Products / Ideas
Things people are building with LLMs
- ⚡ Capability — Hearthworks, a 3D Vampire Survivors-style game built with Claude Code, uses AI to auto-fix from 61 Reddit comments [1]
- ⚡ Capability — Claude via MCP-Blender models Neo's Matrix apartment in 3D from scratch, no image-to-3D tools [2]
- ⚡ Capability — Decoder-only transformer runs 119 CHIP-8 games, with weights compiled from a circuit rather than trained [3]
- 📣 News — Agentic workbench on Google Antigravity helps biologists discover and prioritize antimicrobial peptide candidates [4]
- 📣 News — Google Universal Cart unifies AI shopping across Gemini and Search, saving items from multiple retailers [5]
- 📣 News — Amazon launches $74.99 Bee Frontier and $99.99 Bee Eclipse, always-listening AI wearables with shopping features [6]
- 🛠️ Tool — Photon launches as free Photoshop alternative with on-device GPU relighting, dodging Adobe's AI credit fees [7]
- 🛠️ Tool — Shared web-hosted scratch and semaphore system lets multiple AI agents coordinate work in one place [8]
- 🛠️ Tool — Agent HUD, a Mac notch app, monitors Claude Code, Codex and 15+ agent quotas in real time [11]
- ⚠️ Risk — Bodycam, an open-source Mac app and CLI, records which files and commands AI coding agents touch [14]
Peekle.io: daily observation game — view a picture for 20 seconds, then recall it
A daily web game for practicing observation and memory. Players get 20 seconds to study a shared daily picture, then write everything they remember; an AI grader scores the description with 0–5 stars. Built with Claude Code, it targets anyone wanting to train recall, with a multiple-choice mode for mobile users.
A daily web game for practicing observation and memory. Players get 20 seconds to study a shared daily picture, then write everything they remember; an AI grader scores the description with 0–5 stars. Built with Claude Code, it targets anyone wanting to train recall, with a multiple-choice mode for mobile users.
SlopGrid – build oneshot LLM visual benchmarks without code
SlopGrid is a web app for creating oneshot LLM benchmarks without writing code, inspired by Simon Willison's benchmark writeups. Users arrange benchmarks that send prompts to models and compare outputs, including images, SVG, and static websites. It is mobile-first and aimed at people who want to recreate benchmark-style model comparisons quickly.
SlopGrid is a web app for creating oneshot LLM benchmarks without writing code, inspired by Simon Willison's benchmark writeups. Users arrange benchmarks that send prompts to models and compare outputs, including images, SVG, and static websites. It is mobile-first and aimed at people who want to recreate benchmark-style model comparisons quickly.
theBotBazar — turn documents or a website into a chatbot with source citations
theBotBazar converts documents or websites into a chatbot whose answers can include source citations. The builder is seeking feedback on how to verify answer correctness and is testing a checklist of three question types to expose a bot's strengths and limits before sharing it. It targets people who use document chat tools and want trustworthy answers.
theBotBazar converts documents or websites into a chatbot whose answers can include source citations. The builder is seeking feedback on how to verify answer correctness and is testing a checklist of three question types to expose a bot's strengths and limits before sharing it. It targets people who use document chat tools and want trustworthy answers.
Photon: free Photoshop alternative with on-device AI relighting
Photon is a free Photoshop alternative that adds an on-device relight feature, in response to Adobe charging AI credits for its own relighting tool. The developer vibe-coded the feature to run locally on a user's GPU, avoiding credit costs. It targets GPU owners who want AI photo editing without subscription credits.
Photon is a free Photoshop alternative that adds an on-device relight feature, in response to Adobe charging AI credits for its own relighting tool. The developer vibe-coded the feature to run locally on a user's GPU, avoiding credit costs. It targets GPU owners who want AI photo editing without subscription credits.
GSC Wizard: MCP server connecting Search Console, GA4, and Merchant Center to Claude or ChatGPT
GSC Wizard is a Search Console dashboard for SEOs that grew an MCP server, letting users connect Search Console, GA4, and now Google Merchant Center to Claude or ChatGPT. The LLM answers plain-language questions about site data and helps prioritize which disapproved or limited Shopping products to fix first, replacing CSV exports and unsorted Merchant Center lists.
GSC Wizard is a Search Console dashboard for SEOs that grew an MCP server, letting users connect Search Console, GA4, and now Google Merchant Center to Claude or ChatGPT. The LLM answers plain-language questions about site data and helps prioritize which disapproved or limited Shopping products to fix first, replacing CSV exports and unsorted Merchant Center lists.
Cr34te.it – a collaboratively rewritten website where visitors change it one AI turn at a time
Cr34te.it is a website that anyone can modify one turn at a time using AI. Visitors claim a turn, prompt a web-based AI or a local coding agent, and paste back (or auto-POST) the JSON describing the change, which updates the site. It is an experimental collaborative artifact rather than a solution to a productivity problem.
Cr34te.it is a website that anyone can modify one turn at a time using AI. Visitors claim a turn, prompt a web-based AI or a local coding agent, and paste back (or auto-POST) the JSON describing the change, which updates the site. It is an experimental collaborative artifact rather than a solution to a productivity problem.
Engine Forge — AI game development studio with five specialized agents
Engine Forge is an AI game development tool where users work with a crew of five specialized LLM agents (planning, world building, systems/UI, visual polish, testing) instead of a single coding assistant. Its key technical contribution is managed game engine support, handling engine download and setup so agents work with real game engines rather than just generating code. It targets solo developers and hobbyists building games without deep engine expertise.
Engine Forge is an AI game development tool where users work with a crew of five specialized LLM agents (planning, world building, systems/UI, visual polish, testing) instead of a single coding assistant. Its key technical contribution is managed game engine support, handling engine download and setup so agents work with real game engines rather than just generating code. It targets solo developers and hobbyists building games without deep engine expertise.
OpenRegistry – live company filings directly from 80 government registries via MCP and API
OpenRegistry is an MCP and API that returns live company profiles, directors, shareholders, financials, and filings pulled directly from official government business registries worldwide. It makes fresh requests to official sources on each call rather than using third-party databases or aggregators. It targets developers and businesses needing verified, current corporate data for compliance, due diligence, or KYC workflows.
OpenRegistry is an MCP and API that returns live company profiles, directors, shareholders, financials, and filings pulled directly from official government business registries worldwide. It makes fresh requests to official sources on each call rather than using third-party databases or aggregators. It targets developers and businesses needing verified, current corporate data for compliance, due diligence, or KYC workflows.
Agent HUD – Mac notch app for monitoring Claude Code, Codex & 15+ agent quotas
Agent HUD is a macOS notch app that shows real-time quota usage for AI coding agents like Claude Code and Codex. It reads usage via the Claude Code sign-in already on the Mac, and lets users approve permission requests and read replies directly from the notch. It targets developers running multiple AI coding agents who need at-a-glance quota and burn-rate visibility.
Agent HUD is a macOS notch app that shows real-time quota usage for AI coding agents like Claude Code and Codex. It reads usage via the Claude Code sign-in already on the Mac, and lets users approve permission requests and read replies directly from the notch. It targets developers running multiple AI coding agents who need at-a-glance quota and burn-rate visibility.
PTrace – iPhone running tracker with MCP integration
PTrace is a running tracker app for iPhone that exposes run data through MCP (Model Context Protocol), allowing LLM assistants to access workout data. It targets runners who want to query their training history through AI tools.
PTrace is a running tracker app for iPhone that exposes run data through MCP (Model Context Protocol), allowing LLM assistants to access workout data. It targets runners who want to query their training history through AI tools.
Shared web-hosted scratch/semaphore system for coordinating multiple AI agents
A secure website that provides a shared scratch pool and semaphore flags so multiple AI agents of any type can coordinate work in one place. It replaces per-agent local scratch files and partial remote flags that caused workflow delays. The system itself was built with Claude (Opus 5.5, Fable 5.1) and ChatGPT Sol 6.1.
A secure website that provides a shared scratch pool and semaphore flags so multiple AI agents of any type can coordinate work in one place. It replaces per-agent local scratch files and partial remote flags that caused workflow delays. The system itself was built with Claude (Opus 5.5, Fable 5.1) and ChatGPT Sol 6.1.
optimAIzr - local token usage and cost analyzer for AI coding tools
An open-source tool that analyzes AI coding assistant usage turn by turn, tracking costs, rate limits, and wasted tokens. It explains why waste happens, recommends live optimizations, and lets users simulate, apply, and verify changes to confirm savings. Built for developers who use Claude Code, Codex, or OpenCode daily and want visibility into their token spend.
An open-source tool that analyzes AI coding assistant usage turn by turn, tracking costs, rate limits, and wasted tokens. It explains why waste happens, recommends live optimizations, and lets users simulate, apply, and verify changes to confirm savings. Built for developers who use Claude Code, Codex, or OpenCode daily and want visibility into their token spend.
Bodycam: Mac app and CLI that records what AI coding agents do on your machine
A free, open-source macOS menu bar app and CLI that monitors AI coding agents like Claude Code, showing what files and commands they touch. It uses Apple's endpoint security logger so no extra software is needed, and flags suspicious actions such as reading .env or SSH keys. Built for developers who want visibility and security oversight while agents run on their machine.
A free, open-source macOS menu bar app and CLI that monitors AI coding agents like Claude Code, showing what files and commands they touch. It uses Apple's endpoint security logger so no extra software is needed, and flags suspicious actions such as reading .env or SSH keys. Built for developers who want visibility and security oversight while agents run on their machine.
Zwimpost - chronological photo/text social network built with Claude Code
Zwimpost is a photo and text sharing social site showing posts strictly newest-first, with no ads or algorithmic feed. It was built entirely with Claude Code as the creator's first project with the tool. It targets users who want a simple chronological feed with rich posting features.
Zwimpost is a photo and text sharing social site showing posts strictly newest-first, with no ads or algorithmic feed. It was built entirely with Claude Code as the creator's first project with the tool. It targets users who want a simple chronological feed with rich posting features.
Tender Town – Cursor plugin to find public tenders and check bid eligibility
Tender Town is a Cursor plugin that scouts public tenders and funding opportunities, analyzes tender documents, and checks requirements against your company's information to determine if you can bid. LLM agents handle document analysis, gap identification, and proposal brief preparation. It solves the problem of agents surfacing relevant-looking tenders without verifying qualification requirements.
Tender Town is a Cursor plugin that scouts public tenders and funding opportunities, analyzes tender documents, and checks requirements against your company's information to determine if you can bid. LLM agents handle document analysis, gap identification, and proposal brief preparation. It solves the problem of agents surfacing relevant-looking tenders without verifying qualification requirements.
NPCTalk: LLM-powered NPCs in GTA V you can talk to with a microphone
NPCTalk turns game NPCs into conversational characters; in GTA V story mode, players speak into a mic and NPCs answer in character, in their own voice, within about a second, reacting physically. Dialogue is generated on the fly from character identity, location, and conversation context rather than scripts. It also packages the setup as instructions an AI coding agent can follow to add talking NPCs to other games.
NPCTalk turns game NPCs into conversational characters; in GTA V story mode, players speak into a mic and NPCs answer in character, in their own voice, within about a second, reacting physically. Dialogue is generated on the fly from character identity, location, and conversation context rather than scripts. It also packages the setup as instructions an AI coding agent can follow to add talking NPCs to other games.
Briefle: learn AI prompting vocabulary by comparing two versions of the same output
Briefle teaches people to communicate better with AI by showing two versions of a design, email, chart, or code and explaining which works better and why. Learners pick up the principle and its terminology, then practice using that vocabulary to write more precise prompts. It targets people who know roughly what they want from AI but can't articulate it clearly.
Briefle teaches people to communicate better with AI by showing two versions of a design, email, chart, or code and explaining which works better and why. Learners pick up the principle and its terminology, then practice using that vocabulary to write more precise prompts. It targets people who know roughly what they want from AI but can't articulate it clearly.
100 images representing humanity, generated as if found by aliens
A generative art video of 100 images depicting human history, art, and feelings, framed as a message to aliens. Argon generated the images with p5.brush, ChatGPT orchestrated the process, Claude edited and synced the video to Suno music.
A generative art video of 100 images depicting human history, art, and feelings, framed as a message to aliens. Argon generated the images with p5.brush, ChatGPT orchestrated the process, Claude edited and synced the video to Suno music.
AI sourcing agent trained on 60,000 past ATS applicants to predict hires
A recruiting agent that sources candidates using a model trained on the talent lead's ATS history — 60,000 past applicants with interview and hiring outcomes. The LLM agent generates and tests query hypotheses, enriches pulled profiles, and scores each against the predictive model, optimizing cost per high-scoring candidate. Built for in-house recruiting teams filling many roles, here 50 roles in six months at a fintech.
A recruiting agent that sources candidates using a model trained on the talent lead's ATS history — 60,000 past applicants with interview and hiring outcomes. The LLM agent generates and tests query hypotheses, enriches pulled profiles, and scores each against the predictive model, optimizing cost per high-scoring candidate. Built for in-house recruiting teams filling many roles, here 50 roles in six months at a fintech.
SMBEditor: edit static HTML websites in-place, with AI-assisted edits
SMBEditor is a free tool that makes static HTML websites editable directly on the page, without an admin panel or database. It includes a full code editor mode and an AI feature where you describe a change in plain English and the LLM updates the page. Built for static site owners, originally created for the makers' hosting platform Onyvo.
SMBEditor is a free tool that makes static HTML websites editable directly on the page, without an admin panel or database. It includes a full code editor mode and an AI feature where you describe a change in plain English and the LLM updates the page. Built for static site owners, originally created for the makers' hosting platform Onyvo.
Gistly — social media app built exclusively for news sharing
Gistly is a social media app where the feed contains only news content. An AI classifier checks whether submitted posts are actually news, rejecting fake, misleading, or irrelevant content. It targets people who want to stay informed without the noise and distraction of general social media.
Gistly is a social media app where the feed contains only news content. An AI classifier checks whether submitted posts are actually news, rejecting fake, misleading, or irrelevant content. It targets people who want to stay informed without the noise and distraction of general social media.
Völundr — self-serve AI app builder that turns descriptions into specs and working apps
Völundr is a self-serve app builder from Polish studio Järnhaus. Users describe what they need, and multiple AI agents (analyst, architect, developer, tester) turn the description into a spec and a working app. It targets small businesses that want custom internal tools and portals without a pile of SaaS subscriptions.
Völundr is a self-serve app builder from Polish studio Järnhaus. Users describe what they need, and multiple AI agents (analyst, architect, developer, tester) turn the description into a spec and a working app. It targets small businesses that want custom internal tools and portals without a pile of SaaS subscriptions.
Text your Mac from an iPhone to have an agent operate real apps with trust-based approval gates
An app that lets a user text their Mac from an iPhone and have an AI agent operate real applications on it — finding files, filling in documents, moving things around. Low-risk actions like reading, searching, and drafting run unattended, while anything that sends, deletes, buys, or posts pauses and asks the user first. It targets people who want to delegate tasks on their own computer while away from their desk without losing control over consequential actions.
An app that lets a user text their Mac from an iPhone and have an AI agent operate real applications on it — finding files, filling in documents, moving things around. Low-risk actions like reading, searching, and drafting run unattended, while anything that sends, deletes, buys, or posts pauses and asks the user first. It targets people who want to delegate tasks on their own computer while away from their desk without losing control over consequential actions.
Art Guitar - guitar fingering app built with AI assistance
A web app that generates guitar fingerings, built by a programmer using AI to fill gaps in his own music theory knowledge. The builder's open problem is evaluating whether generated fingerings are awkward or whether the difficulty is his own playing. It targets hobbyist guitarists who can't read fingerings fluently.
A web app that generates guitar fingerings, built by a programmer using AI to fill gaps in his own music theory knowledge. The builder's open problem is evaluating whether generated fingerings are awkward or whether the difficulty is his own playing. It targets hobbyist guitarists who can't read fingerings fluently.
Claude Share: open-source tool to coordinate multiple Claude Code agents across a team
Claude Share is an open-source tool that lets several developers run Claude Code agents in a shared session and split tickets into parallel tasks. Shared contracts define interfaces so agents work from separate checkouts without conflicts. It targets small teams who otherwise lose time manually dividing work and reconciling results.
Claude Share is an open-source tool that lets several developers run Claude Code agents in a shared session and split tickets into parallel tasks. Shared contracts define interfaces so agents work from separate checkouts without conflicts. It targets small teams who otherwise lose time manually dividing work and reconciling results.
Lumabook — reading app that plays AI-generated moving scenes alongside book text
Lumabook is a reading app where animated scenes generated by AI accompany the text as you read. The core challenge is keeping generative visuals consistent with the book — stable characters, clothing, locations, and details matching the text. It targets readers who want a more visual reading experience, starting with public domain books like The Adventures of Sherlock Holmes.
Lumabook is a reading app where animated scenes generated by AI accompany the text as you read. The core challenge is keeping generative visuals consistent with the book — stable characters, clothing, locations, and details matching the text. It targets readers who want a more visual reading experience, starting with public domain books like The Adventures of Sherlock Holmes.
Scoped RAG chatbot that refuses questions outside uploaded docs
A local RAG chatbot that answers only from user-uploaded documents and rejects out-of-scope queries before calling the LLM, using BM25 and term-coverage as a scope gate. It runs with the user's own Anthropic API key and is configurable via persona files so the same engine can serve as a course TA or support bot. Built by a developer seeking feedback on the scoping approach.
A local RAG chatbot that answers only from user-uploaded documents and rejects out-of-scope queries before calling the LLM, using BM25 and term-coverage as a scope gate. It runs with the user's own Anthropic API key and is configurable via persona files so the same engine can serve as a course TA or support bot. Built by a developer seeking feedback on the scoping approach.
lgtmaybe: open-source code reviewer that runs PR reviews on local LLMs
lgtmaybe is an open-source code review tool designed to work with locally hosted models. It splits large files into hunks and large diffs into context-window-sized chunks, using around five model calls per review so it runs on a single GPU with models like 27B. It targets developers who want automated PR review without sending code to cloud APIs.
lgtmaybe is an open-source code review tool designed to work with locally hosted models. It splits large files into hunks and large diffs into context-window-sized chunks, using around five model calls per review so it runs on a single GPU with models like 27B. It targets developers who want automated PR review without sending code to cloud APIs.
Only Hiring: LLM-filtered job board for Reddit's hiring subreddits
Only Hiring aggregates posts from ~19 hiring subreddits and filters out the roughly 75% that are service ads, spam, or scams. A cheap tag-based filter drops [For Hire]/[Offer] posts before an LLM classifies whether the remainder are genuine job offers. It gives job seekers a cleaner feed than browsing r/forhire, r/slavelabour, or r/DesignJobs directly.
Only Hiring aggregates posts from ~19 hiring subreddits and filters out the roughly 75% that are service ads, spam, or scams. A cheap tag-based filter drops [For Hire]/[Offer] posts before an LLM classifies whether the remainder are genuine job offers. It gives job seekers a cleaner feed than browsing r/forhire, r/slavelabour, or r/DesignJobs directly.
Soulnests — iOS journaling and self-care app with rooms for habits, mood, meditation
Soulnests is an iPhone app that gives everyday self-care a single home: journaling, mood check-ins, meditation, habits, movement, and a 'Brain Forest' break game each live in their own illustrated room used as navigation. The founder says it was built with AI coding tools, though no specific LLM features are described. It targets people who want a cozy, low-friction space for daily rituals.
Soulnests is an iPhone app that gives everyday self-care a single home: journaling, mood check-ins, meditation, habits, movement, and a 'Brain Forest' break game each live in their own illustrated room used as navigation. The founder says it was built with AI coding tools, though no specific LLM features are described. It targets people who want a cozy, low-friction space for daily rituals.
CiteProof – tool for catching fake AI-generated legal citations
CiteProof checks legal citations produced by AI tools to detect fabricated or hallucinated case references. It targets lawyers and legal professionals who need to verify AI-drafted filings before submitting them. Details on the underlying method are not provided in the post.
CiteProof checks legal citations produced by AI tools to detect fabricated or hallucinated case references. It targets lawyers and legal professionals who need to verify AI-drafted filings before submitting them. Details on the underlying method are not provided in the post.
16 KB sonar-based FPS game built by vibe coding with Claude models
A small first-person shooter that fits in 16 KB, where the player is blind and navigates via sonar pulses that also attract sound-hunting enemies. The developer used LLMs (Fable 5 High for planning, Opus 5.5 High for implementation and optimization) to build something normally requiring deep demoscene knowledge.
A small first-person shooter that fits in 16 KB, where the player is blind and navigates via sonar pulses that also attract sound-hunting enemies. The developer used LLMs (Fable 5 High for planning, Opus 5.5 High for implementation and optimization) to build something normally requiring deep demoscene knowledge.
Gitsu - keyboard-first Mac/web issue tracking app on top of GitHub Projects
Gitsu is a fast, keyboard-first Mac and web app for issue tracking that layers on top of existing GitHub Projects and issues, syncing in the background. It includes an MCP server so coding agents like Claude Code or Cursor can assign tickets, triage, and manage issue loops. It targets developers and teams who want faster issue management than GitHub's native UI.
Gitsu is a fast, keyboard-first Mac and web app for issue tracking that layers on top of existing GitHub Projects and issues, syncing in the background. It includes an MCP server so coding agents like Claude Code or Cursor can assign tickets, triage, and manage issue loops. It targets developers and teams who want faster issue management than GitHub's native UI.
Star Trek StarFleet Command game built with Antigravity and Gemini
A Star Trek-themed game created in about an hour using Google's Antigravity IDE with Gemini. It demonstrates that an LLM coding agent on a Pro subscription can produce a playable game quickly, shared as open source on GitHub.
A Star Trek-themed game created in about an hour using Google's Antigravity IDE with Gemini. It demonstrates that an LLM coding agent on a Pro subscription can produce a playable game quickly, shared as open source on GitHub.
ModelClock - free tracker for AI model releases, deprecations and shutdown dates
ModelClock aggregates LLM and speech model release notes, changes, deprecations and shutdown dates from provider docs and changelogs into one browsable tracker, quoting the original notice text with source links. It targets developers whose apps depend on model APIs and need to know which versions and hosting routes are affected by retirement dates.
ModelClock aggregates LLM and speech model release notes, changes, deprecations and shutdown dates from provider docs and changelogs into one browsable tracker, quoting the original notice text with source links. It targets developers whose apps depend on model APIs and need to know which versions and hosting routes are affected by retirement dates.
MCP server letting AI agents delegate phone calls to a human operator
An MCP tool that lets AI agents request real phone calls made by a human operator. The agent supplies a business phone number and questions; the operator makes the call and the answers come back as structured tool output. It targets the gap where businesses still require actual phone calls that agents can't handle.
An MCP tool that lets AI agents request real phone calls made by a human operator. The agent supplies a business phone number and questions; the operator makes the call and the answers come back as structured tool output. It targets the gap where businesses still require actual phone calls that agents can't handle.
Easy Reels - automatic beat-synced reel cutting from clips and a song
Easy Reels is a web app that turns a song plus a folder of video clips into finished social reels. It detects beats, slices clips onto them, applies a saved visual style and text hooks, and renders in multiple aspect ratios. It solves the repetitive manual editing of beat-synced reels for creators who re-cut similar videos daily; no LLM use is described, the automation is audio/beat analysis.
Easy Reels is a web app that turns a song plus a folder of video clips into finished social reels. It detects beats, slices clips onto them, applies a saved visual style and text hooks, and renders in multiple aspect ratios. It solves the repetitive manual editing of beat-synced reels for creators who re-cut similar videos daily; no LLM use is described, the automation is audio/beat analysis.
NutriPulse: AI calorie and nutrition tracker with natural-language meal logging
NutriPulse is an Android nutrition tracking app that estimates calories, protein, carbs, and fat from meals described in everyday language. The LLM parses free-text meal descriptions into nutritional estimates, removing the need for manual database lookups. It also tracks water intake and daily nutrition goals, and is currently seeking closed beta testers.
NutriPulse is an Android nutrition tracking app that estimates calories, protein, carbs, and fat from meals described in everyday language. The LLM parses free-text meal descriptions into nutritional estimates, removing the need for manual database lookups. It also tracks water intake and daily nutrition goals, and is currently seeking closed beta testers.
Godot remake of Micro Machines V3 prompted with Claude Opus 5.5 and Blender MCP
An eight-player local multiplayer racing game recreating Micro Machines V3, built by prompting Claude Opus 5.5 via Claude Code with Blender MCP and the Godot engine. Art direction came from screenshots of the original game. It is shared as a nostalgia project for the author's friend group and other PS1-era players.
An eight-player local multiplayer racing game recreating Micro Machines V3, built by prompting Claude Opus 5.5 via Claude Code with Blender MCP and the Godot engine. Art direction came from screenshots of the original game. It is shared as a nostalgia project for the author's friend group and other PS1-era players.
Chitra Studio: native Mac AI media workstation for image and video generation with local library
Chitra Studio is a native Mac app for generating AI images and video where the library is a local folder and each result stores its prompt, model, cost, and source inputs. It targets creators frustrated with web tools that lose prompts, expire credits, and charge for cloud storage. Features include upfront pricing on the Generate button, no charge for failed generations, and side-by-side model comparison.
Chitra Studio is a native Mac app for generating AI images and video where the library is a local folder and each result stores its prompt, model, cost, and source inputs. It targets creators frustrated with web tools that lose prompts, expire credits, and charge for cloud storage. Features include upfront pricing on the Generate button, no charge for failed generations, and side-by-side model comparison.
DreamMorrow baby sleep tracker with visual nap/bedtime timeline
A baby sleep tracking app that shows logged sleep, wake-ups, and next nap/bedtime estimates on a single visual timeline called the Dreamline. It includes prediction engines for the next sleep opportunity and bedtime, plus shared child profiles for caregivers. Aimed at parents who want one view of the day's sleep and what's coming next.
A baby sleep tracking app that shows logged sleep, wake-ups, and next nap/bedtime estimates on a single visual timeline called the Dreamline. It includes prediction engines for the next sleep opportunity and bedtime, plus shared child profiles for caregivers. Aimed at parents who want one view of the day's sleep and what's coming next.
echo-focus: Mac menubar AI character that senses your activity and checks in during focus sessions
A Mac menubar app featuring an AI character that passively monitors user activity — detecting deep work, distraction apps like YouTube, and idle time — and initiates contextual check-ins based on behavior. The LLM powers the character's conversational personality, letting users name it, assign an avatar and personality, and have it talk with them about their session. It targets people who want a gentle, aware companion for maintaining focus rather than a plain timer.
A Mac menubar app featuring an AI character that passively monitors user activity — detecting deep work, distraction apps like YouTube, and idle time — and initiates contextual check-ins based on behavior. The LLM powers the character's conversational personality, letting users name it, assign an avatar and personality, and have it talk with them about their session. It targets people who want a gentle, aware companion for maintaining focus rather than a plain timer.
Minecraft server plugin for prompting AI agents to build structures in existing terrain
A Minecraft server plugin/mod that lets players select a region and prompt an LLM agent via chat command to build there, using existing terrain as context. The agent works in the background and delivers a reconstitution of its changes. It targets Minecraft builders who want AI-assisted construction beyond vanilla WorldEdit.
A Minecraft server plugin/mod that lets players select a region and prompt an LLM agent via chat command to build there, using existing terrain as context. The agent works in the background and delivers a reconstitution of its changes. It targets Minecraft builders who want AI-assisted construction beyond vanilla WorldEdit.
Shopper attention heatmap from security footage using open-source vision models
A pipeline that combines open-source computer vision models to generate heatmaps of where shoppers look on store shelves, inspired by CactusXR/Auki's commercial version. It runs YOLO11-pose for person/keypoint detection, Gaze-LLE for gaze estimation, and Depth Anything V2 for 3D scene reconstruction on ordinary security camera footage. It offers retailers a free alternative to commercial shopper-analytics systems. No LLM is used; models are vision transformers and detectors.
A pipeline that combines open-source computer vision models to generate heatmaps of where shoppers look on store shelves, inspired by CactusXR/Auki's commercial version. It runs YOLO11-pose for person/keypoint detection, Gaze-LLE for gaze estimation, and Depth Anything V2 for 3D scene reconstruction on ordinary security camera footage. It offers retailers a free alternative to commercial shopper-analytics systems. No LLM is used; models are vision transformers and detectors.
LexLab Studio — all-in-one AI study platform for law school supplements
A first-year law student is building a single platform combining the functions of multiple separate study-supplement apps. Two AI systems are used: ChatGPT for development and architecture, and Muse for automation, integrations, and ongoing maintenance. It targets law students who currently juggle several subscriptions.
A first-year law student is building a single platform combining the functions of multiple separate study-supplement apps. Two AI systems are used: ChatGPT for development and architecture, and Muse for automation, integrations, and ongoing maintenance. It targets law students who currently juggle several subscriptions.
Agentflow: open-source cross-agent shared memory network for autonomous agents
Agentflow is an open-source collective memory network that lets autonomous agents share learned trajectories, such as debugging fixes, instead of discarding them when context windows reset. Built with FastMCP and pgvector, it targets the 'epistemic isolation' problem where agents repeat the same trial-and-error work. It is aimed at developers running tool-use, function-calling, and coding agents.
Agentflow is an open-source collective memory network that lets autonomous agents share learned trajectories, such as debugging fixes, instead of discarding them when context windows reset. Built with FastMCP and pgvector, it targets the 'epistemic isolation' problem where agents repeat the same trial-and-error work. It is aimed at developers running tool-use, function-calling, and coding agents.
NotebookLM clone built as a job take-home assignment, expanded into a personal project
A developer received a take-home assignment to build a NotebookLM clone, produced a working prototype in 2.5 hours, and then spent four days expanding it into a tool they'd actually use and maintain. It uses AI coding tools (explicitly permitted) to build the clone. It serves the developer as a portfolio piece and a usable document-notebook app.
A developer received a take-home assignment to build a NotebookLM clone, produced a working prototype in 2.5 hours, and then spent four days expanding it into a tool they'd actually use and maintain. It uses AI coding tools (explicitly permitted) to build the clone. It serves the developer as a portfolio piece and a usable document-notebook app.
Beeline: multiplayer team chat for humans and coding agents
Beeline is a team chat app where humans and AI coding agents work together, supporting agents like Codex, Claude Code, Opencode, Pi, and Goose. It aims to make agentic development collaborative rather than single-player, so teams don't have to forward AI output to each other. The developers use Beeline to build Beeline and their other projects.
Beeline is a team chat app where humans and AI coding agents work together, supporting agents like Codex, Claude Code, Opencode, Pi, and Goose. It aims to make agentic development collaborative rather than single-player, so teams don't have to forward AI output to each other. The developers use Beeline to build Beeline and their other projects.
MediSalon — beauty and wellness review platform for Canadians with 5-category reviews
MediSalon is a beauty and wellness review platform for Canadians that replaces single 5-star ratings with structured, multi-category reviews covering professionalism, cost and value, results, and customer care. It aims to help people evaluate local beauty and wellness providers more accurately than Google reviews allow. The posts do not describe any LLM usage.
MediSalon is a beauty and wellness review platform for Canadians that replaces single 5-star ratings with structured, multi-category reviews covering professionalism, cost and value, results, and customer care. It aims to help people evaluate local beauty and wellness providers more accurately than Google reviews allow. The posts do not describe any LLM usage.
WorthWatch: watches new YouTube videos and extracts advice relevant to your projects
WorthWatch is a free, open-source tool that monitors new videos from YouTube channels you follow, reads each transcript with an LLM, and judges the content against a personal file describing your own projects. It then delivers a digest naming which videos are worth watching, why, and one actionable takeaway. It targets people who follow many founder/AI channels but lack time to watch everything.
WorthWatch is a free, open-source tool that monitors new videos from YouTube channels you follow, reads each transcript with an LLM, and judges the content against a personal file describing your own projects. It then delivers a digest naming which videos are worth watching, why, and one actionable takeaway. It targets people who follow many founder/AI channels but lack time to watch everything.





























