... maximize field reliability and mission uptime. The Market & Pricing:  We are matching current municipal fleet budgets with a highly competitive target price of $31K baseline MSRP for standard police cruisers and a $35K high-speed interceptor variant. Our long-term roadmap expands from secured government contracts directly into commercial taxis, rideshare, and the consumer market once stable cash flow is secured. Who I am Looking For: I am searching for a  Technical Co-Founder / CTO . Background ...

... like this An assistant does not hand you a ranked list. It breaks your question into several smaller ones, runs those, and assembles an answer from the best source it found for each. Google's own patent on query variants (US11663201B2) describes dynamic control that "can often lead to a relatively large (e.g., more than 5, more than 10, or more than 15) quantity of variants

... same keyword, splitting rankings instead of stacking them. What fixed it wasn't more content it was restructuring into a strict pillar-cluster architecture: One pillar page owns the head keyword Cluster pages get page-specific keyword variants only, mapped out before writing (not after) Every cluster page links back to the pillar, and the pillar links out to every cluster (bidirectional, not one-way) Before publishing anything new, we check it against existing pages for overlap and reassign ... ... variant

... next one tells you what moved. A file that auto-executes appeared. An existing one's contents changed. A branch tip that used to be signed no longer is. It survives renames and re-obfuscation, because a variant still has to appear and appearing is the thing being watched. It also maps your capability footprint: workflow permissions and triggers, self-hosted runners, write deploy keys, webhooks delivering somewhere other than GitHub. A tip that is really a design note: holding ... ... gone by then... the detector itself is built on the invariant of that attack class from Ionut-Cristian Florescu's writeups he's the maintainer whose own repos got hijacked rather than a filename list, which is why renamed variants

... criteria prompt or a set of conditions, and the advanced path is writing the script yourself. For Signals born from annotations, Latitude can generate the script instead. GEPA, an evolutionary optimizer, takes your annotations as examples, tests script variants against them, and keeps the one that agrees with the human verdicts most. The finished judge carries its agreement record, which makes its reliability a measured number, and as new annotations arrive the agreement is remeasured and the script re-optimized ...

... multi-step plan and executes it - Smart reframe with face tracking for TikTok/Reels/Shorts - Motion tracking that runs in the browser generates keyframes, no server needed YouTube growth tools (that others charge $15+/mo for): - A/B thumbnail testing generate variants, auto-score on contrast, text readability, face presence, pick the winner - A/B hook testing generate 5 hook openings from your transcript, compare engagement scores - Engagement analytics 7-signal scoring (hook, curiosity, energy, beat sync, face, emotion, virality) with trend tracking - YouTube ... ... clips - Audio effects chain (EQ, compressor, reverb, de-esser, limiter) - LUFS loudness normalization for YouTube/Spotify/podcasts - Beat detection with snap-to-beat - Batch export with 8 platform presets 30+ languages including 22 Indian languages via Sarvam AI unmatched by any competitor

... Context Engine for my Models 4. Replicate - Content Generation & Training Image & Video Models 5. Resend - API managed emails Also, recently - its Klipio, My own tool for Static Image ad creatives from competitor ads. Comment from Justin Verlin(@justin_verlin): Claude Code VS

... everyone! Just shipped A/B testing for thumbnails and hooks directly into OpenCut AI. Generate variants, score them automatically, and pick the winner all inside the editor, no external tools needed. Thumbnail A/B Testing Generate up to 4 thumbnail variants

... Shai-Hulud / Miasma worm has been quietly pushing itself into people's GitHub repos including real, well-known OSS projects where it auto-runs the moment you open the repo in an AI editor (Claude / Cursor / Gemini / VS Code) or install it, then harvests your tokens. It lives in the GitHub source, not the npm registry, so a lockfile audit never sees it. octoscope already points at the repos you own, so this release teaches it to look. @icflorescu What ... ... open the action menu (space) and hit Security scan (s). It matches the invariant of the attack instead of a single payload filename because the worm renames its dropper the week after you blocklist it, so a renamed variant

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... places: selectors (.foo:hover), values (content: "a: b"), and declarations (color: red). A regex for color: will hit the wrong place. Problem 2: formatting. Real CSS comes in many formats different indentation, inline comments, single-line rules. Supporting all variants with regex means either covering every case or normalizing the file, which destroys formatting. Problem 3: SCSS nesting and @media inside rules. .card { background: #fff; @media (max-width: 768px) { background: #000; } &:hover { background: #eee; } } Finding the right declaration ...

... didn t plan to build a Shopify app. I just got tired of doing the same thing over and over again: Taking messy supplier data cleaning it writing titles descriptions SEO variants SKUs for every single product. It s not hard work, it s just repetitive in a way that drains you. So I built Filleo. You paste raw product info (literally anything CSV, notes, supplier text), and it turns it into a complete Shopify draft in seconds. Titles. Descriptions ... ... Variants

... like them and are queued for next week, "start your trial" feels like a natural next step instead of a blind commitment. Still early, but the drop-off on the subscribe step is noticeably lower in the value-first variant. Wrote up the full onboarding flow both sequences, the design decisions behind each step, and why we built it as a full-tab experience instead of a popup How do you all think about where to place the paywall ...

... team we work with: AI design tools generate fast, then the cleanup takes longer than building from scratch. The pattern is always the same. The AI generates a beautiful dashboard. Everyone's impressed. Then someone looks closely. Wrong button variant. Spacing doesn't match the system. The card uses a shadow you deprecated months ago. The loading state doesn't exist. A developer receives it and rebuilds everything using the real components anyway. The generation was fast. The aftermath ... ... visual patterns. None of them connect to your actual component library. Forge takes a different approach. Your React component library syncs from Git into UXPin. Forge can only generate with components that exist in your library - real props, real variants

... announces the product. The reader arrived asking about their problem. That gap subject promises feature, reader wants outcome is where 80% of clicks die before the email opens. I built Strategic Flow to fix exactly this. Rebuilt HTML, A/B variants, cohesion score in 90 seconds. What's the worst subject line mistake you keep seeing? Free audit: https://strategic-flow-audit.rep... Showcase: https://strategicflow-tech.githu... ...

... approval before anything goes live. Meet Aila your AI co-pilot Aila isn't just a page builder. She's a full CMS assistant: "Build me a pricing page with 3 tiers and a FAQ" done, with multiple design variants to compare "Take me to site settings" instant navigation, no menus to dig through "Change the homepage to the new landing page" just say it, review it, approve it "What's my SEO score on the about page?" she pulls ...

... Product Hunters, Most e-commerce spy tools on the market stop at the surface. They show you which ads a competitor is running or estimate their monthly traffic. They tell you what your competitors

... Transform messy and unstructured data from a supplier or website into complete, ready-to-publish product listing drafts in seconds. Filleo AI Product Builder automates the generation of titles, descriptions, SEO fields, weight, HS codes, categories, variants, tags and much more while maintaining brand consistency. It analyzes store historical patterns to create new listings matching your existing style and SKU structures. Every field is configurable to meet your requirements. How is it Different Ready-to-Go: Instantly turn messy data ...

... tone,  Remodroom  shows it in under a minute. Close the revision cycle in the room, not in email chains. For real estate marketing teams: handle  AI virtual staging  for off-plan developments, buyer-facing styled variants per unit type, and pre-sales collateral that shows furnished spaces before the building exists.  What we kept hearing from practitioners was: " I've been working this way for fifteen years because there was nothing better. " We built this ...

... that helps merchants create 'complete' product listings in seconds, built especially for dropshippers, resellers, and fast-moving stores. A few things we focused on that most product listing creation tools skip: Creating not only titles, descriptions, SEO fields, and variants but also smartly determining other key fields like Product Weight, HS Code, Country Of Origin, Tags, Product Category, SKU and much more! Allow pasting messy and unstructured Product data from suppliers that is often not properly formatted. Provide consistency across ...

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... Eliminate the "Middleman" Tax Since Fundlify lives inside Shopify, you use the world s most robust checkout system. No Survey Tools: Shopify already knows how to calculate live shipping, handle VAT/GST, and manage 1,000+ SKU variants. You don't need to pay a third-party "Survey Manager" to ask your backers what color shirt they want. Upsells are Free: Sell add-ons and accessories during or after the campaign without paying a secondary platform commission. 2. Instant Liquidity ... ... theme-aware," meaning it integrates beautifully with your existing Shopify design without ever risking a site crash or a broken layout. Military-Grade Inventory Protection: Avoid the nightmare of overselling. Fundlify provides real-time, strict inventory syncing across all variants

... just exposure, but the degree to which AI treats your brand as a credible source . Share of Voice (SOV): Represents your brand s voice share within AI narratives the probability that AI mentions your brand rather than a competitor when answering a topic-related question. Sentiment: Captures the emotional tone of AI mentions positive, neutral, or negative showing how AI portrays your brand. Together, these four metrics answer the two most fundamental GEO questions: How frequently does AI mention ... ... brand? and In what tone and context is the brand represented? 1.2 Trends and Competitor

... often than not just Freeze when confronted with an empty input box. This has gave us pause. We intended to launch VibeCheck today but we are delaying to build clickable demos showing how teams can compare their results with competitors. Now that building is so fast, validation is the new bottleneck. Creating your interface and variants

... Product Hunt! We're launching Idealo Product Scraper an Apify actor by data_alchemist that lets marketers and analysts extract structured product data from idealo.de (and its regional variants) without writing a single line of code. apify.com/data_alchemist/idealo-product-scraper What does it do? Idealo is one of Europe's largest price comparison platforms with millions of product listings. Our actor lets you pull: Price offers all seller prices in one structured dataset with direct links to the stores Product specs technical ... ... details and attributes as listed on idealo Product images direct URLs to high-res images Who is it for? E-commerce managers tracking competitor