... between. That sounds obvious until you notice how many tools were designed for a client that could do the second half of the job for free. A language server is the clean example. Under the protocol, a find-references request returns a list of locations: a file, a line, a character offset. That is the right answer for an editor, which has the file open and can jump there. An agent has nothing open. Hand it a location ... ... backed tool both available, three models picked the semantic tool 0 to 6 percent of the time on code-location tasks, which is roughly never. The author then kept the same backend and the same set of references

... While building ArtDeck, I ran into a broader problem: a board saved in one reference app usually cannot be opened in another. Exporting a flattened image preserves its appearance, but loses the layout, original media, notes, groups, links, and editability. I have published an experimental proposal called the Open Reference

... Growth: 9% median free-to-paid conversion. 25%+ with PQL. Webinars (live): 22-33% CTA conversion. High-engagement webinars hit up to 69%. AI search (GEO/AEO): 4-5x higher conversion than traditional organic. One B2B study found AI-referred traffic converted at 7.12% vs

... built Codex Desktop Custom Models because experimenting with alternative model providers inside one desktop installation can quickly mix sessions, automation state, ports, and provider-specific configuration. Instead of modifying the main Codex setup, the project creates isolated desktop profiles. Each profile can have: its own app identity and icon a separate CODEX_HOME independent sessions and automation state a dedicated local bridge process provider-specific configuration The bridge translates between the Responses-style workflow expected by Codex and OpenAI-compatible ... ... Chat Completions APIs, including tool calls and tool outputs rather than acting as a text-only proxy. The current reference

... Last November I was working on concepts for a personal game project. My references were in PureRef, my links were in Notion, I was checking things in Photoshop and painting in Procreate. Two devices, three screens, four different tools for what was really one activity. So I built ArtDeck: one native reference

... just launched our affiliate program, and as one of our early supporters, we wanted to invite people in this forum first. How it works: you refer someone, they subscribe, you earn 20% of their payment every month for a full year. Some quick math : refer

... depends on the perceived reliability of the supporting site, not its authority score. A premium link still has excellent SEO ROI, but its GEO ROI depends on the credibility of the media. If a strong site references you, it helps both SEO rankings and AI visibility. The click layer is what's really changed: AI Overviews and GEO eat a lot of basic informational intent, so thin niche sites are hurting. The ones surviving go deeper. Backlinks still move ... ... look good on a report. 2. Lost link tracking with impact scoring. When a link drops, you see it immediately. More importantly, you see what it cost you in visibility not just in rankings, but in AI citations. 3. Competitor

... trigger an AI Overview. If someone is searching to buy something, Google still largely shows traditional results. AI search is mostly eating informational traffic, not purchase-intent traffic. Second, the traffic that AI does send is higher quality. ChatGPT-referred visitors spend an average of 15 minutes on a website versus

... preference . Not just a trend. A consistent editorial identity that holds month after month. The breakdown of editorial identities : ChatGPT Search is encyclopedic. It favors Wikipedia for Education, Recommendations, Comparison, and Purchase queries. If your content reads like a reference section, it surfaces here. Perplexity is video-anchored. It leads with YouTube for Education and Recommendations. Written content alone leaves citations on the table. Google AI Overviews is video-biased across six of seven intents. The one exception is Navigational ... ... shows you your visibility, share of voice, and citation rates across each platform individually . This allows you to see exactly where you win and where you are invisible, with the granularity required to understand each platform's editorial identity. Competitor

... We just shipped a referral program for Swiftbill (swiftbill.dev), our free invoice generator built for freelancers and contractors. The idea ...

... Have you found that early customers care more about speed gains or about creative control over what the AI surfaces? That answer usually shapes the entire roadmap. Comment from Nolan Vu(@nolan_vu): @thenameisarian  Interesting, alternative to LinkedIn you said "Transparency, not hiding" as the positioning is sharp. The whole industry is moving toward pretending AI involvement isn't happening, so calling it out directly and making it a feature instead of a flaw flips the script ... ... really smart way. Recruiters needing to know what was AI vs

... both content and   product work.   2. Google Search Console I basically live in it. For anything SEO, it's the only honest source of truth   about what's actually happening vs. what I assume is happening.   3. Ahrefs keyword and competitor

... share it with you all today! Why I built FloatPic? As a creator/developer, I was tired of bulky image viewers that clutter the screen with heavy borders and unnecessary windows. When working on projects, I just wanted my reference images to "float" cleanly on top of my workspace without getting in the way. So, I built FloatPic an app designed to completely disappear, letting only your images float. Key Features: * Borderless Floating Window: Keep your reference

... 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

... Healthcare devs are expected to document compliance at the code level but most teams do it by hand, inconsistently, or not at all until an audit forces the issue. compliancedoc-healthcare fixes that. Select any code in VS Code, run a command, and get structured compliance-aware output in seconds: **Explain** plain-English breakdown for compliance officers and auditors: what the code does, what PHI/PII it touches, what risks it flags **Generate Docs** auto-inserts a JSDoc block above your ... ... function tagged with specific rule references

... headache every time. The essence of creation is context alignment. The more fragmentation, the harder the alignment. That s why Cora came to be. What Cora can do? Inspiration collection: When browsing websites or creative platforms, save visual references and prompts to Cora with one click, instead of storing them everywhere. Creative preparation: Organize reference

... review, or a FINRA examination, you know the pain: engineers write the code, compliance officers need to understand it, and the gap between those two worlds is expensive. We built compliancedoc to close that gap a VS Code extension that analyzes your selected code against 7 major financial compliance frameworks and generates audit-ready output in seconds. What it does: Explain Plain-English breakdowns of what your code does, what data it touches, and what compliance risk it surfaces. Written ... ... compliance officers, not just devs. Generate Docs Auto-inserts a strict JSDoc block above your function with compliance tags, data classification, PII flags, risk level, and rule references

... tabs and sending them all to Claude at once for context Researchers & students collecting quotes and links from different sources, then feeding them to ChatGPT to summarize or synthesize without losing your place Writers & content creators stashing reference material, tone examples, and notes while browsing, then pulling them all into a single AI prompt Designers & PMs capturing screenshots of UI references

... rough version at kovant.club (bigger current concept at https://kovant.club/home ). The core concept is a closed club where founders get distribution without upfront cash, and influencers earn a royalty on the actual lifetime value of customers they refer for up to 2 years. If the startup wins, the influencer wins big. If not, they still get 1/10x of the delivered value. The key is an SDK that tracks every referral's LTV over time primarily scoped to 3 months ... ... still working out the maths). The signal is intentionally high: founders would need a 60%+ score on something like https://www.build-check.com by @german_merlo1 and must also be referred

... facebook-app-secret", googleClientId: "google-client-id", googleClientSecret: "google-client-secret", anthropicApiKey: "sk-ant- " // enables AI Assist ) Note: fbAppId and fbAppSecret enable both Facebook and Instagram. A single Facebook App handles both platforms via the Graph API. Environment variables reference All variables are injected securely at runtime. None are baked into the image. Variable Required Description SESSION_SECRET Yes Express session signing key. Auto-generated (64-char hex) if not provided. BASE_URL Yes* Public HTTPS URL of your deployment ... ... first deploy when the public URL is not yet known. Set it on the first redeploy once the deployment is running. Managing your Flixty deployment NEXUS AI gives you full lifecycle control over every deployment. Here's a quick reference

... thought we knew We assumed enterprise customers wanted the same things as our small business users, just more of it. More security. More control. More features. We never talked to them. We read blog posts. We looked at competitor pricing pages. We guessed. Here's what we missed: Procurement cycles. Enterprise deals take 6-12 months. We had 30-day sales cycles. We weren't built for that. Security reviews. We needed SOC2. We didn't have it. Customers asked ... ... that assumptions are incredibly expensive. Building for the customer you want instead of the customer you have can drain months of focus and budget. What really stands out is the contrast between 47 real requests for API limits vs

... Last month, I did something that felt slightly insane. I took our product description, fed it into ChatGPT, and asked it to build a competitor. Not a parody. A real competitor

... your features as cards on a canvas. Add descriptions, reference files from your project with @ mentions, and draw connections to map out dependencies and flow. When your plan is ready, hit Build . The entire board every feature, every connection, every file reference

... character, automatically. Motion operates as a director layer on top of leading video models. You set up your project, define your cast and world, and generate scenes. The consistency is handled at the platform level, not by manually feeding reference images into each generation. Currently in early access. Best for: indie filmmakers, brand video creators, and anyone building a multi-scene narrative who wants to skip the manual consistency workflow. motion.verticalstudio.ai 2. LTX Studio LTX Studio by Lightricks ... ... want to manage a whole project from script to final cut in one interface. Steeper learning curve than Motion but more production features. 3. Runway Gen-4.5 Runway is the established standard for cinematic AI video quality. Its Character Reference

... 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