in Kenya. A meaningful share of my users are on 3G, sometimes 2G, often on a budget Android phone with limited storage and a browser that hasn't seen an update in a year. Here's what that actually changes about how you build. Your bundl...
🌍 Dev.to

Programmatic SEO in 2026: How to Scale by Role and Market for AI Search (AEO)

TL;DR: Traditional Programmatic SEO (pSEO) is dead in 2026. To survive Answer Engine Optimization (AEO) and Generative Search, brands must build “Role x Market” page matrices enriched with proprietary “Deep Web” data. By combining localized compliance data, persona-specific pain points, and robust JSON-LD schema, companies can create pages that AI search engines are forced to cite, driving high-intent traffic in a zero-click world. The era of generating 10,000 thin, templated landing pages us...
🌍 Dev.to

Building a Multi-Vendor Home Services Marketplace with Laravel: Architecture, Workflows and Key Decisions

Building a Multi-Vendor Home Services Marketplace with Laravel: Architecture, Workflows and Key Decisions Building a home services marketplace looks straightforward until you start mapping the actual workflows. A customer searches for a service, chooses a provider, selects a time slot, enters an address, pays, and receives confirmation. Simple enough. But behind that booking are several systems working together: customers, providers, services, locations, schedules, bookings, paymen...
🌍 Dev.to

When is it safe to open the microphone? Building a realtime voice agent on Twilio

Wiring up a phone agent looks like a weekend project. Twilio Media Streams gives you a WebSocket with raw audio, you push it into a streaming STT, you feed the transcript to an LLM, you stream the reply into a TTS and send the bytes back. A few hundred lines. It works on the first call. Then you listen to a recording and the agent is talking to itself. Agent: "Hello, how can I help you?" STT: "hello how can i help you" ← its own voice LLM: "Sure! What can I help you wi...
🌍 Dev.to

A 50-capability map for governed web crawling and AI agents

Giving an agent “web access” sounds like one feature. In practice, it is a stack of separate decisions: How does the system discover URLs? Which destinations can it contact? Does it need a browser, or is static HTTP enough? What turns the response into agent-ready data? Where are request, byte, depth, and time limits enforced? What evidence comes back with the extracted content? Treating all of that as one unrestricted browser capability makes systems difficult to reason abou...
🌍 Dev.to

I Built an AI Coat of Arms Maker for Custom Crests and Fantasy Emblems

I’ve always liked the visual language of heraldry: shields, animals, symbols, colors, banners, and mottos that can tell a whole story in a single image. The problem is that creating a good coat of arms from scratch usually takes either design experience or a lot of time. So I built Coat of Arms Maker , an AI-powered tool that turns a plain-language description into an original heraldic design in seconds. 👉 Try it here: https://coatofarmsmaker.org/ What can you create? ...
🌍 Dev.to

Unit Testing in BlocSignal: The Practical Handbook

A Practical Guide to Faster, Deterministic Flutter & Dart Unit Testing If you’ve ever written unit tests for classic package:bloc applications using bloc_test , you know the drill: build your BLoC, dispatch an event in act , and assert state emissions in expect . Under the hood, classic BLoC processes state updates asynchronously via Dart microtask-queue Streams . While robust, testing asynchronous streams can introduce microtask timing headaches, race conditions, or the need to...
🌍 Dev.to

Trace Any TypeScript Agent Framework With Adapters

TypeScript teams rarely standardize on one AI framework forever. One service may use Vercel AI SDK, another LangChain.js, another OpenAI Agents SDK, and a mature system may call provider clients directly. Those implementations expose different callback, telemetry, and streaming surfaces. Observability becomes expensive when every dashboard, test rule, and CI report understands each framework independently. An adapter layer isolates that variation. Framework-specific code captures source ev...
🌍 Dev.to

OpenAI’s Plan Puts Affordable, Accountable AI Access at the Center of Its Strategy

OpenAI has set out a multi-year strategy that places broad access to AI alongside safety and governance, rather than treating access as a downstream result of technical progress. In its June 8, 2026 plan, the company says it wants AI to be abundant, affordable, safe, useful, and easy to use across individuals, businesses, and governments. The significance is not a newly announced model or price change. It is a clearer first-party statement of how OpenAI connects advanced AI development with ...
🌍 Dev.to

Voice-to-code 100 % local : Whisper + Claude Code, zéro octet au cloud

Coder à la voix avec ChatGPT, ça marche. Le hic tient en une ligne : chaque mot que tu dictes part chez OpenAI. Depuis le 23 juillet 2026, Codex se pilote à la voix — il ouvre une pull request, cherche l'origine d'un bug, tout ça dans une phrase. Pratique pour un side-project. Rédhibitoire quand le code appartient à un client. On voulait le même confort sans la fuite. Le résultat est un pipeline 100 % local : faster-whisper pour la transcription, Claude Code et sa commande /voice pour l...
🌍 Dev.to

I built a small one-time secret sharing app with AdonisJS 6

Hi. I made a small open source project called OTI. It is a simple way to share a message or a small .txt file through a link that can be opened once. I started it to learn more about AdonisJS 6 and browser encryption. I also wanted to leave a small useful project for other developers. The message is encrypted in the browser. The server only stores encrypted data. The private key stays in the link. The latest update adds a confirmation button before opening a secret, so chat previews do ...
🌍 Lobsters

Mea Culpa - Dark Hours

Vibecoded website plagiarizes existing free software program. Comments
🌍 Lobsters

I think the vibecoding tag has gotten out of hand

I was reading this post and noticed the vibecoding had been applied. I’m not sure if this was applied by the lobste.rs team or by the author, but after reading the post it’s pretty clear that the only vibecoding involved is mentioned in an appendix separate from the actual meat of the post, which was well written and the product of sole-human effort and care. This tag feels like a black mark on what are otherwise interesting posts and has the potential to filter out genuinely human content....
🌍 Lobsters

3G at last

Comments
HackerNews

Advanced AI Sycophancy

Article URL: https://www.seangoedecke.com/advanced-ai-sycophancy/ Comments URL: https://news.ycombinator.com/item?id=49230800 Points: 4 # Comments: 0
HackerNews

Making AI Smarter with AI

Article URL: https://math.andrej.com/2026/07/11/making-ai-smarter-with-ai/ Comments URL: https://news.ycombinator.com/item?id=49230801 Points: 2 # Comments: 2
HackerNews

The Long, AI-Powered Quest to Perfect Pringle-Making

Article URL: https://www.wsj.com/tech/ai/inside-the-long-ai-powered-quest-to-perfect-pringle-making-ab37a231 Comments URL: https://news.ycombinator.com/item?id=49230917 Points: 3 # Comments: 1
HackerNews

Amazon circumvents Gilroy community vote for AI data center

Article URL: https://www.tomshardware.com/tech-industry/data-centers/amazon-secretly-circumvents-community-vote-for-massive-ai-data-center-45-year-old-rules-lock-gilroy-residents-out-of-public-comment-window Comments URL: https://news.ycombinator.com/item?id=49230954 Points: 52 # Comments: 59
HackerNews

Show HN: YC Startup School, but AI-Native

Hi HN, YC Startup School is a great resource and was part of the inspiration. But I think right now, much of the startup education model became capable of actually working alongside a founder with AI agents. So I'm experimenting with what an AI-native version of Startup School. I'm looking for early users who are willing to try it and give me brutally useful feedback. At Foundera, our AI Agents can help you research a problem, challenge assumptions around an idea, validate the market, define mil...
HackerNews

Show HN: Job Seeker – AI agent skills for job searching

Markdown skills that coding agents (Devin, Claude, Cursor, opencode) consume to automate the entire job search: search LinkedIn, fill Easy Apply, track in kanban, draft replies. Comments URL: https://news.ycombinator.com/item?id=49231157 Points: 3 # Comments: 0
HackerNews

Captaining your AI: new human-agent UX paradigm

Article URL: https://everythingengineer.substack.com/p/captains-read-the-outputs-a-better-human-agent-ux Comments URL: https://news.ycombinator.com/item?id=49231552 Points: 1 # Comments: 0