... identically by two callers who never coordinated. A recipient list is not an object with an id, it is an argument. One session built it from a query, the other from a CSV, same four hundred humans, two different strings, and nothing joins them. So a resource scoped budget needs a resource identity function per tool, and that is N functions rather than one mechanism. That is the actual reason nobody ships it, not the counting. The version I would ... ... that two callers who never coordinated would name identically, and a recipient list is not an object with an id, it is an argument. Same four hundred humans assembled from a query and from a CSV are two different strings

... failing fewer of them means fewer alerts to check by hand, and review scores that can be trusted. We measured the drop on our internal benchmark. The biggest change: when a review doesn't apply to a given string, it no longer counts against the score, so scores reflect only the reviews that genuinely apply. The reviewer setup form now shows example instructions as a placeholder for each review type. Also this week: - Xcode String

... performance issue. The theme s custom widget was running a complex SQL query to fetch custom metadata for each service item. It was making over 35 redundant database queries on every single page load just to pull simple text strings. On a busy live server, this would cause a noticeable lag. To fix this, I decided to write a transient cache filter in my child theme's functions.php file. Instead of hitting the database every time a visitor opens ...

... loading hint) were blind to custom. It now reads the provider from its own key-status fetch. Under the hood New native Ollama discovery via /api/tags + /api/show (max 8 in flight); inference stays unchanged through openai_compat. Loading-hint strings translated across all 12 locales. cargo test (97 green), cargo fmt, clippy -D warnings, npm run check all passing. Grab it here: https://github.com/nikserg/skim/... Comment from Omri Ben-Shoham(@omri_ben_shoham1): the one-click chip instead of hand ... ... local models entirely. also genuinely nice to see an outside contributor's PR land cleanly into a 12-locale, 97-test codebase without it turning into a mess - says something good about how approachable the project actually is versus

... async CLI  now handles more  file formats  end to end: TypeScript locale modules, YAML, Gettext PO, Flutter ARB, Android strings, and Xcode .strings

... endpoint rather than a rewrite. 2. Find a failure worth fixing You now have more conversations than anyone will read, and keyword search will not find the bad ones, because users do not fail in exact strings. Search works by meaning or 'semantics' instead. "Checkout" returns the matching conversations related to checkout however they were phrased, and full coverage stays affordable because agent traffic has a lot of repetition. The same prompts and tool outputs recur thousands of times ...

... open to relocation for the right opportunity. Also - if you're a founder building or planning to build a mobile app and want a free architecture review, i'm happy to take a look and give honest feedback. No strings attached. Reach me at raghav_p@es.iitr.ac.in or https://linkedin.com/in/raghavpa... ...

... trying to solve are: Getting attention in an overcrowded marketing environment Increasing customer engagement instead of just generating impressions Encouraging repeat visits Making promotions more memorable Generating word-of-mouth and referrals Giving small businesses an affordable alternative to constantly buying ads The simplest way I'd describe it: Playistry helps small businesses turn ordinary promotions into interactive customer experiences without adding another advertising expense. https://Playistry.com Comment from Jyoti Pathak(@jyotipathak__): Totally agree. When the problem is clear ... ... Ludwinowski(@anna_ludwinowski): @picspace  "What changed for the user" instead of "what did I build" is exactly the right swap! It's the same trap in enterprise IT and in most launches here, just dressed differently (feature list vs

... Shipped v1.10 yesterday. Redeploy only, no migration. The thing that was broken: ask your memory store for something specific, like a version string or an error code, and it'd come back with the wrong thing. Confidently . Dense search embeds those identifiers so close together it can't tell them apart. It's not a miss, it's a wrong answer that looks right. Hybrid recall fixes it. Keyword search runs alongside the vector query now, results get fused, exact ... ... results was the right call. Comment from Jerry Ng(@estreamedia): This is the failure mode that worries me most in AI products: not a blank answer, but a confident wrong answer that looks usable. For developer memory, version strings

... abandoned the pseudo-demand of "multi-device sync" to return 100% control to the user. Think of it as your absolute hidden safe in the cyber world. Why go against the grain with a purely local app? Many competitors fall into the trap of thinking cloud sync is an absolute necessity for everyone. But my insight is different: for the highest level of privacy, I would gladly trade a bit of convenience for the absolute certainty that my data ... ... officially live on the App Store. While the app uses a premium subscription model to sustain my indie development journey, I am offering an exclusive 90-day free Platinum trial for all new users. There are no strings

... with: - Advanced analytics with 7/30/90-day revenue tracking, conversion rates, and category breakdowns - AI-powered recommendations on pricing, timing, and categories with the highest demand - Market trend predictions showing expected demand curves so you know what to sell and when - Competitor analysis comparing your prices to market averages with market share estimates - Bulk CSV import for power sellers managing hundreds of listings - Promotions & discount codes to drive sales velocity - Gift cards for another revenue channel ## Who Is This ... ... burned. ## Why This Matters Most "financial inclusion" platforms still require you to have money to make money. HeavensLive inverts that: it gives you money and gives you the marketplace to multiply it. The combination of: - Grants (free capital, no strings

... three things at once and not lose track of any of them. Better to solve the visibility problem now than to bottleneck yourself later. pushary.com/ai-coding Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... canonical TUI convention shared by lazygit, k9s, ranger, fzf and the GitHub CLI. Give it five minutes once it's in your muscle memory you won't go back. Also in this release: Boundary sanitization every GitHub-sourced string (titles, bodies, label names, branch names, login strings

... Most teams we have talked to treat prompts like environment variables - static strings tucked away in config files. It works until it doesn't. The problem is there is no version history, no way to evaluate a change before shipping, and no way for non-technical teammates to contribute. Your legal reviewer knows exactly what the guardrails should say but cannot touch the prompt because it lives in the repo. We built PromptOT to fix this. Launching April 15. Would ...

... expanding. Early users can shape the product with feedback, helping us focus on what really matters. Join our pre-alpha: Build freely Export your sites Share your creations Give feedback and influence the roadmap It s completely free no strings attached. Watch our Product Hunt page: https://www.producthunt.com/post... OR: Try Spixor now https://spixor.com/ What would you build first ...

... know immediately Looking for founders already live with real users and real usage data to pilot it completely free. Use it for a month, give me honest feedback I'll publish publicly. No contract, no credit card, no strings. Site is notilens.com happy to set it up with you personally if you're interested ...

... across models, ship via API without touching the codebase. The boring infrastructure stuff that prompts never had but always needed. Launching on Product Hunt next Wednesday. Before we do - genuinely curious. How are you managing prompts right now? Hardcoded strings, Notion docs, a shared Google Doc somewhere? No judgment. We have seen everything ...

... answer first. If they find it immediately, they cite it. The structure makes extraction easy. Step 2: The Comparison Page Template Comparison pages drove 40% of our citation growth. Here's our exact template: Title: [Brand X] vs [Brand Y]: Which is better for [use case]? Quick verdict (100 words) Who wins and why One sentence summary Feature comparison table Feature Brand X Brand Y Feature A Feature B Feature C Price XX YY Detailed breakdown (by feature) How each ... ... margin of error. Result: This block was cited verbatim by Perplexity within two weeks. Step 5: The 90-Day Update Cycle We analyzed citation decay across 500 pages. The drop-off is steep: Months Since Update Citations (vs

... unique usernames in seconds? We ve been thinking about identity inside Votap. We want it anonymous. No real names. No influencer vibes. No follower contests. But people still need an ID. For discussions. For tagging. For replies. And random strings like user_847362 just feel dead. So we asked ourselves what if creating your tag felt like a tiny game? Here s the idea: When you join, you answer 1 2 simple, non-political questions. For example: Which word describes ...

... triggered when you click Copy under a message. Nothing exotic. I literally copied the cURL from the browser and pasted it into Rentgen. Then I let Rentgen do what it does best: mutate inputs. Result? Sending perfectly valid JSON strings just not valid UUIDs consistently triggered 500 errors. Cyrillic characters? 500. Accented letters? 500. Random symbols? 500. Even better: numbers and booleans returned 422, which means validation exists but only at type level. If it s a string

... OpenAPI specs , and LLM-friendly metadata . MCP Native: It instantly creates Model Context Protocol (MCP) tools that agents like Claude or Cursor can discover and call immediately. Security-by-Abstraction: The agent never sees your raw SQL or connection strings; it only interacts with secure, validated tools, effectively eliminating SQL injection risks. Why you should care Hyperterse supports PostgreSQL, MySQL, and Redis out of the box. It reduces the time-to-production for AI data tools ...

... Product Hunt community! To celebrate the holidays and thank you all for your amazing support, we're giving every user a full year of Premium for FREE no strings attached! Unlock everything: 20K+ Premium Templates 17M+ Assets AI Object Remover Background Remover One-Click Resize Infinite Storage This is our biggest offer ever and it's ending soon grab it before the New Year! Use the link to activate free yearly subscription now https://apps.apple.com/redeem?ct... Happy holidays and happy ...

... been working with MongoDB for years, and one problem always frustrated me: even simple questions required digging through syntax, roles, pipelines, connection strings, and endless tab hopping. So I built a small Python script to visualize my own production data. That script kept growing first into a local dashboard, then into an NLP layer to write queries for me, then into a full UI. That project eventually became Hubble an NLP-based MongoDB explorer. What Hubble does (today): lets ...

... breaches and 50+ infostealer malware logs Instant alerts the moment you re exposed Privacy-first. No app required. No credit card needed. Black Friday Launch: First 1,000 waitlist signups get 1 MONTH premium protection free early access, no strings attached! Protect your accounts before hackers can profit from them. Join the waitlist now! traclea.com/coming-soon ...

... Localization is always messier than it looks. Comment from Anna Kasumova(@anna_kasumova): What it does Translates from two source languages at once (e.g. RU + EN any others). Supports your existing glossary so AI uses your preferred terminology. Validates strings (placeholders, variables, punctuation). Manages projects, users, and roles for teams. Runs on any LLM (OpenAI, DeepSeek, etc.) just plug in your API key. Comment from Anna Kasumova(@anna_kasumova): If you like the idea, please upvote and leave a comment ... ... Comment from Anna Kasumova(@anna_kasumova): @luther_westover  Hello! Thank you for your comment. The app has a primary language and a secondary language. The other languages are less important. The idea is that if you change a string