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Goodfire is an AI interpretability research company dedicated to understanding and intentionally designing advanced AI systems. Their flagship product, Ember, is a universal platform for neural programming that decodes the neurons of AI models, providing direct, programmable access to their internal representations. By moving beyond black-box inputs and outputs, Ember unlocks new ways to apply, train, and align AI models, allowing users to discover hidden knowledge, precisely shape behaviors, and improve performance.
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MemorySync gives AI apps persistent memory through an API: add a memory, then query it back in natural language. Organization, project and end-user identifiers keep each workload separate. Official Python and Node SDKs are available, and it works with LangChain, LangGraph, OpenAI Agents SDK, Vercel AI SDK, CrewAI, LlamaIndex, Mastra, Agno, Google ADK, Pydantic AI, LiveKit and Pipecat. A dashboard shows retrieval tracing, memory tiers and governance policies so you can see what your AI remembers and why.
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NexPOS is a free cloud-based point of sale system for retail stores, restaurants, and cafes. No credit card required, no setup fees, 30-day free trial. Manage inventory, sales, customers, and reports with our powerful yet simple POS system. Perfect for small businesses looking for a modern alternative to expensive POS solutions.
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Derivative Calculus Solver is an intuitive, web-based educational tool designed to demystify the complexities of calculus. While most calculators focus solely on providing the final answer, our platform prioritizes the learning process. By utilizing a sophisticated symbolic engine, we decompose derivatives involving the Chain Rule, Product Rule, and Quotient Rule into clear, manageable substitutions. Our interface is optimized for speed and clarity, making it an essential resource for university students, high schoolers, and math educators looking for a transparent alternative to "black-box" solvers.
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Sentyment turns raw social conversation into evidence-backed sentiment reports. Point it at a brand, product, or topic and it pulls posts and comments from Reddit, YouTube, Instagram, TikTok, X, and Facebook, then scores sentiment and surfaces the actual quotes behind each score, so every insight is traceable back to a real post, not a black-box number. It's priced per analysis instead of per seat, so teams can run a one-off competitive teardown or an ongoing brand tracker without an enterprise contract.
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Cairn Pipeline Analyzer helps sales and revenue teams determine whether the confidence recorded in their CRM is supported by actual buyer evidence. The product analyzes CRM pipeline data to separate evidence-supported pipeline from assumption-dependent revenue, identify contradictions and forecast risk, and show the next proof required for individual opportunities. Rather than relying on a black-box deal score, Cairn makes the underlying evidence visible so teams can understand why a deal or forecast is — or is not — defensible. The Pipeline Analyzer runs in the browser, and uploaded CSV data is not stored by Cairn.
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Treyci is the AI visibility intelligence platform for modern marketers. We track how brands show up in ChatGPT, Perplexity, Gemini, and other AI engines across the questions buyers actually ask — then show you who gets recommended, who gets cited, why competitors win, and what to do about it. No vanity metrics. No black-box scores. Just a clear view of how AI is shaping your brand’s visibility — and actionable intelligence to improve it. Know what AI says about your brand. Know why. Know what to change.
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HireWithLumi is an agentic hiring platform built for mid-market and enterprise organisations in regulated environments where the cost of getting hiring wrong is not acceptable. Lumi runs a complete pre-hire pipeline: scoring every CV against 15,000 data points in under 20 seconds, conducting adaptive screenings that surface genuine competency rather than rehearsed answers, and analysing a candidate's public digital presence for role-fit signals, red flags, and culture alignment. Every recommendation includes plain-English reasoning and a full audit trail. No black-box scoring. No unexplained outputs.
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Text2Test is an AI-powered software testing platform that enables users to transform plain text descriptions into comprehensive, automated tests within seconds. Designed to be accessible to both technical and non-technical stakeholders, it allows for the creation and maintenance of tests without any coding expertise. By leveraging advanced AI, Text2Test ensures that tests are not only easy to create but also self-healing, adapting automatically to changes in the user interface, thereby reducing maintenance efforts and accelerating the software development lifecycle. Key Features and Functionality: - Natural Language Test Authoring: Users can describe test scenarios in plain English, eliminating the need for coding skills and making test creation accessible to a broader audience. - Self-Healing Tests: The platform utilizes AI-powered semantic understanding to automatically adjust tests in response to UI changes, minimizing the time spent on test maintenance. - Cross-Platform Reusability: Test cases can be reused across web and mobile platforms, enhancing efficiency and maximizing return on investment in testing efforts. - End-to-End Black-Box Testing: Supports comprehensive testing strategies that evaluate the complete functionality of applications without requiring internal code access. - Video2Text Capability: Converts video recordings of user interactions into executable test scripts, streamlining the test creation process. - API Testing and Data Integration: Facilitates testing of application programming interfaces and integrates with various data sources for thorough validation. - Parameterization and Analytics: Allows for dynamic test scenarios with variable inputs and provides analytics to monitor and improve testing performance. - Enterprise Integration and Collaboration: Offers features for team collaboration and integrates seamlessly with enterprise systems to support large-scale testing operations. Primary Value and Problem Solved: Text2Test addresses the challenges associated with traditional software testing, which often requires significant technical expertise and is time-consuming to maintain. By enabling test creation through natural language descriptions and incorporating self-healing capabilities, the platform democratizes the testing process, allowing non-technical stakeholders to actively participate. This approach reduces development costs, accelerates time-to-market, and enhances software quality by ensuring that tests remain up-to-date with minimal manual intervention. Ultimately, Text2Test empowers organizations to deliver reliable and high-quality software products more efficiently.
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Developer and builder obsessed with making LLMs predictable, cost-efficient, and production-ready. I run DecodesFuture — a platform dedicated to mastering LLMs through deterministic engineering, where I write in-depth guides, build practical tools, and cut through the AI hype. I believe most developers shouldn't be surprised by their API bills or black-box model behavior. So I build tools and write content that bring clarity, control, and confidence to LLM-powered development. Currently building the LLM Token & Cost Calculator and more tools to help developers ship smarter AI apps. Stay deterministic. Avoid the black box. 🚀
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AYZO Hub is an evidence-first multichain on-chain intelligence platform for investigating tokens, wallets, wallet relationships, funding context, holder concentration, and on-chain activity across 15+ blockchains. AYZO brings token intelligence, wallet relationships, funding context, holder concentration, transaction activity, and other observable on-chain evidence into one investigation workflow. Instead of reducing complex blockchain activity to a single black-box score, AYZO keeps evidence, relationship context, and data-coverage limitations visible. AYZO is designed for traders, researchers, analysts, and teams conducting on-chain research. The current Alpha includes 3 free analyses every 24 hours and requires no wallet connection.
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Novee is an AI penetration testing platform that conducts continuous, black-box testing starting with zero knowledge — no agents, integrations, or source code access required. Its purpose-trained AI models reason about target environments the way real attackers do, uncovering novel vulnerabilities, business logic flaws, and chained attack paths that signature-based tools miss. Every finding is validated with reproduction steps and paired with personalized remediation guidance tailored to the specific architecture and tech stack, followed by automatic retest verification to confirm fixes hold. The platform is built for security teams that need to reduce real risk continuously, not just at fixed assessment intervals.
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Bugsmirror MASST is an end-to-end mobile application security platform built to automate, simplify, and accelerate mobile app security for organizations. Designed for continuous security across the mobile app lifecycle, MASST combines automated testing, real-device assessments, and real-time runtime protection insights, all within a single SaaS platform. MASST helps security and development teams identify, assess, and mitigate runtime vulnerabilities, misconfigurations, and compliance gaps before and after release. Its real-device black-box testing approach replicates real-world attack behavior, uncovering threats often missed by traditional tools. With integrations into CI/CD pipelines and comprehensive reporting, MASST ensures agile security without slowing down releases.
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CONTRINT is a prescriptive intelligence engine purpose-built for SAP and ERP environments. It autonomously detects and resolves costly data and process issues ,pricing erosion, delivery gaps, master data inconsistencies, and process compliance violations , that traditionally require months of manual reconciliation by finance, quality, and operations teams. Unlike generic AI tools, CONTRINT is deterministic and glass-box: every finding is statistically explainable and auditable, making it defensible to CFOs, auditors, and regulators. The platform is deployed in production on AWS and Azure, supports multi-tenant enterprise rollouts, and is designed for organizations operating under quality and compliance frameworks such as Six Sigma, IATF 16949, ISO 13485, and AS9100. Built for enterprises that cannot afford black-box decisions on revenue, quality, or compliance-critical data
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Renewal dates don’t live in one tidy field. They hide in renewal deals, line item terms, quote expiry dates, subscriptions, contracts, and custom objects. That’s how renewals slip. Renewal Radar by Sighub is for HubSpot teams. It finds renewal timing wherever it lives in your HubSpot data, monitors your active customers (not prospects, not churned accounts), and creates one self-resolving HubSpot task per real at-risk renewal. When the risk clears, the task closes itself. Every alert shows the exact evidence behind it. No black-box AI. No reading your emails or messages. Just deterministic checks on the CRM data you already have. Built for CS and account teams running renewals out of HubSpot.
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Fragmatic is an AI-assisted web-personalization platform that turns visitor data into real-time experiences—measurable, explainable, and marketer-controlled. Built for teams who want personalization that actually drives growth. AI Agents analyze your ICP, content, and visitor behavior to surface high-impact actions. Topic Analytics shows which themes fuel conversions and which cause friction. Opportunity Radar mines your GA4 data to turn traffic into tactics instantly. Re:Call keeps ad and on-site journeys aligned in real time. All insights are transparent—every recommendation includes a why. Marketers review, adjust, and publish with confidence. No black-box automation. No developer bottlenecks. Just faster learning, higher conversions, and human-led AI execution.
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Cyberlop by Cyberlop Labs is an application security testing platform for teams that ship code. It reads your code to drive your running app the way a skilled tester would, then finds and confirms real, exploitable vulnerabilities, including the business-logic and access-control flaws automated scanners miss. Pick the depth you need: black-box (no inside access), grey-box (test credentials) or white-box (full source access). Every finding comes with evidence (the request, the response and the exact line of code) plus clear fix steps, and fixes are re-tested so you know they hold. Plans are per app per year with unlimited re-scans. Free trial: 5 apps for 1 week. We never test a system without written permission. Close the loop.
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Vers Consultancy is a performance-driven digital marketing agency specializing in SEO, paid advertising, and growth strategy for e-commerce brands, mobile apps, and B2B companies. We help ambitious brands grow through three core services: Programmatic SEO at scale, high-ROAS Meta and Google Ads management, and go-to-market strategy for new market entry. Our clients operate across Turkey, Germany, and broader European markets — from luxury product brands and IPTV platforms to eSIM services and ride-hailing apps. Every engagement is built around measurable outcomes: qualified leads, ROAS, organic traffic, and cost-per-acquisition. No vanity metrics, no black-box reporting — just clear results tied to real business goals. We act as an embedded growth partner with full transparency, direct team access, and weekly performance reporting.
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BrokerHQ is a commercial real estate intelligence platform built for tenant-representation brokers. It answers the question every broker's day starts with: who should I be calling, and what do I already know about them? BrokerHQ tracks public companies daily, surfaces lease-maturity signals pulled from SEC filings, flags executive and license changes, and builds verified comparables where every data point links to the public record it came from. Every answer is sourced, so a broker can defend it in front of a client rather than trusting a black-box score. Built for tenant-rep, investor-rep, and business-development brokers who prospect tenants, BrokerHQ handles the research layer of the job so brokers spend more of the week on the relationship and the negotiation that only a broker can do.
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QALIPSIS is an open-source testing solution built for modern software systems. It helps developers, QA engineers and DevOps teams run load, performance and end-to-end tests at scale. Testing distributed systems can be complex. QALIPSIS makes it easier to understand how applications behave under real-world load, identify performance bottlenecks and validate complete workflows across microservices, APIs, messaging systems and databases. With distributed load generation, real-time monitoring and CI/CD integration, teams can automate testing, analyze results and detect issues before they affect users. QALIPSIS goes beyond traditional black-box testing by providing deeper visibility into complex system interactions. Its flexible, open-source approach helps teams test with greater control, transparency and confidence. Test complex systems. Understand their behavior. Build software you can trust.