[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"all-posts":3,"categories":389},[4,80,145,205,273,330],{"id":5,"documentId":6,"title":7,"slug":8,"dek":9,"author":10,"date":11,"readingTime":12,"featured":13,"blocks":14,"createdAt":60,"updatedAt":60,"publishedAt":61,"seoTitle":62,"seoDescription":62,"category":63,"tags":73},39,"f3sy3t85izr49cmll6o0wcs1","How We Actually Test AI Assistants","how-we-test-ai-assistants","Benchmarks tell you one story. Here’s how we form an opinion beyond the leaderboard.","ComparedStack Team","2026-09-01","5 min read",true,[15,21,27,48,52,56],{"type":16,"children":17},"paragraph",[18],{"text":19,"type":20},"Public benchmarks are useful, but they’re also gameable, quickly saturated, and often disconnected from what a task actually feels like day to day. So while we track them, we don’t let them write our verdicts.","text",{"type":22,"level":23,"children":24},"heading",2,[25],{"text":26,"type":20},"Our actual test suite",{"type":28,"format":29,"children":30},"list","unordered",[31,36,40,44],{"type":32,"children":33},"list-item",[34],{"text":35,"type":20},"Long-document comprehension: feed it a 40-page spec and ask questions that require connecting details from page 3 and page 35",{"type":32,"children":37},[38],{"text":39,"type":20},"Real coding tasks: multi-file refactors in an existing, messy codebase — not a fresh scaffold",{"type":32,"children":41},[42],{"text":43,"type":20},"Tone under pressure: does it push back on a bad idea, or just agree with whatever you said",{"type":32,"children":45},[46],{"text":47,"type":20},"Recovery: how gracefully it handles being told it made a mistake",{"type":16,"children":49},[50],{"text":51,"type":20},"None of these produce a clean numeric score on their own — they inform the qualitative pros and cons you see in each comparison, which we think matters more than a leaderboard rank that can shift with the next model update.",{"type":22,"level":23,"children":53},[54],{"text":55,"type":20},"Why we keep revisiting",{"type":16,"children":57},[58],{"text":59,"type":20},"Model updates land fast enough that a comparison written six months ago can quietly go stale. That’s why AI comparisons carry an “updated” date front and center, and why we treat this category as a living document rather than a one-time verdict.","2026-09-07T09:42:17.106Z","2026-09-07T09:42:17.131Z",null,{"id":64,"documentId":65,"name":66,"slug":67,"shortName":68,"description":69,"icon":70,"createdAt":71,"updatedAt":71,"publishedAt":72,"seoTitle":62,"seoDescription":62},43,"d2n69w6u5jw2n9uxksqsks74","AI Chatbots & Assistants","ai-chatbots","AI Chatbots","Conversational AI assistants for reasoning, writing and everyday tasks.","Bot","2026-09-07T09:42:12.650Z","2026-09-07T09:42:12.677Z",[74,77],{"id":75,"value":76},974,"ai",{"id":78,"value":79},975,"methodology",{"id":81,"documentId":82,"title":83,"slug":84,"dek":85,"author":10,"date":86,"readingTime":87,"featured":13,"blocks":88,"createdAt":140,"updatedAt":140,"publishedAt":141,"seoTitle":62,"seoDescription":62,"category":62,"tags":142},35,"c5pypule0lyx24nb9rn8cpe4","How We Score Every Tool on ComparedStack","how-we-score-tools","A look under the hood at the framework behind every score, verdict and “best for” on the site.","2026-08-30","4 min read",[89,93,97,101,123,127,131,136],{"type":16,"children":90},[91],{"text":92,"type":20},"Every comparison and list on ComparedStack ends with a score out of 10. We get asked a lot whether that number comes from a benchmark suite, a survey, or just a gut feeling — the honest answer is: a bit of structure, and a lot of actually using the thing.",{"type":22,"level":23,"children":94},[95],{"text":96,"type":20},"The five factors",{"type":16,"children":98},[99],{"text":100,"type":20},"We weigh every tool against five factors, though how much each one counts depends on the category: capability (does it do the job well), developer or user experience, ecosystem maturity, performance, and value for money.",{"type":28,"format":29,"children":102},[103,107,111,115,119],{"type":32,"children":104},[105],{"text":106,"type":20},"Capability — can it handle the real-world version of the task, not just the demo",{"type":32,"children":108},[109],{"text":110,"type":20},"Experience — how much friction is there between intent and result",{"type":32,"children":112},[113],{"text":114,"type":20},"Ecosystem — docs, community, integrations, and how easy it is to hire for",{"type":32,"children":116},[117],{"text":118,"type":20},"Performance — speed, resource use, and how it behaves under load",{"type":32,"children":120},[121],{"text":122,"type":20},"Value — what you get relative to what it costs, including your time",{"type":22,"level":23,"children":124},[125],{"text":126,"type":20},"Why the verdict matters more than the number",{"type":16,"children":128},[129],{"text":130,"type":20},"A score is a fast signal, not the finding. The actual reasoning lives in the pros, cons and feature table above it — read those before you make a decision based on a single decimal point.",{"type":132,"children":133},"quote",[134],{"text":135,"type":20},"A comparison that refuses to pick a side isn’t useful — so every page ends with a clear verdict, not a shrug.",{"type":16,"children":137},[138],{"text":139,"type":20},"Scores also aren’t static. Fast-moving categories like AI chatbots and coding assistants get revisited monthly; slower-moving ones like databases and languages get a fresh look every quarter or when something major ships.","2026-09-07T09:42:16.892Z","2026-09-07T09:42:16.943Z",[143],{"id":144,"value":79},967,{"id":146,"documentId":147,"title":148,"slug":149,"dek":150,"author":10,"date":151,"readingTime":12,"featured":152,"blocks":153,"createdAt":188,"updatedAt":188,"publishedAt":189,"seoTitle":62,"seoDescription":62,"category":190,"tags":199},45,"yg45lrp6vhmlcof3mozjhsnv","AI Coding Assistants Are Eating the IDE","ai-coding-assistants-eating-the-ide","The line between \"editor\" and \"agent\" is disappearing fast.","2026-08-25",false,[154,158,162,166,170,184],{"type":16,"children":155},[156],{"text":157,"type":20},"Two years ago, AI coding tools were autocomplete with a better model behind it. Today, the leading tools plan multi-step changes, run your test suite, and open a pull request — the editor is turning into a place you supervise an agent rather than type every line yourself.",{"type":22,"level":23,"children":159},[160],{"text":161,"type":20},"What actually changed",{"type":16,"children":163},[164],{"text":165,"type":20},"The shift wasn’t really about smarter autocomplete — it was tool use. Once assistants could read your whole repo, run commands, and see the results, \"agent mode\" stopped being a gimmick and started handling real multi-file refactors unsupervised.",{"type":22,"level":23,"children":167},[168],{"text":169,"type":20},"What this means for how you work",{"type":28,"format":29,"children":171},[172,176,180],{"type":32,"children":173},[174],{"text":175,"type":20},"Code review time is shifting from writing code to reviewing AI-proposed diffs",{"type":32,"children":177},[178],{"text":179,"type":20},"\"Prompting well\" is becoming as valuable a skill as knowing the language itself",{"type":32,"children":181},[182],{"text":183,"type":20},"The editor you choose matters less than how well it integrates agentic workflows",{"type":16,"children":185},[186],{"text":187,"type":20},"For a head-to-head on the two tools leading this shift, see GitHub Copilot vs Cursor.","2026-09-07T09:42:17.325Z","2026-09-07T09:42:17.340Z",{"id":146,"documentId":191,"name":192,"slug":193,"shortName":194,"description":195,"icon":196,"createdAt":197,"updatedAt":197,"publishedAt":198,"seoTitle":62,"seoDescription":62},"q3aub1u192qczyq8cyurhbau","AI Coding Tools","ai-coding","AI Coding","AI pair programmers, code completion and agentic coding tools.","Code","2026-09-07T09:42:12.712Z","2026-09-07T09:42:12.726Z",[200,202],{"id":201,"value":76},984,{"id":203,"value":204},985,"coding",{"id":206,"documentId":207,"title":208,"slug":209,"dek":210,"author":10,"date":211,"readingTime":212,"featured":13,"blocks":213,"createdAt":256,"updatedAt":256,"publishedAt":257,"seoTitle":62,"seoDescription":62,"category":258,"tags":267},37,"xssdwk14vd5agqmfqfglhelk","The State of Frontend Frameworks in 2026","state-of-frontend-frameworks-2026","React still wins on ecosystem, but the gap to Vue, Svelte and Solid keeps narrowing.","2026-08-12","6 min read",[214,218,222,226,230,234,252],{"type":16,"children":215},[216],{"text":217,"type":20},"It’s been a while since a genuinely new frontend framework broke through — the current landscape is less about new contenders and more about the existing ones converging on the same good ideas: fine-grained reactivity, server components, and less client-side JavaScript by default.",{"type":22,"level":23,"children":219},[220],{"text":221,"type":20},"Convergence, not disruption",{"type":16,"children":223},[224],{"text":225,"type":20},"React’s Server Components, Vue and Svelte’s compiler-driven reactivity, and Astro’s islands architecture are all answers to the same question: how do we ship less JavaScript to the browser without giving up interactivity where it matters.",{"type":16,"children":227},[228],{"text":229,"type":20},"That convergence is good news for developers — the mental model you build in one framework increasingly transfers to the others.",{"type":22,"level":23,"children":231},[232],{"text":233,"type":20},"What’s actually changing",{"type":28,"format":29,"children":235},[236,240,244,248],{"type":32,"children":237},[238],{"text":239,"type":20},"Meta-frameworks are now the default starting point, not an optional add-on",{"type":32,"children":241},[242],{"text":243,"type":20},"Signals-based reactivity (Solid, Svelte, Vue’s Composition API) is winning over Virtual DOM diffing for new projects",{"type":32,"children":245},[246],{"text":247,"type":20},"Edge rendering is table stakes for every major meta-framework",{"type":32,"children":249},[250],{"text":251,"type":20},"AI-assisted scaffolding is shrinking the practical learning curve of “harder” frameworks like React",{"type":16,"children":253},[254],{"text":255,"type":20},"If you’re choosing today, the honest advice hasn’t changed much: pick based on team familiarity and hiring pool first, and framework-specific performance differences second. See our full breakdown in React vs Vue.","2026-09-07T09:42:17.013Z","2026-09-07T09:42:17.037Z",{"id":81,"documentId":259,"name":260,"slug":261,"shortName":262,"description":263,"icon":264,"createdAt":265,"updatedAt":265,"publishedAt":266,"seoTitle":62,"seoDescription":62},"zy2v9u5ac9aeyfl4q9mnsm1g","Frontend Frameworks","frontend","Frontend","UI frameworks, meta-frameworks, styling and state management for the browser.","LayoutTemplate","2026-09-07T09:42:12.327Z","2026-09-07T09:42:12.375Z",[268,270],{"id":269,"value":261},970,{"id":271,"value":272},971,"trends",{"id":274,"documentId":275,"title":276,"slug":277,"dek":278,"author":10,"date":279,"readingTime":87,"featured":152,"blocks":280,"createdAt":315,"updatedAt":315,"publishedAt":316,"seoTitle":62,"seoDescription":62,"category":317,"tags":326},41,"yc7mri2v5en97rdytxrmv986","Why We Still Recommend Postgres by Default","why-postgres-by-default","It’s not the most exciting choice. That’s exactly the point.","2026-07-20",[281,285,289,293,297,311],{"type":16,"children":282},[283],{"text":284,"type":20},"Every year brings a new database promising to make Postgres look outdated. And every year, for the vast majority of applications, Postgres remains the right default — not because it’s exciting, but because it rarely forces you into a corner.",{"type":22,"level":23,"children":286},[287],{"text":288,"type":20},"The JSONB escape hatch",{"type":16,"children":290},[291],{"text":292,"type":20},"The single biggest reason: JSONB. When part of your data genuinely doesn’t fit a rigid schema, you can store it as JSONB and query it almost as flexibly as a document database — without giving up transactions, joins, or the rest of SQL for everything else.",{"type":22,"level":23,"children":294},[295],{"text":296,"type":20},"When it isn’t the right call",{"type":28,"format":29,"children":298},[299,303,307],{"type":32,"children":300},[301],{"text":302,"type":20},"Your data is document-shaped from day one and will rarely need relational queries — MongoDB is a fair alternative",{"type":32,"children":304},[305],{"text":306,"type":20},"You need effortless horizontal write-scaling from day one at massive volume",{"type":32,"children":308},[309],{"text":310,"type":20},"You want a fully managed, batteries-included backend and don’t want to run your own auth\u002Fstorage layer — Supabase (built on Postgres) is worth a look before you rule it out",{"type":16,"children":312},[313],{"text":314,"type":20},"Full breakdown, with a feature-by-feature table, in PostgreSQL vs MongoDB.","2026-09-07T09:42:17.193Z","2026-09-07T09:42:17.211Z",{"id":206,"documentId":318,"name":319,"slug":320,"shortName":321,"description":322,"icon":323,"createdAt":324,"updatedAt":324,"publishedAt":325,"seoTitle":62,"seoDescription":62},"cnjfk8r7abaq5mkotekzo8fz","Backend & Databases","backend-databases","Backend","Databases, APIs and data-layer architecture for server-side systems.","Database","2026-09-07T09:42:12.415Z","2026-09-07T09:42:12.474Z",[327],{"id":328,"value":329},977,"databases",{"id":64,"documentId":331,"title":332,"slug":333,"dek":334,"author":10,"date":335,"readingTime":12,"featured":152,"blocks":336,"createdAt":371,"updatedAt":371,"publishedAt":372,"seoTitle":62,"seoDescription":62,"category":373,"tags":382},"xjpbgue1i8a655p91qcgnmms","5 Signs It’s Time to Switch Cloud Providers","signs-time-to-switch-cloud","Migrating clouds is expensive. Here’s how to tell when it’s actually worth it.","2026-06-18",[337,341,345,367],{"type":16,"children":338},[339],{"text":340,"type":20},"Cloud migrations are disruptive, risky and rarely as fast as the sales deck promised. Most of the time, the right move is to get better at using what you already have. But not always.",{"type":22,"level":23,"children":342},[343],{"text":344,"type":20},"The five signs",{"type":28,"format":29,"children":346},[347,351,355,359,363],{"type":32,"children":348},[349],{"text":350,"type":20},"Your bill is dominated by services you’re only using for one narrow feature another provider offers natively",{"type":32,"children":352},[353],{"text":354,"type":20},"You’re maintaining custom tooling to work around a gap your current provider has no roadmap to close",{"type":32,"children":356},[357],{"text":358,"type":20},"Your team’s expertise (and hiring pool) has shifted toward a different ecosystem entirely",{"type":32,"children":360},[361],{"text":362,"type":20},"Compliance or data-residency requirements changed and your current provider can’t meet them in the right region",{"type":32,"children":364},[365],{"text":366,"type":20},"A committed-use discount is expiring and the renewal math no longer favors staying",{"type":16,"children":368},[369],{"text":370,"type":20},"If none of these apply, the cheaper win is almost always right-sizing what you already run — most overspend comes from over-provisioning, not from being on the “wrong” cloud.","2026-09-07T09:42:17.256Z","2026-09-07T09:42:17.275Z",{"id":5,"documentId":374,"name":375,"slug":376,"shortName":377,"description":378,"icon":379,"createdAt":380,"updatedAt":380,"publishedAt":381,"seoTitle":62,"seoDescription":62},"s4ujx5e37x7cla49kfbz9xnq","DevOps & Cloud","devops-cloud","DevOps","Containers, infrastructure and cloud platforms for shipping and running software.","Cloud","2026-09-07T09:42:12.508Z","2026-09-07T09:42:12.541Z",[383,386],{"id":384,"value":385},980,"cloud",{"id":387,"value":388},981,"devops",[390,391,392,402,412,413,414,415],{"id":64,"documentId":65,"name":66,"slug":67,"shortName":68,"description":69,"icon":70,"createdAt":71,"updatedAt":71,"publishedAt":72,"seoTitle":62,"seoDescription":62},{"id":146,"documentId":191,"name":192,"slug":193,"shortName":194,"description":195,"icon":196,"createdAt":197,"updatedAt":197,"publishedAt":198,"seoTitle":62,"seoDescription":62},{"id":393,"documentId":394,"name":395,"slug":396,"shortName":397,"description":398,"icon":399,"createdAt":400,"updatedAt":400,"publishedAt":401,"seoTitle":62,"seoDescription":62},49,"kyxgrju9qcbsahxr6c3gy1rk","AI Dev Frameworks","ai-frameworks","AI Frameworks","Frameworks and tooling for building LLM-powered applications.","Blocks","2026-09-07T09:42:12.793Z","2026-09-07T09:42:12.817Z",{"id":403,"documentId":404,"name":405,"slug":406,"shortName":407,"description":408,"icon":409,"createdAt":410,"updatedAt":410,"publishedAt":411,"seoTitle":62,"seoDescription":62},47,"et5dhnhik9xxbypugwx4pfh5","AI Image & Video","ai-image-video","AI Image\u002FVideo","Generative models for images, art and video production.","Image","2026-09-07T09:42:12.751Z","2026-09-07T09:42:12.767Z",{"id":206,"documentId":318,"name":319,"slug":320,"shortName":321,"description":322,"icon":323,"createdAt":324,"updatedAt":324,"publishedAt":325,"seoTitle":62,"seoDescription":62},{"id":5,"documentId":374,"name":375,"slug":376,"shortName":377,"description":378,"icon":379,"createdAt":380,"updatedAt":380,"publishedAt":381,"seoTitle":62,"seoDescription":62},{"id":81,"documentId":259,"name":260,"slug":261,"shortName":262,"description":263,"icon":264,"createdAt":265,"updatedAt":265,"publishedAt":266,"seoTitle":62,"seoDescription":62},{"id":274,"documentId":416,"name":417,"slug":418,"shortName":419,"description":420,"icon":421,"createdAt":422,"updatedAt":422,"publishedAt":423,"seoTitle":62,"seoDescription":62},"kqqemwew4iwvgu0896gur8la","Programming Languages","languages","Languages","Systems and general-purpose languages compared for performance and ergonomics.","Terminal","2026-09-07T09:42:12.577Z","2026-09-07T09:42:12.595Z"]