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421. Never-before-seen Linux malware is "more advanced than typical"
VoidLink includes an unusually broad and advanced array of capabilities.
422. Many small queries are efficient in SQLite
423. Digg launches its new Reddit rival to the public
Digg, a reboot of an earlier social news site, is now relaunching as a Reddit competitor focused on communities.
424. Iran Goes Into IPv6 Blackout
425. The world is one bad decision away from a silicon Ice Age
426. Claudette Colvin, US civil rights pioneer, dies at 86
Colvin was arrested for refusing to give up her bus seat to a white person months before the famous case of Rosa Parks.
427. Instagram AI Influencers Are Defaming Celebrities with Sex Scandals
Fake images of LeBron James, iShowSpeed, Dwayne “The Rock” Johnson, and even Nicolás Maduro show them in bed with AI-generated influencers.
428. CLI's completion should know what options you've typed
Consider Git's -C option: git -C /path/to/repo checkout When you hit Tab, Git completes branch names from /path/to/repo, not yourcurrent directory. The completion is context-aware—it depends on the value ofanother option. Most CLI parsers can't do this. They treat each option in isolation, socompletion for --branch has no way of knowing the --repo value. You end upwith two unpleasant choices: either show completions for all possiblebranches across all repositories (useless), or give up on completion entirelyfor these options. Optique 0.10.0 introduces a dependency system that solves this problem whilepreserving full type safety. Static dependencies with or() Optique already handles certain kinds of dependent options via the or()combinator: import { flag, object, option, or, string } from "@optique/core";const outputOptions = or( object({ json: flag("--json"), pretty: flag("--pretty"), }), object({ csv: flag("--csv"), delimiter: option("--delimiter", string()), }),); TypeScript knows that if json is true, you'll have a pretty field, and ifcsv is true, you'll have a delimiter field. The parser enforces this atruntime, and shell completion will suggest --pretty only when --json ispresent. This works well when the valid combinations are known at definition time. Butit can't handle cases where valid values depend on runtime input—likebranch names that vary by repository. Runtime dependencies Common scenarios include: A deployment CLI where --environment affects which services are available A database tool where --connection affects which tables can be completed A cloud CLI where --project affects which resources are shown In each case, you can't know the valid values until you know what the usertyped for the dependency option. Optique 0.10.0 introduces dependency() andderive() to handle exactly this. The dependency system The core idea is simple: mark one option as a dependency source, then createderived parsers that use its value. import { choice, dependency, message, object, option, string,} from "@optique/core";function getRefsFromRepo(repoPath: string): string[] { // In real code, this would read from the Git repository return ["main", "develop", "feature/login"];}// Mark as a dependency sourceconst repoParser = dependency(string());// Create a derived parserconst refParser = repoParser.derive({ metavar: "REF", factory: (repoPath) => { const refs = getRefsFromRepo(repoPath); return choice(refs); }, defaultValue: () => ".",});const parser = object({ repo: option("--repo", repoParser, { description: message`Path to the repository`, }), ref: option("--ref", refParser, { description: message`Git reference`, }),}); The factory function is where the dependency gets resolved. It receives theactual value the user provided for --repo and returns a parser that validatesagainst refs from that specific repository. Under the hood, Optique uses a three-phase parsing strategy: Parse all options in a first pass, collecting dependency values Call factory functions with the collected values to create concrete parsers Re-parse derived options using those dynamically created parsers This means both validation and completion work correctly—if the user hasalready typed --repo /some/path, the --ref completion will show refs fromthat path. Repository-aware completion with @optique/git The @optique/git package provides async value parsers that read from Gitrepositories. Combined with the dependency system, you can build CLIs withrepository-aware completion: import { command, dependency, message, object, option, string,} from "@optique/core";import { gitBranch } from "@optique/git";const repoParser = dependency(string());const branchParser = repoParser.deriveAsync({ metavar: "BRANCH", factory: (repoPath) => gitBranch({ dir: repoPath }), defaultValue: () => ".",});const checkout = command( "checkout", object({ repo: option("--repo", repoParser, { description: message`Path to the repository`, }), branch: option("--branch", branchParser, { description: message`Branch to checkout`, }), }),); Now when you type my-cli checkout --repo /path/to/project --branch , thecompletion will show branches from /path/to/project. The defaultValue of"." means that if --repo isn't specified, it falls back to the currentdirectory. Multiple dependencies Sometimes a parser needs values from multiple options. The deriveFrom()function handles this: import { choice, dependency, deriveFrom, message, object, option,} from "@optique/core";function getAvailableServices(env: string, region: string): string[] { return [`${env}-api-${region}`, `${env}-web-${region}`];}const envParser = dependency(choice(["dev", "staging", "prod"] as const));const regionParser = dependency(choice(["us-east", "eu-west"] as const));const serviceParser = deriveFrom({ dependencies: [envParser, regionParser] as const, metavar: "SERVICE", factory: (env, region) => { const services = getAvailableServices(env, region); return choice(services); }, defaultValues: () => ["dev", "us-east"] as const,});const parser = object({ env: option("--env", envParser, { description: message`Deployment environment`, }), region: option("--region", regionParser, { description: message`Cloud region`, }), service: option("--service", serviceParser, { description: message`Service to deploy`, }),}); The factory receives values in the same order as the dependency array. Ifsome dependencies aren't provided, Optique uses the defaultValues. Async support Real-world dependency resolution often involves I/O—reading from Gitrepositories, querying APIs, accessing databases. Optique provides asyncvariants for these cases: import { dependency, string } from "@optique/core";import { gitBranch } from "@optique/git";const repoParser = dependency(string());const branchParser = repoParser.deriveAsync({ metavar: "BRANCH", factory: (repoPath) => gitBranch({ dir: repoPath }), defaultValue: () => ".",}); The @optique/git package uses isomorphic-git under the hood, sogitBranch(), gitTag(), and gitRef() all work in both Node.js and Deno. There's also deriveSync() for when you need to be explicit about synchronousbehavior, and deriveFromAsync() for multiple async dependencies. Wrapping up The dependency system lets you build CLIs where options are aware of eachother—not just for validation, but for shell completion too. You get typesafety throughout: TypeScript knows the relationship between your dependencysources and derived parsers, and invalid combinations are caught at compiletime. This is particularly useful for tools that interact with external systems wherethe set of valid values isn't known until runtime. Git repositories, cloudproviders, databases, container registries—anywhere the completion choicesdepend on context the user has already provided. This feature will be available in Optique 0.10.0. To try the pre-release: deno add jsr:@optique/core@0.10.0-dev.311 Or with npm: npm install @optique/core@0.10.0-dev.311 See the documentation for more details.
429. My Beef with the iOS 26 Tab Bar
The iOS 26 search tab looks more like an action button than a tab. That's causing problems for developers like me who want to follow Apple's guidelines.
430. GPU memory snapshots: sub-second startup (2025)
Using GPU snapshots to enable sub-second container startup times.
431. Police chief apologises after AI error used to justify Maccabi Tel Aviv ban
Craig Guildford says he gave incorrect evidence to MPs and mistake arose from ‘use of Microsoft Copilot’
432. China announces record $1.2T trade surplus despite Trump tariffs
Beijing reported the largest-ever trade surplus at $1.19tn as China diversified its trade.
433. OLED Not for Me