... with a fake: private func advertising(_ modes: [CWSecurity]) -> (CWSecurity) -> Bool { { modes.contains($0) } } #expect(profileMatches(.wpa2Personal, supports: advertising([.wpa3Transition]))) That test describes an access point that advertises WPA3 Transition and nothing else. CoreWLAN never reports one. The fake encoded my assumption about the API, so it could only ever agree with my code. The tests now build real CWNetworks from scan records, with the same helper as above, and one test pins the premise itself: @Test func coreWLANAnswersTheTransitionFlagsForNetworksThatDoNotCarryThem() { #expect ... ... meant "accepted by the carrier for delivery" - same shape, a status flag that answers a cheaper, adjacent question dressed up as the expensive one. your line about the tests passing because the fakes "were tested with a fake" that encoded

... queue. Every tool runs inside the tab. The reasoning was less noble than it sounds. We were building an image compressor and got to the part where you design the upload pipeline: presigned URLs, a worker to do the encoding, a bucket, a retention policy, and a paragraph in a privacy policy explaining how long we keep your files. Every one of those was a thing that could leak or cost money. So we deleted it. libjpeg-turbo, libpng, libavif ... ... AVIF and JPEG XL encoders

... lost for that terminal, but the failure should no longer make the live terminal permanently inaccessible through this path. The release also fixes output being held up by an unanswered redraw, and moves screen snapshot work, output encoding and publication outside the shared terminal lock. One terminal's redraw should no longer hold up operations on all the others. Mouse reporting, bracketed paste and keypad modes are tracked separately from the screen model and restored after refresh. Preserving mouse reporting ...

... Product Hunt community! Whether you're debugging web API payloads, formatting basic auth tokens, or handling string encodings during web development, having a fast and secure Base64 tool is an essential part of the daily developer workflow. To simplify this process without relying on cluttered or laggy sites, I vibe-coded a clean, browser-based Base64 Encoder

... streaming experience. I m particularly interested in reducing buffering and handling different network speeds more efficiently. For developers who have worked on video-based apps, which tools or services would you recommend for adaptive bitrate streaming, CDN delivery, video encoding, and performance monitoring? I d like to choose a setup that can remain reliable as the user base grows. Comment from Yang Liu(@yangliu44): Video encoding

... them named some variation of 'editor-but-not-really,' and nobody is confident the permissions are actually right anymore. this is where most teams realise that roles alone aren't the answer. the problem is that roles try to encode both who someone is and what they can do in one flat label. once those two things need to vary independently, the model breaks. the cleaner approach is to separate membership from permissions. organise users into groups based ...

... answers for, which is more useful than an upvote. Out-of-order webhook replay isn't deterministic yet. Seven people across two launches have asked. That's what I'm building next. Someone described a test fixture that had encoded a buggy assumption. It was defending the bug and would have gone red the day the fix shipped. A whole class I hadn't thought about: fixes that only work for people who arrive after them. Someone asked about partial ...

... make development workflows a little easier. Some of the tools we added include: HTML Viewer & Live Editor HTML Formatter JSON Formatter & Validator CSV JSON Converter Markdown Live Editor Markdown to PDF Regex Tester AI Regex Generator Base64 Encoder & Decoder Image Compressor Image Format Converter Image Resizer We re still figuring out which tools are genuinely useful and which ones need more work. So I d love to hear from other makers and developers here: When you need ...

... Developer Tools Built for everyday coding tasks Whether you are debugging APIs, cleaning data, testing code, or working with web technologies, ToolMole provides useful developer utilities: JSON formatter, beautifier & validator Regex tester and regex utilities JWT decoder Base64 encoder and decoder URL encoder

... Genuine question, since Writeara lives exactly on this line: do you treat every destination as one publish-gate, or does the gate's weight scale with the destination's reach, a push to a personal blog with 12 readers versus a client's site with 100k? Because "reach, not reversibility" implies the gate should be proportional , and I can't tell if that's worth the complexity or if a single publish-boundary gate is the right 80/20. Curious where ... ... because it's dumb, but because the radius is determined by capabilities it isn't even looking at. That's the strongest version of the "worst judge of its own reach" point I've seen. And your authority-armed-versus

... spent almost 3 years closing. 18 months of neurosymbolic research before a single line of production code, then 7 proprietary cores (brains) that combine neural pattern recognition with symbolic rule-based reasoning. The symbolic layer encodes 1,300+ elements from GTM science: positioning frameworks, persuasion research, communication ciences, behavioural economics, lexical analysis, plus 10+ years of domain expertise from big tech, strategy consultancies, and unicorns, systematically cleaned, audited, and structured. The neural layer handles nuance and language. Neither layer works ... ... alone. What that means in practice: on rule-bound queries we run at roughly 10% hallucination versus

... works for stable flows, but it becomes brittle when the UI is dynamic, when the test expectation is semantic, or when the product changes faster than the test suite. Agentic UI testing gives us a different shape. Instead of encoding every assertion as rigid script logic, we can let an agent read a test case, drive the browser, inspect the page, collect evidence, and judge whether the user-facing expectation is satisfied. The script becomes the harness: it controls safety ... ... worker. For UI testing, a remote headed browser is not just a convenience. It changes the debugging loop. Instead of asking "what did the script think happened?", you can ask "what did the user actually see?" ### Harness Code vs

... everyone, I built Ever-QR after seeing how many free QR code generators quietly rely on their own servers, then disable your code after a trial or push you into a yearly subscription. The idea: encode the destination directly inside the QR pattern itself, so it never depends on anyone's servers and never expires. One payment of 5 euros, no renewal, no hidden fees, checkout through Stripe. You get print-ready SVG, PNG, JPEG and PDF files, plus ...

... imagine a workday without any of them. Comment from Dogan Akbulut(@doganakbulut): Great question! Here are my 5 essentials: Notion my second brain for notes, projects, and planning 2. Claude / ChatGPT brainstorming, drafting, and thinking through complex problems 3. VS Code can't write a single line of code without it 4. Slack async communication keeps my team in sync 5. Loom nothing beats a quick video when text just doesn't cut it Curious how many people overlap on Claude/ChatGPT ... ... Justin Verlin(@justin_verlin): Claude Code VS

... from groups You can give a group its own AI context, and it now flows into chat, chart-editing, and automation agents whenever a member of that group is interacting. If different teams think about your data differently engineering versus sales versus

... galdayan): our setup ended up being a Slack webhook per agent session, posted to a channel only that agent writes to. sounds basic but the key part was making the notification say WHY it's waiting (needs approval vs finished vs

... Vision Transformers waste 90% of their compute recalculating stationary asphalt. NeuroFlow tracks semantic surprise in embedding space, physically eliminating background tokens before the encoder. Result: 55.8x wall-clock speedup for ViTs on high-res video (1792p) with 97% fidelity. No fine-tuning required. NeuroFlow is a dynamic routing framework for Vision Transformer video inference. It exploits temporal redundancy by tracking per-patch embedding-distance threshold via an Exponential Moving Average (EMA) of patch-level embeddings, effectively answering the architectural ... ... Cache. It achieves  71.55% zero-shot top-1 accuracy at 84.0% token sparsity  on SigLIP, retaining 92.4% of dense accuracy without modifying any weights. Architecture B (Extreme Wall-Clock Speedup):  Physically eliminates stationary tokens before the encoder

... physical hardware (like real estate yard signs) and dynamic digital data. Here s a look at the stack and the "why" behind the project. The Problem: Static is Brittle Most QR codes generated today are static. The data is encoded directly into the pattern. If the URL changes, that physical sign-and the money spent printing it-is effectively e-waste. For industries like Real Estate, this is a nightmare. Agents need to pivot fast. A "Coming Soon" sign needs ... ... become a "Virtual Tour" sign, which eventually becomes a "Sold / See My Other Listings" sign. The Solution: The Dynamic Redirect Layer At its core, QRJolt acts as a high-performance redirect engine. Instead of encoding

... output pastes straight into Mailchimp, ActiveCampaign, or MailerLite. No MJML, no drag-and-drop, no proprietary lock-in. What's different from the dozen other "AI email generators": Per-ESP HTML output. Each platform gets a dedicated prompt that encodes its specific HTML conventions (editable regions, merge tags, layout quirks). Generic AI email HTML breaks in Outlook; targeted output doesn't. Brand kit is first-class. Colors, fonts, logo, tone of voice, legal footer all set once in the sidebar ...

... reliably infer environment state mode selection has to be explicit they don t handle ambiguity well disambiguation needs to be enforced they retry broken paths fallback logic has to be built in And most importantly, APIs don t encode judgment. They return data, but not whether the result is useful or worth continuing. The workflow is the product now A request like: "Find 20 CTOs at AI companies in SF and verify their ML background" used to take ... ... Curious how others here are thinking about this. Are you still building AI features into SaaS, or starting to design around agents as the user? Comment from Antler Kaku(@antler_kaku): This hits. The part about APIs not encoding

... released a production ready RAG project-template for Bult.ai . If you want to deploy a serious Retrieval Augmented Generation system, not a toy demo, this is for you. What it includes: Hybrid search combining BM25 and vector similarity Cross encoder reranking for higher precision Optional HyDE and multi query retrieval Multi model support: OpenAI, Anthropic, Google, Ollama OCR for scanned PDFs JWT authentication and optional Google OAuth Analytics dashboard with usage and latency tracking Conversation export to Markdown, JSON ... ... overlap, semantic chunking enabled by default Embeddings: text-embedding-3-large (3072 dim), batched at worker level Async background workers process docs in parallel and can scale horizontally Retrieval flow: Hybrid search (alpha 0.5) Top 50 retrieved Cross-encoder

... with you. What's under the hood? Gigabit Speed Test: We use multi-threaded downloads to saturate even fiber connections. Privacy Audit: Instantly checks for WebRTC leaks that VPNs might miss. Dev Tools: Built-in Subnet Calculator (CIDR), Base64 encoder, and MAC OUI lookup. Dark Mode: By default. Because we aren't savages. The Goal: I want this to be the "Second Monitor" dashboard for devs, sysadmins, and anyone who cares about digital privacy. I'd love your feedback: Does ... ... solving. A couple of thoughts: The value will compound based on which micro-tools you include. The more daily annoyances you replace (IP lookup, JSON formatter, DNS check, headers inspector), the more likely this becomes a default tab. Accuracy vs

... video, get automatic subtitles. Huge for accessibility. GPU Transcoding: If you got an NVIDIA card, this thing is fast. Seriously fast. Dynamic Manifests: This ones a bit technical, but you can swap audio tracks or subtitles without re-encoding the whole video. A huge time saver. Multi-Cloud: Use any S3_API storage you want, hook it up to multiple CDNs. Total freedom. Real DRM: We support Widevine & FairPlay for when you need that top-level content protection ...

... realized I don't like reading text linearly. Someone writes a text, and it's encoded by their writing style, knowledge, thinking patterns, and so on. Then I need to read it through, decode it, and understand if it was worth the effort. AI slop summaries don't work for me either. But I'd like a tool that lets me "read on my terms" - explore text in stages that I prefer, as shallow (topic/description/keywords) or as deep ... ... have a workflow for reading/working with text? Do AI summaries work for you? It seems like AI could make the reading process more interactive instead of purely linear - essentially becoming the decoding step (or steps) between the author's encoding

... QuickImageTools.com , a lightweight platform that makes image editing fast and frustration-free. You can: Compress images without losing quality Convert between formats like PNG, JPG, WebP, AVIF Resize or crop in bulk Remove backgrounds (no signup!) Add watermarks or encode to base64 All features work entirely in your browser no installs, no ads, no tracking. Would love feedback from designers, devs, marketers, or anyone who works with lots of images ...