A coding practice platform pitched as LeetCode adapted for the current AI era. Targets developers who want to sharpen their skills in writing prompts, working with AI tools, or building AI-native solutions. Hard to evaluate without more detail on what actually differentiates it from existing platforms.
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Every pick we’ve ever shipped, plotted as a living constellation. Picks cluster by topic; threads between clusters reveal cross-topic connections. Zoom in to expand a cluster into its picks — drag, filter, click through to the brief.
All picks
Archive results
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kodwai
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Samepage Signals
A product management tool billing itself as a second brain for PMs — captures signals, surfaces patterns, and connects feedback to roadmap decisions. The positioning is familiar, the audience crowded. Worth a look if you are a PM drowning in Notion tabs and Slack threads.
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Cotypist
Runs local AI autocomplete tuned to your own voice, system-wide on Mac. Not a browser extension or an app-specific plugin — anything you type into, anywhere on the OS, gets the autocomplete layer. Worth a look if you write a lot and want suggestions that sound like you.
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Cloudback MCP Server
Exposes GitHub backup management through MCP, so Claude, Cursor, or VS Code can trigger and check backup operations via natural language. Niche use case, but the right fit for teams already using Cloudback who live in AI-assisted editors.
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Narration Room
Takes source text and converts it into a multi-voice script you can edit, aimed at creators producing podcast-style or dialogue-driven audio content. A narrow but real use case for teams producing educational or narrative audio at volume.
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Mutter AI Dictation
Captures spoken-word thinking and returns a cleaned-up written version. Useful for founders who think faster than they type but do not want to edit raw transcripts. Competes with Whisper-based dictation tools and the built-in options on every major OS.
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Darkmoon
Runs autonomous penetration tests against your infrastructure without needing a red team on retainer. Aimed at small SaaS teams that know they should be testing their attack surface but cannot afford to hire a firm every quarter.
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Pixlie
Text and image to video with a claim of real creative control. The video generation space is crowded with near-identical launches, so the differentiator here would need to be the control layer — worth a look if that claim holds up on a trial run.
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AutoEdit
Brings Claude into Premiere Pro as a native video editor — describe your cut in plain language and it executes the edit inside your existing timeline. For video-heavy product teams or solo founders who spend more hours in Premiere than they should.
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PayRam — Payment Gateway for AI Agents
A payment gateway built specifically for AI agents — no signup, no KYB required. Lets autonomous agents initiate and complete transactions without a human in the loop for account setup. Relevant if you are building agents that need to spend money on behalf of users or systems.
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LabelLens
A tool for analyzing product labels — food, supplement, or consumer goods packaging — likely using computer vision or LLM extraction to surface ingredient or compliance information. The description is thin and the score is low, so treat this as a early-stage product to check back on rather than something to evaluate now.
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Juno
An AI companion built for people managing chronic illness — tracks symptoms, surfaces patterns, and helps users communicate more clearly with their care team. Positioned at the intersection of health logging and conversational AI.
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Craiyon AI Image Creator
Wraps the Craiyon image generation model inside a scraping and automation platform, letting you generate images programmatically from prompts at scale. A thin integration play rather than a new model or new capability. Useful only if you are already deep in that automation ecosystem.
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Caddie
A meeting notetaker that also generates follow-up sales actions from call transcripts. Targets sales teams who want the notes to do more than just sit in a folder. Another entry in a very crowded notetaker-plus-CRM-integration category.
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docAnalyzer v2
A document Q-and-A tool pitching itself as a file-building platform rather than a chat interface over PDFs. Version two suggests some iteration has happened. The category has consolidation pressure from every major AI suite, so the differentiator needs to be sharp.
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Document.Bot - EU/ Offline AI workspace
Chat with entire document folders — PDFs, Word files, Excel sheets — in an offline or EU-hosted workspace. The compliance angle is the differentiator: if GDPR or data residency rules make cloud-based document chat a non-starter, this is the shortlist candidate.
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Ejentum - Reasoning Harness
A harness layer that claims to reduce AI agent drift, sycophancy, and hallucination by enforcing structured reasoning at runtime. Aimed at teams building agentic pipelines who are tired of outputs that agree with the prompt rather than reason through it.
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Empromptu AI
Generates fine-tuning datasets directly from the AI apps a team is already building and using, turning real usage into training signal without manual labeling work. Aimed at small teams who want model customization without a dedicated ML pipeline.
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Koji by Brilliant
Koji is Brilliant's AI tutoring product aimed at household-level learning. It covers STEM subjects with personalized pacing. Relevant to founders thinking about edtech or building consumer AI learning products, but not a tool for shipping software.
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Novus
Novus claims to automatically catch and fix usability issues as code ships, positioning itself as an automated UX QA layer. The pitch is appealing but the landing page is thin on how it actually works versus what a standard automated testing suite already covers.
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Niyam AI
A habit and discipline tracking tool with an AI direction layer, aimed at personal consistency. The description offers no concrete differentiation from the dozens of existing habit apps, and the AI hook is unclear from the available information.
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InvPrp
Generates personalized interview prep content based on your target job. Joins a crowded category of AI interview coaches with no obvious breakout feature visible at launch. Worth a look only if the job-targeting customization turns out to be deeper than a prompt wrapper.
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Pawse.ai
Acoustic regulation system for dogs — plays targeted audio signals to calm or redirect dog behavior. Consumer pet tech with an AI hook. Not aimed at builders, but worth noting if you are exploring the animal-behavior sensing niche.
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Willow Scribe
Dictation tool where you speak a rough intent and it produces polished written output. Targets people who think faster out loud than they type. Competes with a crowded field of voice-to-text and AI writing tools, but worth a look if dictation is already in your workflow.
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AVTR-1 Real-Time Open Weights Model
An open-weights real-time avatar model that runs inference locally and generates lifelike AI avatars without a cloud dependency. If you are building any kind of avatar-driven product — virtual presenter, AI agent face, live video persona — this is worth pulling apart this week.