wb-starter contains an Issues page which shows GitHub issues as shown below. Notice the green tags in the Title column? They allow your A.I. to report what it's doing ("Working on it now") then the status Now: and finally, what's next. https://cielovistasoftware.github.io/wb-starter/?page=issues
This is a simplified guide to an AI model called Llama-4-Maverick-Instruct maintained by Meta. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. llama-4-maverick-instruct is a 17 billion parameter mixture-of-experts language model maintained by meta. The model uses 128 experts in its mixture-of-experts architecture, enabling efficient inference despite its moderate parameter count. This is an instruction-tuned variant designed for chat and conversational tasks.
The pain nobody mentions I recorded a short clip on my iPhone, dragged it into the Telegram "set video avatar" dialog, and nothing happened. The app accepted the file, pretended to upload it, then quietly fell back to a still frame. No error message. The problem turned out to be HEVC. iPhones record H.265 by default since iOS 11.
Build search parameters from raw values with URLSearchParams so a plus sign or ampersand in the user's input survives the round trip. A prototype may work with a single word and fail with a team name such as C++ & design. Concatenating that value into a query string gives punctuation another job: an ampersand can separate parameters, and a plus sign in form-style query syntax can be decoded as a space. Rehearse a value that contains both characters. Use a URL object for the full address, then set the unencoded input value on its searchParams.
🚀 Running AWS Strands Decider 2B Locally for Multi-RAG and Agentic AI Applications As GenAI applications become more sophisticated, one challenge continues to surface: How do we make reliable decisions before invoking an LLM? For example: Which datasource should answer this question? Should I query PLM, Jira, or Confluence? Do I have enough context to answer confidently? Should an AI agent invoke a tool or ask a clarification question?
Retry Storms: How a 502 Fix Created a Thousand Duplicate Orders In modern distributed systems, transient failures are inevitable. Timeouts, circuit breakers, and retries are standard defense mechanisms. But when idempotency—the guarantee that processing the same request multiple times has the same effect as processing it once—is skipped, retries turn into a destructive force. This isn’t a theoretical scenario. It’s a real incident that unfolded in a production e-commerce system, where a single upstream timeout cascaded into thousands of duplicate orders.
Now we move deeper into graphs. The key interview question is: Given a graph, how do I find the minimum-cost path from one node to another? The correct algorithm depends mainly on edge weights. Memorize this table: Graph Algorithm Unweighted graph BFS Weights are only 0 and 1 0-1 BFS Non-negative weights Dijkstra Negative weights possible Bellman-Ford All-pairs shortest paths Floyd-Warshall DAG Topological-order shortest path Unweighted → BFS Non-negative weighted → Dijkstra Negative edges → Bellman-Ford You already saw this with BFS. Example: 0 --- 1 --- 2 | 3 Every edge has equal cost.
LIMIT 20 OFFSET ... makes the next page of a list easy to express. But deeper pages require skipping more rows without returning them. Using an index does not, by itself, eliminate that work. This experiment inserted 100,000 synthetic notifications into local D1 and fetched the same 20 records with OFFSET and a cursor.
My friend Maya has peanut, tree-nut, and sesame allergies. Every group dinner starts the same way: her squinting at ingredient lists, googling "does pesto have nuts" (it does — pine nuts), and quietly eating plain rice while everyone else shares satay. So I built her SafePlate — an allergy-aware meal planner that reads every ingredient of every recipe for her: 🥜 Her profile, not a generic one — name, allergies, and how strict to be ("Sensitive" vs "Severe: flag every trace"). 🍽️ A verdict on every recipe — All clear, Worth a closer look, or Not safe for Maya — with the exact ingredient that
핵심 내용 AllenAI가 공개한 AstaBrief 8B는 과학 논문을 인용 기반 보고서로 자동 생성해 주는 모델이다. 기존 Claude 기반 ‘Thinking mode’보다 3.5배 빠른 51초 안에 전체 보고서를 한 번에 만든다. 모델 가중치와 훈련 데이터가 모두 오픈돼 로컬에서 실행 가능하도록 제공한다. 예산: 8B 파라미터 모델은 1 GB VPS에서도 추론이 가능하도록 양자화(quantization)하면 메모리 요구량이 4~6 GB 정도다. 저예산 서버에 GPU가 없을 경우 CPU‑only 양자화된 버전을 사용하면 비용이 크게 늘지 않는다.
Give each search request a sequence number and only render the result that belongs to the latest search. A hackathon demo can look fine when typing slowly. During a presentation, a short query may take longer than the next query. If every response updates the screen, the older request can replace the results for the words currently in the input. The user then sees results that belong to a different question.
JavaScript modules provide a clean way to split a large application into smaller, focused files. Instead of keeping utilities, business logic, configuration, and application code in one place, modules let each part of the system have a clear responsibility. Modern JavaScript uses ES Modules as the standard approach for sharing functionality between files. Once you understand named exports, default exports, imports, and module boundaries, building maintainable Node.js and browser applications becomes much easier. A module is simply a JavaScript file whose variables and functions are scoped to t
Apple abrió la beta de Pass Designer, una app nueva que convierte crear un pass de Wallet en arrastrar campos y elegir colores en vez de escribir JSON a mano. Antes de esto, cualquier cafetería, aerolínea o venue que quisiera emitir una tarjeta de fidelidad o un boleto digital tenía que construir el archivo pass.json directamente o pagar por una herramienta de terceros. La promesa central es la fidelidad visual: la página oficial de Pass Designer explica que la vista previa usa el mismo renderizador que iOS y watchOS, así que lo que se ve en la app de escritorio es exactamente lo que el usuari
Article URL: https://blog.willmeye.rs/new-york-city-should-carefully-measure-a-new-tree/ Comments URL: https://news.ycombinator.com/item?id=49940877 Points: 4 # Comments: 1
A contribution does not have to be a new feature. A precise bug fix with a test and a clear explanation can be more useful than a large change nobody can review. Here is a concrete example: react-native-webgpu PR #487 fixed subgroup matrix feature-name mapping. It was opened on 29 September at 13:10:42 UTC and merged at 13:28:36 UTC, about 18 minutes later. That is one project's review outcome, not a promise that every PR will merge quickly.
You run Lighthouse. Performance: 95. Everything looks great. Then you actually use the application. You click a button.
Atlassian Cloud Architecture: Organization, Site, Product, and What a Migration Crosses Key takeaways An organization sits above one or more sites; a site holds one product instance each; a directory decides who can sign in. Org admin is automatic on every site in the org and cannot be removed from it; site admin and app admin have zero org-level security capability. Atlassian's own current term for the third admin tier is app admin, not product admin — 'product admin' is what people search, but it does not appear in Atlassian's live docs. A directory is local or identity-provider, and single
Every licensing tutorial teaches issuance: generate a key, sign it, hand it over. Far fewer teach the other half, which is where the real engineering is — making a key stop working. A customer refunds. A key turns up in a forum. A chargeback lands.
AVISO: esta série é uma fantasia satírica baseada em fatos reais sobre Elixir. Nada aqui deve ser levado ao pé da letra. Ao final de cada capítulo, os fatos por trás da lenda são revelados. Tags: #satire #humor #elixir #enchiridium A lenda diz que o cookie é um segredo. Ele nunca é enviado em claro.
A client who looks fine on the call can still be the wrong job. The expensive part is usually not the work itself. It is the unclear scope, the slow replies, and the extra rounds you did not price. Before you say yes, get answers you can write down. Eight questions are enough.