Buildwhat.org — Daily Startup Ideas from Tech Discussions

Top tech posts analysed daily by AI to surface startup ideas.

Ideas are scored based on problem severity, market size, timing, competition, and defensibility.

P = idea from the article · C = idea from discussions

March 30, 202634 ideas

Copilot edited an ad into my PR

#1AI Output Integrity Scanner for Code ReviewsP6/10A CI/CD tool that automatically detects and flags when AI coding assistants inject unauthorized content — ads, attribution, hallucinated dependencies, or tracking links — into pull requests and commits.

#2Clean PR Attribution Stripper for AI ToolsC5/10A lightweight Git hook and browser extension that automatically strips all AI tool branding, attribution lines, and promotional insertions from PR descriptions, commit messages, and code comments before they reach teammates.

#3AI-Free Code Review and PR PlatformC5/10A GitHub-compatible code review platform that guarantees zero AI interference, ad injection, or AI-generated content modification in the review workflow — positioned as the 'organic' alternative for teams that want human-only collaboration spaces.

How to turn anything into a router

Discussion ↗Article ↗714 ↗

#1One-Click Linux Router Appliance for SMBsP5/10A pre-configured, plug-and-play Linux-based router appliance (hardware + software bundle) that turns any x86 mini PC into an enterprise-grade router with a simple setup wizard.

#2Visual Network Firewall Rule Builder and ManagerC5/10A desktop/web app that provides a visual drag-and-drop interface for building, testing, and deploying nftables/iptables firewall rules with plain-English explanations of what each rule does.

#3Interactive Networking Labs for Hands-On LearningC6/10A browser-based interactive learning platform where users build real network infrastructure (routers, firewalls, VLANs) in sandboxed virtual environments with guided lessons and instant feedback.

Fedware: Government apps that spy harder than the apps they ban

Discussion ↗Article ↗607 ↗

#1Automated Government App Privacy Audit PlatformP5/10A continuous monitoring service that automatically decompiles, analyzes, and reports on the permissions, SDKs, and data collection behaviors of government-issued mobile apps.

#2Open Public Court Document Access PlatformC6/10A free or low-cost service that aggregates and serves U.S. federal court documents without requiring users to surrender extensive PII like SSN, birthdate, and credit card information.

#3Privacy-First Progressive Web App Platform for GovernmentC5/10A turnkey platform that lets government agencies deliver all their citizen-facing services as Progressive Web Apps instead of native apps, eliminating access to invasive device APIs by design.

Do your own writing

Discussion ↗Article ↗624 ↗

#1AI Writing Coach That Strengthens Your ThinkingP5/10A writing tool that uses AI not to write for you but to challenge your reasoning, surface contradictions, and sharpen your arguments — acting as a Socratic editor rather than a ghostwriter.

#2AI-to-AI Context Pipeline Replacing Internal DocsC6/10A structured context-passing system where engineering teams generate machine-readable release notes, changelogs, and specs that are consumed directly by teammates' AI agents — eliminating the write-for-humans-then-summarize-with-AI loop.

#3LLM Output Quality Gate for Code ReviewsC5/10A PR review tool that detects AI-generated code submissions and flags sections where the author likely didn't engage with the logic, forcing meaningful self-review before teammates spend time reviewing.

#4Voice-First Drafting Tool for Structured DocumentsC5/10A dictation-to-structured-document tool that lets users talk through their ideas freely, then uses AI only for transcription and light structural formatting — preserving the human's thinking while removing the friction of blank-page writing.

CodingFont: A game to help you pick a coding font

Discussion ↗Article ↗449 ↗

#1IDE-Native Font Discovery and Preview PluginP5/10An editor/IDE plugin that lets developers A/B test and preview coding fonts directly inside their actual development environment with their own code and theme.

#2Premium Coding Font Subscription and Customizer PlatformC5/10A subscription service offering a curated library of premium coding fonts with per-user customization tools (ligatures, weight, spacing, character variants) and cross-device sync.

The Cognitive Dark Forest

Discussion ↗Article ↗548 ↗

#1Stealth-Mode Collaboration Platform for Pre-Launch StartupsP5/10An encrypted, invite-only workspace where founders can share ideas, code, and progress with trusted collaborators without exposing their work to AI training scrapers or competitor surveillance.

#2AI-Resistant Competitive Intelligence Detection for StartupsC5/10A monitoring tool that alerts founders when AI platforms, large competitors, or trending repositories begin replicating features or concepts similar to their product — an early warning system against being 'Sherlocked.'

#3Adaptive AI Copilot That Learns Your Evolving WorkflowC6/10A developer AI assistant that continuously fine-tunes to individual user patterns, coding style, and domain context — getting better the more you use it rather than plateauing after initial deployment.

#4Domain-Complexity Moat Scoring for Startup DefensibilityC5/10An analytical tool that scores how defensible a startup's product is against AI replication by measuring domain complexity, multi-system integration depth, and required proprietary data — helping founders and investors understand their real moat.

Philly courts will ban all smart eyeglasses starting next week

Discussion ↗Article ↗402 ↗

#1Compliance-Ready Smart Glasses for Regulated SpacesP6/10Smart glasses with hardware-enforced disable modes that can be verified by facility security, enabling wearers to keep prescription smart glasses on while provably disabling cameras and microphones in courthouses, government buildings, and other restricted zones.

#2Bluetooth Beacon Privacy Zones for VenuesC7/10A hardware/software system that broadcasts a Bluetooth signal to automatically disable recording on smart glasses and phones within a defined physical zone — sold to courthouses, law offices, hospitals, and corporate facilities.

#3Smart Glasses Detection App and HardwareC6/10A consumer and enterprise app/device that reliably detects nearby smart glasses via Bluetooth signatures, RF emissions, and visual indicators — alerting users or facility security in real time.

#4Attorney-Client Privilege Communication PlatformC5/10A secure, portable communication booth or encrypted device system for lawyers to have truly private conversations with clients in courthouses and government buildings where surveillance is expanding.

Cherri – programming language that compiles to an Apple Shortuct

Discussion ↗Article ↗329 ↗

#1AI-Powered Apple Shortcuts Builder for Non-ProgrammersP7/10A hosted platform that lets users describe automations in natural language and generates compiled, signed Apple Shortcuts ready to install.

#2Terraform-Style DSL for CI/CD Pipeline ConfigurationC6/10A developer tool that lets teams define GitHub Actions, GitLab CI, and other CI/CD pipelines in a typed, composable DSL with validation, IDE support, and multi-platform output.

#3Marketplace and Social Platform for Apple ShortcutsC5/10A curated, searchable marketplace where users can discover, share, rate, and install Apple Shortcuts — with version tracking, compatibility info, and creator profiles.

Turning a MacBook into a touchscreen with $1 of hardware (2018)

Discussion ↗Article ↗358 ↗

#1Software-Only Touchscreen Retrofit for Existing LaptopsP5/10A polished, consumer-ready software application that uses a laptop's built-in webcam and computer vision to add touch interaction to any non-touch laptop screen.

#2Premium Oleophobic Coating Service for Laptop ScreensC5/10A direct-to-consumer kit or subscription service that applies professional-grade oleophobic and anti-smudge coatings specifically engineered for laptop displays.

The curious case of retro demo scene graphics

Discussion ↗Article ↗350 ↗

#1AI Code Generation for Retro Computing PlatformsC5/10An AI-powered development environment specifically fine-tuned on legacy hardware documentation, assembly languages, and demoscene techniques to generate working code for vintage computers like Amiga, C64, and Atari ST.

#2Provenance and Attribution Platform for Digital ArtC6/10A tool that automatically detects visual derivations and references in digital artwork, providing transparent attribution chains and proof-of-originality documentation for artists and competitions.

I am definitely missing the pre-AI writing era

Discussion ↗Article ↗308 ↗

#1AI-Proof Writing Authentication and Provenance PlatformP6/10A platform that lets writers cryptographically prove their work is human-authored through keystroke dynamics, edit history, and process documentation — giving publishers and readers a verified 'human-written' trust mark.

#2Voice-Preserving Writing Assistant for Non-Native SpeakersC7/10A writing tool specifically designed to fix grammar and clarity for non-native English speakers while rigorously preserving the author's original voice, tone, and phrasing — never rewriting, only correcting.

#3LLM Phrase Detection Linter for Human WritersC5/10A lightweight editor plugin that highlights phrases, patterns, and structural tics commonly associated with LLM output so human writers can avoid them and maintain distinctively human prose.

#4Fine-Tuned Creative Writing LLM MarketplaceC5/10A marketplace of specialized writing LLMs fine-tuned on specific literary styles, eras, and authors — letting sophisticated users generate or edit text in genuinely distinctive voices rather than generic ChatGPT prose.

March 28, 202635 ideas

Spanish legislation as a Git repo

Discussion ↗Article ↗769 ↗

#1Structured Legislation API for Legaltech and ComplianceP6/10A versioned, structured API that serves legislation as machine-readable data with full change history, diffs, and cross-references for any jurisdiction.

#2Multi-Jurisdiction Legislative Change Tracking PlatformC7/10A SaaS platform that automatically ingests, version-controls, and visualizes legislative changes across multiple countries, enabling lawyers and compliance teams to track exactly what changed, when, with diffs and alerts.

AI overly affirms users asking for personal advice

Discussion ↗Article ↗692 ↗

#1Anti-Sycophancy Layer for AI Advice ProductsP6/10A middleware API that detects and corrects sycophantic bias in LLM outputs before they reach users seeking personal advice, licensed to therapy apps, relationship platforms, and AI chatbot companies.

#2AI-Mediated Couples Conflict Resolution PlatformP7/10A structured two-party conversation tool where both partners present their sides to an AI mediator that synthesizes perspectives, identifies blind spots, and guides toward resolution rather than validation.

#3Opinionated AI With Calibrated Pushback ModesC6/10A personal AI assistant that defaults to constructively challenging your assumptions and offering devil's advocate perspectives, with adjustable 'pushback intensity' — built for people who want to think more clearly, not feel validated.

#4Diverse-Perspective RLHF Evaluation MarketplaceC5/10A platform that recruits and manages demographically and ideologically diverse human raters for RLHF training, offering AI companies a way to reduce systematic cultural bias in their model alignment.

Founder of GitLab battles cancer by founding companies

Discussion ↗Article ↗1,178 ↗

#1AI-Powered Personalized Cancer Treatment Navigation PlatformP7/10A platform that uses AI to help cancer patients rapidly identify, evaluate, and access cutting-edge clinical trials, off-label drugs, and experimental treatments personalized to their specific cancer profile.

#2Oncology Second Opinion and Treatment Optimization EngineC7/10An AI-assisted service that reviews a cancer patient's full medical record and current treatment plan, then generates an evidence-based report identifying potentially superior protocols, relevant trials, and off-label options their oncologist may not have considered.

#3Clinical Trial Matching and Access ConciergeC6/10A concierge service that continuously monitors the global clinical trial landscape and proactively matches cancer patients to eligible trials, handling enrollment logistics including travel, insurance, and site coordination.

#4Metabolic and Adjunctive Cancer Therapy Evidence PlatformC5/10A rigorous evidence aggregation platform that systematically tracks, scores, and synthesizes research on metabolic interventions, repurposed drugs, and adjunctive therapies for cancer — giving patients and oncologists a credible resource beyond anecdote.

I Built an Open-World Engine for the N64 [video]

Discussion ↗Article ↗416 ↗

#1Automated LOD Pipeline for Indie Game DevsC6/10An AI-powered tool that automatically generates multiple levels-of-detail (LODs) and billboard imposters for 3D game assets, democratizing what only AAA studios like Rockstar can do today.

#2High-Accuracy Retro Console Emulation PlatformC5/10A consumer-friendly, cycle-accurate emulation platform that reliably runs homebrew and modified ROMs that crash on mainstream emulators like RetroArch.

I decompiled the White House's new app

Discussion ↗Article ↗561 ↗

#1Automated Mobile App Security Audit PlatformP6/10A continuous security scanning service that automatically decompiles, analyzes, and reports on mobile app vulnerabilities including supply chain risks, tracking behavior, and insecure dependencies.

#2Software Supply Chain Dependency Auditor for AppsC6/10A tool that maps every third-party dependency in a mobile app — including transitive ones loaded at runtime like remote JS — and flags supply chain attack vectors with risk scores.

#3Universal Web Annoyance Removal Browser ExtensionC5/10A mainstream, non-technical-user-friendly browser extension and mobile app that strips cookie banners, GDPR popups, login walls, and paywalls with one click — positioned as a consumer product, not an ad blocker.

Go hard on agents, not on your filesystem

Discussion ↗Article ↗602 ↗

#1Lightweight Sandboxing Runtime for AI Coding AgentsP6/10An opinionated, zero-config container system that gives AI agents full access to the current project directory while isolating them from the rest of the filesystem via copy-on-write and read-only mounts.

#2Context-Aware Agent Guardrails Beyond File PermissionsC6/10A semantic safety layer for AI agents that understands application-level side effects — like knowing that creating a directory will shadow a web server route — not just file-level read/write permissions.

#3Disposable Cloud Dev Environments for Agent WorkflowsC5/10Ephemeral, pre-configured cloud workspaces purpose-built for AI agent execution — spin up a full dev environment in seconds, let the agent do its work, review the diff, then merge or discard.

LG's new 1Hz display is the secret behind a new laptop's battery life

Discussion ↗Article ↗315 ↗

#1Adaptive Power Management Middleware for Laptop OEMsP5/10A software layer that intelligently coordinates display refresh rate, GPU clocking, and system framebuffer power states to maximize battery life on variable-refresh-rate panels.

#2Per-Region Adaptive Refresh Rate Display TechnologyC5/10A display controller and panel architecture that enables different screen regions to refresh at independent rates — static UI chrome at 1Hz while active content areas run at 60-120Hz.

AMD's Ryzen 9 9950X3D2 Dual Edition crams 208MB of cache into a single chip

Discussion ↗Article ↗307 ↗

#1DDR5 Memory Price Tracker and Alert PlatformC5/10A real-time price tracking, alerting, and historical charting service for DDR5 memory kits across all major retailers, helping builders time purchases during volatile pricing.

CERN uses ultra-compact AI models on FPGAs for real-time LHC data filtering

Discussion ↗Article ↗316 ↗

#1Ultra-Low-Latency ML Inference on FPGAs as a ServiceP6/10A platform that lets engineers deploy highly compressed, application-specific neural networks onto FPGAs for nanosecond-latency inference at the edge, targeting industries like telecom, autonomous vehicles, and industrial sensing.

#2Analog Neural Network Accelerator Hardware StartupC5/10Purpose-built analog compute-in-memory chips that perform matrix multiplications in the analog domain for near-instantaneous, ultra-low-power neural network inference.

#3Automated ML-to-FPGA Compilation and Deployment PlatformC6/10A developer tool that takes a trained neural network model and automatically compresses, quantizes, and synthesizes it into optimized FPGA bitstreams — no hardware expertise required.

Cocoa-Way – Native macOS Wayland compositor for running Linux apps seamlessly

Discussion ↗Article ↗311 ↗

#1Seamless Linux GUI Apps on macOS DesktopP5/10A polished, commercial-grade native macOS compositor that renders Linux GUI applications as first-class macOS windows with full HiDPI, clipboard, and drag-and-drop support.

#2Native Android Apps Running on macOS DesktopC6/10A seamless Android runtime for macOS that renders Android apps as native macOS windows, combining Waydroid-style Android containers with a native compositor.

#3Containerized Desktop Workspaces for macOS DevelopersC5/10A tool that lets developers spin up isolated, project-specific GUI desktop environments on macOS — each container has its own apps, files, and window group, switchable like virtual desktops.

South Korea Mandates Solar Panels for Public Parking Lots

Discussion ↗Article ↗331 ↗

#1Turnkey Solar Canopy Systems for Parking LotsP7/10Modular, pre-engineered solar canopy kits designed specifically for parking lot retrofits that minimize structural cost and installation time.

#2Regulatory Compliance Platform for Distributed Energy MandatesP6/10A SaaS platform that helps property owners navigate, comply with, and optimize their response to local solar and renewable energy mandates across jurisdictions.

#3Urban Heat Island Analytics for Solar PlanningC5/10A data platform that models the thermal impact of solar canopy installations on urban heat islands, helping cities and developers quantify the cooling co-benefits to justify infrastructure spend.

#4Grid-Edge Energy Marketplace for Urban Solar InstallationsC6/10A platform enabling parking lot solar operators to sell excess power directly into the local grid or to nearby buildings, handling metering, billing, and regulatory compliance.

Britain today generating 90%+ of electricity from renewables

Discussion ↗Article ↗402 ↗

#1Real-Time Grid Carbon Intensity API PlatformP6/10A developer-facing API and dashboard that provides real-time and forecasted carbon intensity, generation mix, and pricing data for electricity grids worldwide, enabling companies to shift compute and industrial loads to the cleanest and cheapest windows.

#2Grid-Scale Energy Storage Development Software PlatformC6/10An end-to-end software platform for planning, financing, and operating grid-scale battery and pumped hydro storage projects, combining site selection, grid modeling, revenue forecasting, and interconnection queue management.

#3Marginal Price Decoupling Engine for Electricity RetailersC7/10A wholesale electricity procurement and hedging platform that helps retailers and large buyers decouple their costs from gas-set marginal pricing by contracting directly with renewable generators through automated PPA matching and real-time settlement.

#4Smart Home Heating Optimization Using Grid SignalsC7/10A consumer hardware/software system that automatically shifts home heating (heat pumps, storage heaters, hot water) to periods of high renewable output and low wholesale prices, cutting bills by 30-50% without comfort loss.

March 27, 202638 ideas

Anatomy of the .claude/ folder

Discussion ↗Article ↗524 ↗

#1AI Coding Agent Configuration Testing and ValidationP6/10A tool that validates, lints, and benchmarks your AI coding agent configuration files (CLAUDE.md, .cursorrules, etc.) against known best practices and measures their actual impact on code generation quality.

#2Universal AI Coding Agent Configuration StandardC6/10An open standard and translation layer that lets developers write one project configuration file and have it work across Claude Code, Cursor, Codex, Copilot, and other AI coding tools.

#3Free Open-Source AI Coding Agent for IDEsC5/10A fully free, no-credit-card-required AI coding agent that integrates into popular IDEs, scans your repo, makes changes on command, and runs your test suite to validate them.

Apple discontinues the Mac Pro

Discussion ↗Article ↗644 ↗

#1PCIe Expansion Chassis for Mac Studio ProsP6/10A Thunderbolt 5 external PCIe expansion chassis purpose-built for Mac Studio users who need slots for specialized capture cards, NVMe arrays, and pro audio/video hardware.

#2Mac-to-Linux Workstation Migration PlatformC5/10A managed migration service and curated Linux workstation stack that replicates macOS creative and dev workflows on Linux hardware, including app equivalents, peripheral compatibility, and ongoing support.

#3M.2 SSD Upgrade Kits for Apple Silicon MacsC5/10Aftermarket M.2-to-Apple-proprietary SSD adapter boards with plug-and-play macOS compatibility, sold as DIY upgrade kits for Mac Studio and Mac Mini users.

Hold on to Your Hardware

Discussion ↗Article ↗622 ↗

#1Consumer Hardware Longevity and Upgrade Advisory PlatformP5/10A service that monitors hardware market conditions, supply constraints, and pricing trends to advise consumers and small businesses on optimal timing for purchasing, upgrading, or holding computing hardware.

#2Desktop-Class AI Workstation as a ServiceC6/10A turnkey high-end personal workstation product (pre-configured with large RAM, GPU, and local AI stack) sold or leased to developers and power users who want to own their compute rather than rent cloud.

#3Mobile-First Productivity Suite for Real WorkC6/10A professional-grade productivity platform designed natively for phone hardware — not a shrunken desktop app — enabling serious document editing, coding, data analysis, and project management on mobile.

#4Critical Material Supply Intelligence for Hardware MakersC6/10A B2B data platform tracking supply and pricing of constrained inputs to chip manufacturing — helium, neon, rare earths, silicon wafers — with predictive alerts for procurement teams.

Desk for people who work at home with a cat

Discussion ↗Article ↗427 ↗

#1Smart Heated Desk Zone to Divert CatsC4/10A desk-integrated heated pad with sensors that activates a warm zone away from your keyboard and mouse area, luring cats to a designated spot.

Make macOS consistently bad unironically

Discussion ↗Article ↗456 ↗

#1Automated macOS Window Layout and Appearance ManagerC4/10A native macOS utility that automatically fixes visual artifacts from rounded corners, manages window stacking, and enforces consistent window aesthetics across the OS.

#2Community-Driven OS Design Feedback Aggregation PlatformC4/10A structured platform where users rate and discuss specific UI/UX changes per OS version, aggregating sentiment to surface the most beloved and hated design decisions.

People inside Microsoft are fighting to drop mandatory Microsoft Account

Discussion ↗Article ↗696 ↗

#1Enterprise Windows Management Without Microsoft AccountsP5/10A lightweight identity and device management layer that lets IT teams provision and manage Windows machines without requiring Microsoft Account sign-in, replacing the forced account flow with local-first administration.

#2Turnkey Linux Desktop for Windows RefugeesC6/10A pre-configured Linux distribution and hardware certification program specifically designed to give Windows power users an identical workflow — matching keyboard shortcuts, multi-monitor behavior, and guaranteed WiFi/driver compatibility out of the box.

#3Unified Cross-Platform Enterprise Authentication GatewayC6/10A single authentication proxy that normalizes login flows across Microsoft, Google, AWS, and other enterprise identity providers into one consistent, predictable sign-on experience.

#4Windows Debloat and Privacy Enforcement PlatformC5/10An enterprise-grade tool that strips forced telemetry, ads, bundled services, and unwanted defaults from Windows installations while maintaining update compatibility and security patching.

$500 GPU outperforms Claude Sonnet on coding benchmarks

Discussion ↗Article ↗473 ↗

#1Local AI Code Agent with Test-Driven Self-RepairP6/10A developer tool that runs entirely on consumer GPUs, generating multiple code solutions, automatically testing them, and iteratively fixing failures — delivering cloud-API-quality code output without sending code off-premise.

#2Intelligent Model Router for Cost-Optimized AI PipelinesC7/10A middleware layer that automatically routes each AI request to the cheapest model capable of handling it, dynamically adjusting reasoning budgets, output token limits, and provider selection in real time.

#3Unified Local AI Runtime for AMD and Nvidia GPUsC6/10A single-install runtime that abstracts away GPU vendor differences, letting developers run any open-weight AI model on AMD or Nvidia hardware with one command and no driver debugging.

‘Energy independence feels practical’: Europeans building mini solar farms

Discussion ↗Article ↗320 ↗

#1Plug-and-Play Home Solar Kit Marketplace for EuropeP6/10An end-to-end e-commerce platform selling pre-configured, regulation-compliant balcony and rooftop solar kits with country-specific permitting guidance and one-click installation booking.

#2Real-Time Spot Price Home Energy Optimization PlatformC7/10A software platform that connects home solar, battery storage, and smart appliances to wholesale electricity spot markets, automatically buying, selling, and shifting consumption to maximize savings.

#3Instant Solar Installer Marketplace Clearing BacklogsC6/10A two-sided marketplace matching homeowners wanting solar installations with verified electricians and handypeople who have available capacity, using dynamic pricing and scheduling to clear year-long installer backlogs.

#4Solar-Powered Personal Computing Hardware Product LineC5/10Ultra-low-power laptops and tablets designed from the ground up to run entirely on a single solar panel, targeting off-grid users, developing markets, and sustainability-conscious consumers.

Show HN: I put an AI agent on a $7/month VPS with IRC as its transport layer

Discussion ↗Article ↗326 ↗

#1Ultra-Lightweight AI Agent Deployment PlatformP5/10A turnkey platform that lets developers deploy multi-agent AI systems on minimal infrastructure ($7/month VPS) with tiered inference routing and hard cost caps.

#2AI-Powered Mutual Job Matching PlatformC6/10An open-source, self-hostable AI agent that interviews candidates about their preferences and skills, then autonomously finds, rates, and applies to matching jobs — while giving employers the same AI-powered candidate evaluation.

#3AI Support Bot From Your CodebaseC5/10A drop-in customer support widget that reads your GitHub repo and documentation to answer visitor questions without requiring manual knowledge base creation.

A Faster Alternative to Jq

Discussion ↗Article ↗380 ↗

#1Universal Data Format Shell for DevelopersC5/10A shell environment (like Nushell but more polished and enterprise-ready) that natively understands JSON, CSV, YAML, HTML, and other structured data formats with one unified query syntax.

#2Streaming JSON Pipeline Engine for Big DataC5/10A high-performance streaming JSON transformation engine designed specifically for TB-scale newline-delimited JSON processing pipelines, with a simple declarative syntax.

The 'paperwork flood': How I drowned a bureaucrat before dinner

Discussion ↗Article ↗563 ↗

#1AI-Powered Government Paperwork Automation for Disabled CitizensP6/10A service that automates the generation, formatting, and submission of government paperwork (appeals, recertifications, compliance documents) for people with disabilities who face accessibility barriers.

#2Modern Fax Replacement Platform for Government AgenciesC5/10An enterprise middleware platform that lets government agencies accept digital submissions while maintaining compliance audit trails, replacing fax infrastructure without requiring policy overhaul.

#3Automated Benefits Recertification and Compliance ServiceC6/10A subscription service that monitors benefit recipients' recertification deadlines, auto-generates required documentation, and submits it through whatever channel the agency requires — fax, mail, or portal.

Judge blocks Pentagon effort to 'punish' Anthropic with supply chain risk label

Discussion ↗Article ↗440 ↗

#1Government Vendor Risk Intelligence and Compliance PlatformP5/10A real-time monitoring and compliance platform that helps technology companies track, respond to, and contest government supply chain risk designations and procurement blacklists.

#2AI Vendor Switching and Migration for Defense ContractorsC6/10A managed service that helps defense and government contractors rapidly migrate between AI providers (e.g., from Claude to GPT or open-source models) when political or regulatory risks threaten their supply chain.

#3Political Risk Scoring for Enterprise Technology ProcurementC6/10A continuously updated political risk score for technology vendors that enterprise and government buyers use to assess whether a vendor may face sanctions, blacklisting, or political retaliation.

Iran-linked hackers breach FBI director's personal email

Discussion ↗Article ↗312 ↗

#1Automated Personal Account Security Auditor for OfficialsP6/10A managed service that continuously monitors and hardens the personal digital accounts of government officials and high-profile executives against nation-state threats.

#2Credential Exposure Detection for High-Value IndividualsC5/10A platform that proactively identifies when a high-value target's credentials appear in breach databases and automatically triggers remediation workflows — password resets, MFA enrollment, and recovery contact verification.

#3National Cybersecurity Readiness Scoring PlatformC5/10A public-facing dashboard that independently scores and tracks the cybersecurity readiness of government agencies and critical infrastructure, using open-source intelligence and disclosed incident data.

March 26, 202634 ideas

We haven't seen the worst of what gambling and prediction markets will do

Discussion ↗Article ↗817 ↗

#1Regulatory Intelligence Platform for Prediction Market ComplianceP6/10A SaaS platform that monitors prediction market activity across platforms and flags contracts that pose regulatory, ethical, or national security risks to regulators and compliance teams.

#2Prediction Market Insider Trading Detection EngineC7/10An analytics platform that detects suspicious betting patterns on prediction markets by correlating bet timing, size, and outcome with real-world events and decision-maker access to flag potential insider manipulation.

#3Catastrophic Event Hedging Marketplace for SMBsC6/10A structured financial product that lets small businesses and individuals hedge against specific catastrophic scenarios (war disruption, supply chain collapse, political instability) without engaging in raw prediction market speculation.

#4Gambling Addiction Prevention Infrastructure LayerC7/10An API and SDK that prediction markets, sports betting apps, and financial trading platforms integrate to detect problem gambling behavior in real-time and intervene before harm escalates.

Why so many control rooms were seafoam green (2025)

Discussion ↗Article ↗904 ↗

#1Evidence-Based Color Systems for Digital WorkspacesP5/10A SaaS tool that applies functional color theory research to generate scientifically-optimized color palettes for software interfaces, control rooms, and digital workspaces to reduce eye fatigue and improve operator performance.

#2Color-Coded Wiring and Maintenance Visualization PlatformC6/10A software platform that auto-generates color-coded interactive wiring diagrams and maintenance schematics for complex machinery, replacing monochrome paper manuals with AR/tablet overlays that let technicians follow systems by color.

#3Functional Interior Color Design Tool for InstitutionsC5/10An AI-powered interior design platform specifically for institutional spaces (schools, hospitals, offices) that recommends paint colors based on functional outcomes — reducing stress, improving focus, aiding wayfinding — backed by color science research.

My minute-by-minute response to the LiteLLM malware attack

Discussion ↗Article ↗395 ↗

#1AI-Guided Security Incident Response for Non-SpecialistsP6/10An AI copilot that walks non-security engineers through real-time vulnerability discovery, triage, and responsible disclosure step-by-step.

#2Real-Time Package Registry Security Firehose and ScannerC7/10A real-time streaming API that ingests every publish event from PyPI, npm, and GitHub and runs automated malware/anomaly detection within seconds of upload.

#3Dependency Cooldown and Quarantine Infrastructure for EnterprisesC7/10A dependency management layer that enforces configurable cooldown periods on new package versions before they enter your build pipeline, integrated with automated security scanning during the hold window.

Personal Encyclopedias

Discussion ↗Article ↗848 ↗

#1AI-Powered Personal and Family History PlatformP6/10A consumer product that ingests personal digital traces (photos, receipts, messages, location data) and automatically assembles a richly cross-referenced, wiki-style personal encyclopedia for individuals and families.

#2Collaborative Family Wiki with Privacy ControlsC5/10A shared family knowledge base where relatives collaboratively edit and contribute to a living family encyclopedia, with granular per-article visibility controls so sensitive topics can be restricted to appropriate audiences.

#3Multi-Perspective Shared Experience Documentation ToolC5/10A group journaling app where friends on a shared trip or experience each document their own perspective, then the platform merges and contrasts the accounts into a rich multi-POV narrative.

DOOM Over DNS

Discussion ↗Article ↗319 ↗

#1DNS-Based Payload Detection and Threat Intelligence PlatformC5/10A security monitoring tool that detects and flags abuse of DNS records for covert data storage, payload staging, and C2 communication by analyzing DNS query patterns in real time.

Moving from GitHub to Codeberg, for lazy people

Discussion ↗Article ↗601 ↗

#1One-Click GitHub to Alternative Forge Migration ToolP5/10An automated migration platform that moves repositories, issues, CI pipelines, wikis, and integrations from GitHub to Codeberg, GitLab, Forgejo, or self-hosted instances with minimal manual effort.

#2Managed Forgejo Hosting With Private Repos and CIC6/10A managed Forgejo hosting service that offers unlimited private repos, built-in CI with multi-arch runners, and GitHub Pages-equivalent static site hosting — positioned as the ethical GitHub alternative for individuals and small teams.

#3Cross-Forge Universal Code Search EngineC6/10A search engine that indexes public repositories across GitHub, GitLab, Codeberg, SourceHut, and self-hosted Forgejo/Gitea instances, providing unified open-source project discovery regardless of where code is hosted.

Shell Tricks That Make Life Easier (and Save Your Sanity)

Discussion ↗Article ↗592 ↗

#1Universal Shell Keybinding Layer Across All AppsC5/10A system-level input middleware that unifies readline/vi/emacs keybindings across terminal, browser, IDE, and desktop apps so muscle memory never misfires.

#2Intelligent Shell History Search and Replay EngineC6/10A smart shell history tool that indexes commands with semantic tags, context (directory, project, git branch), and natural language search, turning your terminal history into a reusable command library.

End of "Chat Control": EU parliament stops mass surveillance

Discussion ↗Article ↗640 ↗

#1Regulatory Intelligence Platform for Digital RightsP6/10A SaaS tool that tracks, analyzes, and alerts companies about pending EU digital regulation proposals (Chat Control, age verification, encryption mandates) with compliance impact assessments.

#2Privacy-Preserving Age Verification InfrastructureC7/10A zero-knowledge proof based age verification API that lets platforms comply with EU age verification mandates without collecting ID documents or biometric data.

#3Censorship-Resistant Messaging Layer for EuropeC5/10An open-protocol encrypted messaging relay network that routes around jurisdiction-specific scanning mandates while maintaining usability for mainstream users.

Swift 6.3

Discussion ↗Article ↗326 ↗

#1Cross-Platform Swift Framework for Mobile and ServerP5/10A unified development platform that makes it trivial to share Swift code between iOS, Android, and server-side Linux deployments with a single toolchain.

#2Swift Build Accelerator — Faster Compilation as a ServiceC6/10A drop-in build caching and distributed compilation service specifically optimized for Swift projects that cuts compile times by 5-10x.

#3Swift-to-C/C++ Interop Bridge ToolkitC5/10A developer tool that automates bidirectional Swift-C/C++ interoperability with type-safe bindings, replacing the manual and error-prone process of exposing Swift to C and vice versa.

From zero to a RAG system: successes and failures

Discussion ↗Article ↗309 ↗

#1Turnkey RAG Infrastructure for Non-ML TeamsP6/10A managed RAG platform that handles chunking, embedding, vector storage, and retrieval as a single integrated service, eliminating the need to stitch together five different open-source tools.

#2RAG Platform for Multi-Terabyte Engineering DocumentsC7/10A vertical RAG solution purpose-built for engineering firms that need to search and query across terabytes of project files, specs, machine manuals, and technical PDFs.

#3Local-First Academic Literature RAG ToolC6/10A desktop application that runs RAG over a researcher's local Zotero/PDF library using local models, enabling semantic search and AI-assisted literature review without cloud dependencies.

#4Enterprise Knowledge Audit Before AI DeploymentC5/10A consulting-led software tool that audits and cleans up a company's existing knowledge base and document management before they attempt any RAG or AI search deployment.

False claims in a widely-cited paper

Discussion ↗Article ↗335 ↗

#1AI-Powered Academic Paper Integrity Verification PlatformP6/10A service that automatically audits published academic papers by reproducing statistical claims, checking methodological consistency, and flagging discrepancies between described and actual methods.

#2Conflict-of-Interest Bias Detection for Research ClaimsC6/10A browser extension and API that automatically surfaces funding sources, author affiliations, and potential cui bono conflicts whenever a user encounters a cited study — scoring the likelihood of motivated reasoning.

#3Credibility Score Layer for Cited StatisticsC5/10A tool that intercepts commonly cited statistics in news, social media, and reports — verifying their original source, methodology quality, and whether they've been debunked or misrepresented.

Olympic Committee bars transgender athletes from women’s events

Discussion ↗Article ↗320 ↗

#1Genetic Testing Platform for Sports EligibilityC5/10A standardized, privacy-preserving genetic testing and eligibility verification platform that sports governing bodies can license to implement consistent athlete classification across all levels of competition.

#2Athlete Performance Analytics by Biological CategoryC5/10A data platform that aggregates and analyzes competitive athletic performance across biological categories, giving federations evidence-based tools to set fair eligibility thresholds.

March 25, 202649 ideas

The EU still wants to scan your private messages and photos

Discussion ↗Article ↗1,314 ↗

#1Automated EU Legislative Threat Monitoring for Tech CompaniesP6/10A SaaS platform that continuously monitors EU legislative proposals, amendments, and council votes that impact tech companies' products, and generates compliance impact assessments with actionable timelines.

#2Privacy-First Self-Hosted Communication Suite for EuropeansC5/10A turnkey, self-hostable communication platform (chat, file sharing, video) designed for non-technical users and small businesses who want to keep data entirely off third-party clouds.

#3Civic Engagement Platform for EU Digital Rights AdvocacyC5/10A mobile app that makes it dead-simple for EU citizens to identify their MEPs, auto-generate personalized messages on active digital rights issues, and track legislative outcomes — a 'one-tap lobby' for privacy.

Goodbye to Sora

Discussion ↗Article ↗1,104 ↗

#1Local-First AI Video Generation Desktop AppP6/10A desktop application that packages and optimizes open-source video generation models for local execution on consumer GPUs, removing content restrictions and API costs.

#2Killed by AI — Product Shutdown TrackerC5/10A community-maintained tracker documenting every AI product and feature that gets shut down, with timelines, dependency warnings, and migration guides for affected users.

#3AI Platform Risk Scoring for EnterpriseC6/10A B2B SaaS that continuously monitors AI vendor stability — financials, product churn, API deprecations, leadership changes — and generates risk scores to help enterprises decide which AI platforms to build on.

#4Content-Unrestricted AI Video API for StudiosC5/10A B2B API service offering high-quality AI video generation with minimal content restrictions, purpose-built for professional studios, ad agencies, and game developers who need creative freedom.

Thoughts on slowing the fuck down

Discussion ↗Article ↗956 ↗

#1Error Budget Platform for Engineering TeamsP6/10An automated error budget tracking and enforcement platform that acts as the 'adult in the room' — measuring reliability spend per team, automatically freezing deployments when budgets are exhausted, and surfacing root-cause debt.

#2AI Agent Session History as Engineering DocumentationC6/10A tool that ingests AI coding agent session logs, correlates them with git history and tickets, and automatically generates structured engineering decision logs, changelogs, and accomplishment reports.

#3Clean Uninstall Validator for Developer ToolsC5/10A lightweight utility that audits what developer tools actually install on your system — hooks, daemons, shell modifications, config changes — and provides verified clean removal.

My astrophotography in the movie Project Hail Mary

Discussion ↗Article ↗877 ↗

#1Marketplace for Licensed Real Photography in FilmP5/10A curated marketplace connecting independent photographers (astro, nature, macro) with film and TV production houses seeking authentic, licensable imagery and audio.

VitruvianOS – Desktop Linux Inspired by the BeOS

Discussion ↗Article ↗355 ↗

#1Universal Window Tabbing Manager for Linux DesktopsC5/10A cross-desktop window management tool that lets users stack and tab any application windows together, regardless of desktop environment, bringing BeOS-style tabbed window grouping to modern Linux.

Flighty Airports

Discussion ↗Article ↗551 ↗

#1Real-Time Airport Operations Intelligence PlatformP6/10A B2B data platform that aggregates live airport disruption signals (weather, ATC, ground ops, security) into a single API and dashboard for airlines, travel agencies, and corporate travel managers.

#2Live Airport Security Wait Time PredictorC6/10A mobile app that uses crowdsourced data, TSA feeds, and ML to predict real-time and near-future security checkpoint wait times at every major airport.

#3Flight Tracker With Actionable Boarding CountdownsC5/10A flight tracking app that treats boarding time countdown, gate changes, and duration as first-class UI elements rather than afterthoughts.

#4Airport Ground-Truth Disruption Reporting NetworkC6/10A crowdsourced platform where travelers report real conditions at airports (security closures, construction, staffing issues, ground stops) that don't show up in on-time flight statistics.

Running Tesla Model 3's computer on my desk using parts from crashed cars

Discussion ↗Article ↗709 ↗

#1Salvaged EV Parts Marketplace and Testing PlatformP5/10A marketplace and documentation platform that sources ECUs, wiring harnesses, and electronic modules from crashed EVs, tests them, and sells them to security researchers, hobbyists, and repair shops with full pinout documentation.

#2Plug-and-Play EV Accessory Integration KitsC6/10Pre-engineered, vehicle-specific kits that let EV owners add aftermarket accessories (tow brake controllers, trailer wiring, auxiliary lighting) with correct voltage handling, connectors, and software compatibility — no voltmeter or custom cable building required.

#3Cloud-Based Automotive ECU Simulation and TestingC6/10A remote-access platform where automotive developers and tuners can test diagnostic software, calibration changes, and scan tool compatibility against real ECU hardware racks without needing physical access to vehicles or parts.

TurboQuant: Redefining AI efficiency with extreme compression

Discussion ↗Article ↗522 ↗

#1Turnkey KV Cache Compression for LLM InferenceP6/10A drop-in SDK that applies extreme quantization (3-4 bit) to KV caches in production LLM deployments, dramatically reducing memory requirements and increasing throughput without retraining.

#2Interactive ML Research Paper Explainer PlatformC6/10A tool that takes dense ML research papers and generates layered, interactive explanations — from intuitive visual overviews down to full mathematical detail — with working code examples at each level.

#3GPU-Aware Model Compression Benchmarking ServiceC5/10An automated platform that benchmarks quantization and compression techniques on actual GPU hardware, reporting real wall-clock latency alongside accuracy-vs-space metrics to expose the gap between theoretical and practical performance.

Supreme Court Sides with Cox in Copyright Fight over Pirated Music

Discussion ↗Article ↗374 ↗

#1Automated Copyright Compliance Platform for ISPsP5/10A SaaS platform that helps ISPs manage DMCA notices, subscriber risk scoring, and copyright compliance workflows in light of evolving safe harbor law.

#2Platform Liability Intelligence for Tech CompaniesC5/10A legal-tech SaaS that continuously monitors evolving platform liability case law (copyright, content, carrier status) and translates rulings into actionable compliance checklists for product and legal teams.

Apple randomly closes bug reports unless you "verify" the bug remains unfixed

Discussion ↗Article ↗431 ↗

#1Intelligent Bug Tracker That Prevents Zombie ClosuresP5/10A bug tracking system with built-in state machine intelligence that prevents premature closures, auto-detects stale-but-valid bugs, and holds engineering teams accountable for actual resolution rather than inbox-zero theater.

#2Automated Bug Reproduction and Environment Capture PlatformC6/10A developer tool that captures complete system state at the moment a bug occurs — OS version, hardware config, network conditions, app state — and packages it into an instantly reproducible environment for developers.

#3AI Support Ticket Defender for Bug ReportersC5/10A tool that sits on the reporter's side of bug trackers and support systems, automatically re-verifying bugs before auto-close deadlines, escalating stale tickets, and countering blame-shifting responses with evidence.

ARC-AGI-3

Discussion ↗Article ↗439 ↗

#1Adaptive AI Benchmark Platform for Enterprise EvaluationP6/10A continuously evolving benchmark-as-a-service platform that tests AI systems on novel reasoning tasks enterprises actually care about, with difficulty that auto-scales beyond current model capabilities.

#2Multi-Turn Agentic Reasoning Testing InfrastructureP6/10An evaluation framework specifically designed to test AI agents on multi-step explore/exploit tasks that require iterative hypothesis formation and testing, not just single-shot pattern recognition.

#3Human-Calibrated AI Capability Assessment ToolC5/10A platform that benchmarks AI systems by comparing their problem-solving efficiency directly against calibrated human performance on the same tasks, producing a meaningful 'human-equivalent' score rather than abstract percentages.

Data centers are transitioning from AC to DC

Discussion ↗Article ↗318 ↗

#1DC Power Distribution Platform for Data CentersP6/10A turnkey DC power distribution system (busbars, breakers, monitoring software) that replaces traditional AC PDUs in hyperscale and colocation data centers.

#2Whole-Home DC Power Conversion and DistributionC5/10A residential electrical panel that converts AC to DC once at the breaker box and distributes 48V DC to lighting, USB outlets, and electronics via low-cost wiring.

#3High-Voltage DC Circuit Protection ComponentsC7/10Next-generation solid-state DC circuit breakers and disconnect switches designed specifically for 400-800V DC data center and renewable energy applications.

90% of Claude-linked output going to GitHub repos w <2 stars

Discussion ↗Article ↗323 ↗

#1AI Code Impact Analytics for Engineering LeadersP6/10A platform that measures the real business impact of AI coding tools across an organization by tracking code quality, deployment frequency, and developer productivity beyond vanity metrics like lines of code.

#2Personal Code Registry for Solo Developer ProjectsC5/10A lightweight package registry and discovery layer specifically designed for personal utility code and scripts that developers build for themselves but could benefit others — with automatic documentation, search, and one-click installation.

Ensu – Ente’s Local LLM app

Discussion ↗Article ↗354 ↗

#1Privacy-First Local AI Assistant for MobileP5/10A polished, consumer-friendly mobile app that runs capable LLMs entirely on-device with zero cloud dependency, targeting privacy-conscious non-technical users.

#2Local LLM Integration SDK for CMS PlatformsC5/10A developer SDK and plugin ecosystem that lets any CMS (WordPress, Shopify, etc.) run on-device or on-premise LLMs for content generation, summarization, and editing without sending data to third-party APIs.

#3AI-Generated Marketing Copy Detector and RewriterC6/10A browser extension and API that detects LLM-generated marketing copy on websites and landing pages, scores its 'slop factor,' and optionally rewrites it to sound human.

Antimatter has been transported for the first time

Discussion ↗Article ↗397 ↗

#1Portable Precision Magnetic Shielding for Scientific InstrumentsP5/10Modular, transportable magnetic shielding and vibration-dampened enclosures that let research labs move ultra-sensitive experiments out of noisy facilities to magnetically quiet environments.

Slovenian officials blame Israeli firm Black Cube for trying to manipulate vote

Discussion ↗Article ↗594 ↗

#1Foreign Influence Operation Detection Platform for DemocraciesP5/10A SaaS platform that monitors and detects coordinated foreign influence operations targeting elections, combining OSINT, financial flow analysis, and social media pattern detection for government security agencies.

#2Open Democracy Health Scorecard and Accountability TrackerC5/10A transparent, data-driven platform that benchmarks every democracy on concrete metrics — elected officials' promise-vs-execution records, voting system integrity, campaign finance anomalies, and foreign influence indicators.

Meta and YouTube found negligent in landmark social media addiction case

Discussion ↗Article ↗462 ↗

#1Regulatory Compliance Platform for Social Media CompaniesP6/10A SaaS platform that helps social media companies audit, document, and modify their recommendation algorithms to comply with emerging addiction-liability regulations.

#2Youth Digital Wellness Monitoring for SchoolsP5/10A school-deployed platform that monitors student digital wellbeing signals and provides early intervention tools for social media addiction, giving schools and parents actionable data.

#3Non-Addictive Social Platform for Gen ZC5/10A social platform deliberately designed without engagement-maximizing algorithms, using chronological feeds, session limits, and transparency-first design to attract users exhausted by dark patterns.

#4Algorithm Audit and Litigation Support PlatformC7/10A forensic analysis platform that reverse-engineers and documents how social media algorithms amplify harmful content, sold as expert-witness tooling to plaintiff law firms.

Updates to GitHub Copilot interaction data usage policy

Discussion ↗Article ↗322 ↗

#1Enterprise AI Code Policy Compliance PlatformP6/10A dashboard that monitors and enforces data-sharing policies across all AI coding tools (Copilot, Cursor, Cody, etc.) used within an organization, ensuring no code is inadvertently shared for training.

#2Privacy-First Self-Hosted Git Platform for TeamsC6/10A polished, managed self-hosted Git platform that combines GitHub-quality UX with zero data exfiltration guarantees, targeting teams fleeing GitHub over AI training concerns.

#3Automated Secrets and IP Scanner for AI Tool ExposureC7/10A real-time scanning agent that sits between your codebase and AI coding tools, detecting and redacting secrets, proprietary algorithms, and sensitive IP before they reach any external AI service.

#4Local-First AI Code Assistant With Zero Cloud DependencyC7/10A fully local AI coding assistant that runs state-of-the-art code models on developer hardware with no data ever leaving the machine, positioned as the privacy-respecting Copilot alternative.

March 24, 202653 ideas

Apple Business

Discussion ↗Article ↗669 ↗

#1Apple-Native IT Management Platform for SMBsP6/10A third-party IT admin platform purpose-built to fill the gaps Apple Business will inevitably leave, offering deeper MDM, onboarding automation, and cross-platform bridging for Mac-first companies.

#2One-Click Employee Onboarding for Mac-First TeamsC6/10An automated onboarding orchestrator that provisions a new employee across Apple Business, Google Workspace, Slack, GitHub, and dozens of other SaaS tools in a single workflow — purpose-built for Mac-centric companies.

#3Migration Tool From Google Workspace to Apple BusinessC5/10A turnkey migration service and software that moves an entire company's email, calendar, contacts, files, and permissions from Google Workspace or Microsoft 365 to Apple Business with zero downtime.

#4Apple Business Localization Layer for Non-US MarketsC5/10A compliance and feature-bridging platform that extends Apple Business capabilities to international companies, handling region-specific email hosting, data residency, and regulatory requirements Apple doesn't yet support.

Tell HN: Litellm 1.82.7 and 1.82.8 on PyPI are compromised

Discussion ↗Article ↗783 ↗

#1Real-Time Supply Chain Attack Detection for Package RegistriesP7/10A monitoring service that continuously analyzes new package releases on PyPI, npm, and other registries for malicious payloads, alerting maintainers and users within minutes of a compromise.

#2Hermetic Dependency Sandboxing for AI Dev EnvironmentsP7/10A sandboxed runtime layer that intercepts and isolates all dependency installs and executions in AI coding tools (Cursor, Copilot, Windsurf) so compromised packages cannot access the host system.

#3Lightweight LLM API Routing Without the BloatC7/10A minimal, auditable LLM API proxy that unifies provider interfaces (OpenAI, Anthropic, etc.) in under 1,000 lines of code with zero unnecessary dependencies.

#4GitHub Account Compromise Detection and Recovery PlatformC6/10An automated monitoring service that detects when maintainer GitHub accounts are compromised by tracking anomalous commit patterns, permission changes, and issue management behavior, then triggers lockdown protocols.

Microsoft's "fix" for Windows 11

Discussion ↗Article ↗991 ↗

#1Zero-Config Linux Desktop for Creative ProfessionalsC5/10A pre-configured Linux distribution specifically optimized for creative professionals, bundled with open-source alternatives to Adobe and shipped on certified hardware with one-click install.

#2Unified Admin Portal for Microsoft 365 SMBsC5/10A single-pane management dashboard that consolidates Microsoft 365's fragmented admin portals into one stable interface for small and medium business IT administrators.

Wine 11 rewrites how Linux runs Windows games at kernel with massive speed gains

Discussion ↗Article ↗1,061 ↗

#1Cross-Platform Windows App Compatibility Layer as ServiceP6/10A managed, cloud-hosted or installable compatibility platform that lets enterprises run legacy Windows applications on Linux infrastructure without maintaining Windows licenses or VMs.

#2macOS Windows Game Compatibility Layer ProductC6/10A polished, consumer-friendly app that brings Wine/ntsync-level Windows game compatibility to macOS, filling the gap left by Apple's abandonment of gaming support.

#3Legacy Windows Game Preservation and Streaming PlatformC5/10A cloud or local platform specifically optimized to run old Windows games (pre-2010) flawlessly on modern Linux and macOS, with zero configuration required.

#4Professional Creative Software on Linux PlatformC5/10A compatibility and optimization layer specifically tuned for running Windows creative software (Photoshop, Illustrator, etc.) on Linux with native-like performance and integration.

Epoch confirms GPT5.4 Pro solved a frontier math open problem

Discussion ↗Article ↗461 ↗

#1AI-Powered Open Math Problem Solving PlatformP6/10A managed platform that pairs frontier AI models with optimized scaffolding to systematically attack open problems in mathematics, selling results and methodology to research institutions.

#2AI Scaffold Benchmarking and Optimization SuiteC6/10A platform that lets AI teams systematically test, compare, and optimize the scaffolding (tool use, task decomposition, auto-critique) that surrounds foundation models for complex reasoning tasks.

#3Formal Proof Generation Loop for Lean/IsabelleC7/10An AI-powered service that takes mathematical conjectures and iteratively generates, checks, and refines formal proofs in Lean 4 or Isabelle, targeting the large space of provable-but-unproven theorems.

Show HN: Gemini can now natively embed video, so I built sub-second video search

Discussion ↗Article ↗370 ↗

#1Natural Language Video Search for Security FootageP7/10A managed platform that indexes security camera and dashcam footage using native video embeddings, enabling instant natural-language search across hours of video without transcription or frame captioning.

#2AI-Powered Home Security Video Search PlatformC7/10A consumer-friendly home security add-on that lets homeowners search all their camera footage with natural language queries like 'did the cat go outside' or 'package delivered to front door'.

#3Open-Source Local Video Embedding ModelC6/10An open-weights model that performs native video-to-vector embedding locally, eliminating API costs and privacy concerns of uploading footage to cloud providers.

Arm AGI CPU

Discussion ↗Article ↗366 ↗

#1Independent AI Chip Benchmarking and Comparison PlatformP6/10A transparent, vendor-neutral benchmarking service that tests AI/ML chips across standardized workloads and publishes real performance-per-dollar data.

#2AI Hardware Procurement Intelligence for EnterprisesC5/10A SaaS platform that helps data center buyers model total cost of ownership across the rapidly fragmenting AI chip landscape, including ARM, Nvidia, AMD, and custom silicon.

#3Technical Marketing Translation Layer for Chip CompaniesC5/10An agency or AI-powered service that rewrites semiconductor marketing materials into technically precise, developer-readable documentation with actual specs and comparisons.

Show HN: Email.md – Markdown to responsive, email-safe HTML

Discussion ↗Article ↗324 ↗

#1AI-Native Email Authoring Platform for DevelopersP4/10A developer-first email platform where you write emails in markdown (or let AI draft them), and the tool handles all cross-client HTML rendering, deliverability optimization, and template management.

#2Email Deliverability Intelligence for Small SendersC6/10A service that analyzes your outbound emails before sending and tells you exactly what will trigger spam filters across Gmail, Outlook, Yahoo, and others — with specific fix suggestions.

Missile defense is NP-complete

Discussion ↗Article ↗360 ↗

#1AI-Powered Missile Defense Resource Allocation OptimizerP6/10A software platform that uses modern AI/ML heuristics to solve NP-complete defense allocation problems in near-real-time, helping military planners optimally assign interceptors to incoming threats.

#2Low-Cost Drone Intercept Systems for Allied NationsC7/10A hardware+software platform packaging Ukraine's battle-proven, low-cost drone interception techniques into exportable turnkey defense systems for allied nations.

#3Adversarial Wargaming Simulation Platform Using Game TheoryC6/10A cloud-based adversarial simulation platform that models attack/defense scenarios using game theory, letting military planners and policy analysts stress-test defense strategies against adaptive adversaries.

#4Defense Cost Asymmetry Analytics for Procurement DecisionsC5/10An analytics platform that models the true cost-per-defended-asset of different interceptor strategies against various threat profiles, helping procurement officers make economically rational defense investments.

Ripgrep is faster than grep, ag, git grep, ucg, pt, sift (2016)

Discussion ↗Article ↗357 ↗

#1Instant Code Search Infrastructure for AI AgentsP7/10A managed, index-backed code search API purpose-built for AI coding agents that need to search massive monorepos in under a second.

#2Lightweight Incremental Code Index for Developer ToolsC6/10A background daemon that maintains a lightweight, incrementally-updated code search index that any tool (IDE, CLI, AI agent) can query instantly without the heavy reindexing overhead of traditional IDEs.

#3Composable Rust Search Primitives as a ServiceC5/10A commercial platform offering battle-tested, composable text search building blocks (regex engines, SIMD matchers, file walkers) as easy-to-integrate libraries with support contracts for companies building search-dependent products.

Show HN: I took back Video.js after 16 years and we rewrote it to be 88% smaller

Discussion ↗Article ↗484 ↗

#1Open Source Project Recovery and Stewardship PlatformP5/10A platform that monitors critical open-source projects for signs of abandonment or PE acquisition risk, and coordinates community-led forks and maintenance takeovers before projects decay.

#2Collaborative Open Source Player Infrastructure CompanyP6/10A commercially-backed company that unifies fragmented web media player projects (Video.js, Plyr, Vidstack, Media Chrome) into a single maintained stack with enterprise support contracts.

#3Universal Rich Media Gallery With Lazy LoadingC5/10A framework-agnostic, performance-optimized media gallery component that handles mixed video and image content with virtual scrolling for collections of hundreds or thousands of items.

Is anybody else bored of talking about AI?

Discussion ↗Article ↗672 ↗

#1AI Content Filter for Developer PlatformsC5/10A browser extension and API that intelligently filters AI-related content from GitHub Trending, Hacker News, Reddit, and other developer feeds based on user preferences.

#2AI Code Review Intelligence for Generated CodeC7/10A code review tool purpose-built for AI-generated code that flags patterns humans miss — dependency risks, bloat, hallucinated APIs, and style drift across large generated diffs.

#3Structured AI Workflow Design Platform for TeamsC6/10A platform for designing, sharing, and iterating on the non-AI parts of AI-powered products — data pipelines, prompt calibration, fallback logic, and structured methodologies.

I wanted to build vertical SaaS for pest control, so I took a technician job

Discussion ↗Article ↗348 ↗

#1Tech-Enabled Pest Control Roll-Up PlatformP7/10Acquire small pest control operators and layer in AI-powered upselling, hands-free CRM data entry, and smart trap monitoring to dramatically improve unit economics before rolling up more locations.

#2Blue-Collar Business Acquisition Playbook for Tech WorkersC6/10A marketplace and guided program helping displaced white-collar workers identify, evaluate, acquire, and tech-enable small service businesses in trades like pest control, plumbing, and petroleum services.

#3Hands-Free Field Service Data Entry via AIC7/10A voice-first AI assistant that lets field technicians narrate their work while on the job, automatically populating CRM fields, generating service reports, and triggering upsell recommendations — no typing required.

#4Local Service Provider Direct Discovery PlatformC5/10A search and discovery platform that exclusively surfaces verified local service businesses (not aggregators or lead-gen middlemen), using business license verification and locality signals to ensure searchers connect directly with the company doing the work.

Malicious litellm_init.pth in litellm 1.82.8 PyPI package – credential stealer

Discussion ↗Article ↗730 ↗

#1Real-Time Supply Chain Security for Python PackagesP7/10A continuous monitoring platform that scans PyPI packages for malicious payloads, credential stealers, and backdoors before they reach developer environments.

#2Secure AI Dependency Proxy With Integrity VerificationP6/10A managed proxy layer that sits between developer environments and AI package registries, verifying package integrity, scanning for credential exfiltration, and enforcing allowlists before any AI dependency is installed.

LaGuardia pilots raised safety alarms months before deadly runway crash

Discussion ↗Article ↗376 ↗

#1AI-Assisted Ground Traffic Deconfliction for AirportsC6/10A real-time airport surface surveillance and collision-avoidance system that automatically detects and alerts on conflicting ground vehicle and aircraft movements, similar to how TCAS works in the air.

#2ATC Workforce Scheduling and Fatigue Management PlatformC5/10A specialized workforce management platform for air traffic control facilities that optimizes shift scheduling, tracks cumulative fatigue risk, and forecasts staffing shortfalls before they become safety hazards.

Log File Viewer for the Terminal

Discussion ↗Article ↗308 ↗

#1TUI Grafana for JSON Log ExplorationC5/10A terminal-based observability dashboard that lets developers split, filter, query, and visualize JSON-structured logs without leaving the command line.

Mystery jump in oil trading ahead of Trump post draws scrutiny

Discussion ↗Article ↗502 ↗

#1Real-Time Political Risk Trading Signal PlatformP6/10A monitoring platform that detects anomalous trading volumes in commodities and futures markets correlated with political announcements, delivering alerts to institutional traders and compliance teams.

#2Geopolitical Event-Driven Market Integrity AnalyticsC5/10A SaaS tool for institutional investors and journalists that tracks, timestamps, and correlates political social media posts with unusual market activity across commodities, currencies, and regional assets.

#3Retail Investor Political Volatility Hedging ToolC5/10A consumer fintech app that automatically hedges retail portfolios against politically-induced commodity and market volatility by monitoring government communications and adjusting positions.

Epic Games to cut more than 1k jobs as Fortnite usage falls

Discussion ↗Article ↗341 ↗

#1AI-Powered Live Service Game Engagement Analytics PlatformP5/10A real-time analytics and prediction platform that helps live-service game studios detect engagement decline early and model the revenue impact of content decisions before they ship.

#2Structured Severance and Layoff Compliance PlatformC5/10A SaaS platform that helps companies design, benchmark, and execute legally compliant severance packages across jurisdictions, with transparent templates and employee-facing portals.

#3Independent PC Game Storefront With Sustainable EconomicsC5/10A PC game distribution platform that competes with Steam through meaningfully better economics for developers (lower rev share) while actually investing in discovery, community, and buyer features that Epic Games Store never built.

March 23, 202644 ideas

iPhone 17 Pro Demonstrated Running a 400B LLM

Discussion ↗Article ↗657 ↗

#1On-Device LLM Inference Engine for Mobile AppsP7/10A developer SDK that enables any mobile app to run large language models locally on-device using SSD-to-GPU streaming and mixture-of-experts optimization.

#2Privacy-First Mobile AI Platform for EnterprisesP7/10An enterprise platform that runs capable LLMs entirely on employee phones and tablets, eliminating the need to send sensitive data to cloud APIs.

#3Intelligent Mobile Memory Management MiddlewareC6/10A system-level middleware for Android OEMs that dynamically allocates RAM between AI inference workloads and traditional app multitasking, solving the chronic tab-refresh and app-eviction problem.

#4Edge AI Model Optimization-as-a-ServiceC7/10A platform that takes any large open-source model and automatically produces a device-optimized, MoE-quantized variant tuned for specific mobile and edge hardware targets.

Migrating to the EU

Discussion ↗Article ↗879 ↗

#1One-Click Digital Migration to EU ServicesP5/10An automated platform that audits your current US-based digital services and migrates you to EU-hosted alternatives with minimal friction — handling email forwarding, DNS, data export/import, and account linking.

#2EU-Native Email That Rivals Fastmail QualityC6/10A premium, EU-hosted email service built to match Fastmail's UX, speed, and reliability — with CalDAV, CardDAV, and modern web/mobile clients — aimed at users who refuse to compromise on quality for sovereignty.

#3Automated GitHub-to-EU Git Mirror and SyncC5/10A service that continuously mirrors all your GitHub repositories, issues, and PRs to an EU-hosted git provider, with automatic detection of new repos via GitHub API integration.

#4EU-Hosted Private Git Platform for Commercial ProjectsC6/10A fully-featured, EU-hosted git platform (repos, PRs, CI/CD, wikis) specifically designed for proprietary/commercial projects — filling the gap that Codeberg's FOSS-only policy leaves open.

Autoresearch on an old research idea

Discussion ↗Article ↗385 ↗

#1Managed Automated ML Research Experimentation PlatformP6/10A platform that lets ML researchers point at a codebase, define eval metrics, and automatically explore architectures, hyperparameters, and bug fixes — with cost controls and human-in-the-loop review.

#2Cost-Aware AI Experiment Orchestrator for ResearchC6/10A layer on top of LLM coding agents that estimates computational cost of each proposed experiment, ranks proposals by expected improvement per dollar, and presents a prioritized list for human approval before execution.

#3Domain-Specialized Local LLM Fine-Tuning ServiceC5/10A service that takes a team's codebase, test suite, and framework conventions and produces a fine-tuned local LLM that is specifically expert in their stack — outperforming general models on their domain.

Two pilots dead after plane and ground vehicle collide at LaGuardia

Discussion ↗Article ↗408 ↗

#1AI-Powered Airport Surface Movement Collision AvoidanceP6/10A real-time AI system that fuses ADS-B, ground radar, camera feeds, and vehicle GPS to autonomously detect and prevent runway incursions by issuing hard-stop alerts to both aircraft and ground vehicles.

#2Autonomous Ground Vehicle Interlock for Airport RunwaysC6/10A hardware interlock system installed on airport ground vehicles (fire trucks, tugs, de-icers) that uses GPS geofencing and ATC datalink to physically prevent vehicles from entering active runways without explicit digital clearance.

#3Real-Time Aviation Incident Intelligence PlatformC5/10A platform that aggregates public ATC recordings, flight tracking data, NOTAM feeds, and social media to provide real-time verified aviation incident reporting faster and more accurately than legacy media.

#4Single-Controller Fatigue Detection and Staffing OptimizationC6/10An AI-driven ATC workforce management tool that monitors controller workload, fatigue indicators, and traffic complexity in real time to flag unsafe single-controller situations and optimize shift scheduling.

Walmart: ChatGPT checkout converted 3x worse than website

Discussion ↗Article ↗427 ↗

#1AI Commerce Conversion Optimization Testing PlatformP6/10An A/B testing and analytics platform specifically built to measure and optimize conversion rates across AI shopping interfaces (ChatGPT, Gemini, Alexa) versus traditional e-commerce flows.

#2AI-Guided Shopping for Complex Configurable ProductsC6/10A conversational commerce layer purpose-built for high-consideration, configurable products (appliances, electronics, furniture) where guided selling actually outperforms grid browsing.

#3Trusted Consumer AI Wallet with Spending ControlsC7/10A dedicated payment layer for AI agent transactions with user-defined spending limits, approval workflows, and automatic refund orchestration — so consumers can let AI agents buy things without fear.

Claude Code Cheat Sheet

Discussion ↗Article ↗498 ↗

#1Auto-Updating Reference Docs for AI Dev ToolsP5/10A platform that generates and continuously updates interactive reference documentation for fast-moving AI developer tools, delivered as lightweight single-page apps.

#2Self-Improving Autonomous Agent Orchestration FrameworkC6/10A platform for spawning, evaluating, and iteratively improving autonomous AI coding agents that branch work across git worktrees and self-optimize their instructions over dozens of iterations.

#3Contextual AI Tool UX Layer for CLIsC5/10An intelligent overlay that makes AI CLI tools self-documenting by surfacing relevant commands, shortcuts, and configurations contextually as the user works, eliminating the need for external cheat sheets.

Tin Can, a 'landline' for kids

Discussion ↗Article ↗304 ↗

#1Hardware-locked phone for kids under 12P7/10A purpose-built, non-smartphone device that only makes calls to a parent-approved whitelist of contacts, designed for the 5-12 age group before they get a smartphone.

#2Managed home phone service for familiesC6/10A plug-and-play VoIP landline service specifically marketed to families, with a kid-friendly handset, parental controls, whitelist management via app, and no internet browsing capability.

#3Privacy-first kids communication platform with zero data collectionC5/10A kids' calling device or service that collects zero voice data, zero call metadata beyond what's needed for routing, with an auditable open-source privacy architecture that parents can verify.

FCC updates covered list to include foreign-made consumer routers

Discussion ↗Article ↗371 ↗

#1US-Assembled Consumer Router Hardware BrandP6/10A consumer router company that designs and assembles networking hardware domestically to meet new FCC compliance requirements, selling direct-to-consumer and through ISP partnerships.

#2FCC Router Compliance Consulting for ManufacturersP5/10A regulatory consulting firm that helps foreign router manufacturers navigate the new conditional approval process with DoW and DHS to maintain FCC equipment authorization.

#3Open-Source Firmware Audit Platform for RoutersC7/10A SaaS platform that performs automated security audits of router firmware, providing manufacturers with compliance-ready security reports and consumers with transparency scores.

#4Verified Firmware Attestation Service for Consumer DevicesC6/10A hardware-backed attestation service that cryptographically proves the firmware running on a consumer device matches its audited source code, accessible via a simple consumer-facing trust score.

GitHub appears to be struggling with measly three nines availability

Discussion ↗Article ↗457 ↗

#1Enterprise GitHub Alternative With Five Nines SLAP5/10A managed Git hosting and CI/CD platform built from the ground up for enterprise reliability, offering contractual 99.999% uptime guarantees backed by financial penalties.

#2Secure Immutable CI Pipeline Runner for GitHubC7/10A drop-in replacement CI execution layer that runs GitHub Actions workflows on hardened, immutable infrastructure with automatic pinning of all action references to verified checksums.

#3Managed Self-Hosted CI With Zero YAML ConfigurationC6/10A CI platform that replaces YAML-based pipeline configuration with structured shell scripts triggered by repo events, running on managed infrastructure with built-in caching, reporting, and isolated execution.

#4GitHub-to-Self-Hosted Migration Automation PlatformC5/10A turnkey tool that analyzes an organization's GitHub repositories, Actions workflows, permissions, and integrations, then generates a complete migration plan and executes it to GitLab, Gitea, or self-hosted alternatives.

US and TotalEnergies reach 'nearly $1B' deal to end offshore wind projects

Discussion ↗Article ↗419 ↗

#1Stranded Renewable Energy Asset Acquisition PlatformP7/10A marketplace and financing vehicle that acquires cancelled or stalled wind and solar projects at distressed prices, holds the permits and leases, and develops them when policy shifts back.

#2Gas Turbine Supply Chain Intelligence PlatformC7/10A real-time market intelligence and secondary-market brokerage platform for gas turbine procurement, helping utilities navigate the 7-year backlog by matching buyers with cancelled orders, refurbished units, and alternative suppliers.

#3Energy Policy Risk Analytics for Infrastructure InvestorsC6/10A SaaS platform that quantifies political and regulatory risk for energy infrastructure investments by modeling policy reversal probabilities, subsidy durability, and administration-change scenarios across jurisdictions.

“Collaboration” is bullshit

Discussion ↗Article ↗338 ↗

#1Ownership-First Project Management for Engineering TeamsP5/10A project management tool that replaces collaboration theater with clear individual ownership graphs, showing exactly who is responsible for every deliverable and outcome.

#2AI-Powered Management Visibility Without Communication OverheadC6/10A passive observability layer for engineering teams that gives managers real-time project visibility from code, PRs, and deploys — eliminating status meetings and standups entirely.

#3Contribution Attribution Engine for High PerformersC5/10A system that objectively measures and surfaces individual contribution quality across engineering teams, making it impossible for high performers to go unrecognized.

POSSE – Publish on your Own Site, Syndicate Elsewhere

Discussion ↗Article ↗403 ↗

#1One-Click POSSE Cross-Posting Engine for CreatorsP6/10A tool that publishes content from your own site and automatically syndicates formatted, platform-native versions to Twitter/X, LinkedIn, Reddit, HN, Bluesky, and Mastodon with one click.

#2Decentralized Topic Discovery Layer for Independent BlogsC5/10A federated content discovery protocol where independent sites register their topics/tags to shared directory servers, enabling readers to find new blogs by interest without relying on any single aggregator.

#3Discussion Backlink Aggregator for Blog PostsC6/10A service that automatically finds and surfaces all discussions of a given blog post across HN, Reddit, Lobsters, Bluesky, and Mastodon, embeddable as a widget or available via API.

Student beauty and grades under in-person and remote teaching

Discussion ↗Article ↗354 ↗

#1AI-Powered Blind Grading Platform for UniversitiesP5/10A learning management system add-on that anonymizes all student submissions, presentations, and participation tracking to eliminate appearance-based grading bias.

#2Audio-Only Structured Interview Platform for HiringC6/10A hiring platform that conducts live audio-only interviews with structured scoring rubrics, removing visual appearance bias from the evaluation process.

#3Standardized Competency Testing as a Service for EmployersC6/10A platform that replaces subjective resume screening and interviews with standardized, anonymized skills assessments tailored by role, inspired by exam-based meritocratic systems.

March 22, 202644 ideas

Flash-MoE: Running a 397B Parameter Model on a Laptop

Discussion ↗Article ↗365 ↗

#1SSD-Optimized Local LLM Inference EngineP7/10A commercial inference runtime that lets developers and power users run 300B+ parameter models on consumer hardware by streaming sparse MoE weights from SSD through optimized GPU compute pipelines.

#2Multi-SSD Inference Appliance for Personal AI LabsC6/10A purpose-built hardware+software appliance that stripes MoE model weights across multiple NVMe SSDs (or Intel Optane) to achieve 30-50 tokens/second on giant models without expensive GPU memory.

#3Mobile GPU LLM Inference OptimizerC5/10An inference SDK that brings MoE expert-streaming techniques to mobile GPUs (Adreno, Mali, Apple A-series), enabling usable on-device inference of large models on phones and tablets.

#4SSD Wear-Aware AI Workload ManagerC5/10A system utility that monitors and intelligently manages SSD wear from AI inference workloads, implementing caching strategies, wear leveling across drives, and lifetime predictions specific to LLM usage patterns.

Project Nomad – Knowledge That Never Goes Offline

Discussion ↗Article ↗503 ↗

#1Offline-First Personal Knowledge Server with Local AIP5/10A plug-and-play appliance that packages curated knowledge bases (Wikipedia, maps, tutorials, medical references) with a local LLM for natural-language querying, designed to work entirely without internet.

#2Turnkey Offline Knowledge Kit for Old DevicesC5/10A lightweight app that packages Wikipedia, OpenStreetMap, survival guides, and tutorial videos into a single installable bundle optimized for old Android tablets and low-end hardware.

The future of version control

Discussion ↗Article ↗573 ↗

#1CRDT-Native Version Control System for AI-Heavy TeamsP6/10A developer-friendly version control system built on CRDT fundamentals that handles concurrent edits from both humans and AI agents without blocking merges.

#2Native Large File Version Control for Game DevC6/10A version control system purpose-built for game development that handles binary assets (textures, models, audio) as first-class citizens with visual diffing and merge capabilities.

#3AI-Powered Semantic Merge Conflict Resolution for EnterpriseC6/10A git-compatible tool that uses language-aware AI to detect and auto-resolve semantic merge conflicts, not just textual ones, across large codebases.

#4Git Scalability Layer for Large MonoreposC6/10A drop-in server and client protocol layer that makes git performant for massive monorepos without requiring teams to abandon git workflows.

PC Gamer recommends RSS readers in a 37mb article that just keeps downloading

Discussion ↗Article ↗693 ↗

#1Full-Text RSS Proxy for Paywalled PublicationsP6/10A service that negotiates paywall access on behalf of subscribers and delivers full articles via clean RSS feeds, stripping bloat and ads.

#2Crowdsourced Web Quality and Safety RatingsC6/10A browser extension and API that provides real-time crowdsourced ratings of websites across dimensions like bloat, privacy risk, scamminess, and user-hostility, with configurable blocking and warnings.

#3Automated Website Performance and Bloat AuditorC5/10An automated service that continuously crawls and benchmarks popular websites, publishing transparent scorecards on page weight, ad load, tracking, and mobile data cost — a Consumer Reports for web quality.

Reports of code's death are greatly exaggerated

Discussion ↗Article ↗463 ↗

#1Precision Spec Language for AI Code GenerationP6/10A structured specification language that sits between natural language and code, giving developers precise control over AI-generated output without writing the code themselves.

#2AI Comprehension Debt Scanner for Engineering TeamsC7/10A tool that continuously audits codebases for 'comprehension debt' — code that no current team member can explain — and flags risky AI-generated changes before they cause outages.

#3AI Code Quality Evidence Platform for Engineering LeadersC7/10A dashboard that gives engineering managers hard data on AI-generated code outcomes — defect rates, rewrite frequency, incident correlation — so they can make evidence-based decisions instead of relying on hype.

#4Legacy AI-Generated Codebase Recovery ServiceC7/10A specialized consultancy and tooling platform that reverse-engineers, documents, and stabilizes codebases built hastily with AI agents where no one on the team understands the architecture.

GrapheneOS will remain usable by anyone without requiring personal information

Discussion ↗Article ↗490 ↗

#1Privacy-First Mobile OS for Regulated MarketsP5/10A commercially supported privacy-preserving mobile operating system that provides compliance frameworks for businesses and individuals facing age verification and identity mandates.

#2Privacy Phone Compatibility Layer for Banking AppsC6/10A middleware service that enables banking, government ID, and essential apps to function on privacy-focused Android ROMs without compromising the security model.

#3Emergency Alert Management App for Privacy PhonesC5/10An app that gives users granular control over government emergency alerts — filtering by severity, location relevance, and time-of-day quiet hours — on both stock and custom Android ROMs.

Professional video editing, right in the browser with WebGPU and WASM

Discussion ↗Article ↗358 ↗

#1Embeddable Browser-Native Video Editor SDKP7/10An open-source, WebGPU/WASM-powered video editing engine that SaaS companies can embed directly into their web applications via a JavaScript SDK.

#2AI-Powered Video Dubbing and Localization PlatformC7/10A web-based platform that combines browser-native video editing with AI dubbing to let creators and businesses localize video content into multiple languages without desktop software.

#3Cloud Collaborative Video Editing for TeamsC6/10A browser-based video editing platform with shared assets, real-time collaboration, project management, and cloud file storage purpose-built for distributed video production teams.

Why I love NixOS

Discussion ↗Article ↗361 ↗

#1AI-Native NixOS Configuration Management PlatformP7/10A managed platform that lets developers describe their desired system state in plain English and generates, validates, and maintains NixOS configurations automatically.

#2Nix-Native CI/CD Build and Cache PlatformC7/10A CI/CD platform built natively on Nix that provides deterministic builds with intelligent binary caching, eliminating the broken caching layer that plagues GitHub Actions and similar systems.

#3LLM-Powered Nix Expression Generator and DebuggerC7/10A developer tool (CLI + editor plugin) that translates natural language or Dockerfile-style specs into working Nix expressions, with real-time error explanation and fix suggestions.

#4Managed Nix Dev Environments as a ServiceC6/10A cloud platform that lets teams define, share, and instantly spin up reproducible development environments using Nix, without anyone needing to learn the Nix language.

The gold standard of optimization: A look under the hood of RollerCoaster Tycoon

Discussion ↗Article ↗443 ↗

#1LLM-Powered Game Performance Optimization Copilot for DevelopersP5/10An AI development tool that analyzes game code and suggests architecture-level optimizations that blend gameplay design with performance constraints, going beyond what compilers can do.

#2Simulation Engine with Built-In Performance-Aware Design ToolsC5/10A game/simulation engine that exposes performance characteristics directly in the design interface, letting designers see the computational cost of their design decisions in real-time and suggesting numerically efficient alternatives.

#3Open-Source Legacy Game Decompilation and Modernization PlatformC5/10A platform and toolchain that helps communities systematically decompile, document, and modernize classic games into maintainable open-source codebases while preserving the original behavior.

Windows native app development is a mess

Discussion ↗Article ↗430 ↗

#1AI-Powered Windows Native App BuilderP5/10A developer tool that uses AI to generate and maintain native Windows applications across the fragmented framework landscape, abstracting away the Win32/WPF/WinUI/MAUI chaos.

#2Lightweight Native Desktop App Runtime AlternativeP5/10A slim, modern runtime for building cross-platform desktop apps that renders native OS widgets without bundling an entire browser engine like Electron.

#3Game Engine Powered Business App FrameworkC6/10A framework built on top of Godot or similar open-source game engines, specifically optimized for building fast, cross-platform business and productivity applications with native-feeling UIs.

#4Windows Framework Migration and Modernization ServiceC6/10An automated tool that migrates legacy Windows applications (Win32, MFC, WinForms, WPF) to modern stacks while preserving functionality and the backward compatibility that developers prize.

The three pillars of JavaScript bloat

Discussion ↗Article ↗465 ↗

#1Automated JavaScript Dependency Bloat Removal ToolP6/10A CI/CD-integrated tool that continuously scans JavaScript projects, identifies unnecessary polyfills, outdated ponyfills, and replaceable micro-packages, then auto-generates PRs to remove them.

#2Renovate-Style Bot for Ponyfill and Polyfill RemovalC6/10A GitHub/GitLab bot (like Renovate or Dependabot) that automatically opens PRs to replace outdated polyfills and trivial utility packages with native JavaScript equivalents.

#3AI-Powered Zero-Dependency JavaScript Framework GeneratorC5/10A development tool that generates dependency-free, standards-based JavaScript applications using web components, ES modules, and native browser APIs — replacing the React/npm dependency stack entirely.

Cloudflare flags archive.today as "C&C/Botnet"; no longer resolves via 1.1.1.2

Discussion ↗Article ↗393 ↗

#1Transparent DNS Filtering Accountability PlatformP5/10A monitoring service that tracks and publicly audits domain categorization decisions made by major DNS providers like Cloudflare, Google, and Quad9, alerting site owners and the public when domains are flagged or blocked.

#2Browser-Based DNS Diagnostic and Lookup ToolC5/10A polished, client-side web tool that lets anyone perform DNS lookups across multiple resolvers simultaneously, showing filtering differences, propagation status, and categorization flags in a single view.

#3Independent Web Archiving Service With Transparent GovernanceC6/10A well-governed, nonprofit or co-op web archiving service that preserves pages on demand — like archive.today — but with transparent operations, clear policies, and no anonymous operator risk.

OpenClaw is a security nightmare dressed up as a daydream

Discussion ↗Article ↗361 ↗

#1Sandboxed Permission Layer for AI AgentsP7/10A middleware security layer that sits between AI agents and external services, enforcing granular permission policies, action auditing, and reversibility controls.

#2Context-Aware Passive Personal Assistant for MobileC7/10A phone-based personal assistant that uses location, routine, and real-time data to surface just-in-time information on the lock screen — transit options, weather, errands — without ever taking actions or accessing sensitive accounts.

#3AI-Powered Inbox and Web Content DecluttererC5/10A service that uses AI to strip ads, tracking, paywalls, and noise from emails and web content, delivering clean daily summaries of what actually matters to the user.

#4Scoped Digital Identity Proxy for AI AgentsC6/10A managed service that creates isolated digital identities (email, calendar, credentials) specifically for AI agents to use, with full audit trails and kill switches, so users never expose their real accounts.

March 21, 202617 ideas

Some things just take time

Discussion ↗Article ↗763 ↗

#1AI Project Scope Governor for Dev TeamsP5/10A tool that monitors AI-assisted development velocity and flags when teams are taking on too many projects or building the wrong things too fast, enforcing deliberate planning checkpoints before code generation.

#2Developer Workweek Optimization Platform for EmployersC5/10A consulting and analytics platform that helps companies implement compressed workweeks (3-4 days) for engineering teams by measuring actual productive output vs. hours, proving ROI to leadership.

#3Intentional Building Framework for AI-Era DevelopersC5/10A pre-coding deliberation tool that forces developers to articulate the problem, validate the hypothesis, and estimate value before any AI agent writes code — a 'design doc gate' integrated into IDE workflows.

Do Not Turn Child Protection into Internet Access Control

Discussion ↗Article ↗752 ↗

#1Privacy-Preserving Age Verification Infrastructure for WebsitesP7/10A zero-knowledge proof based age verification API that lets websites comply with age-gating laws without collecting or storing any personal identity data.

#2Regulatory Compliance Toolkit for Small Web PublishersC6/10A turnkey SaaS that lets small websites and independent publishers comply with age-gating, content labeling, and internet access control mandates without building anything custom.

#3Anti-Surveillance Privacy Tools for the Next GenerationC5/10A consumer privacy platform (browser extension + mobile app) that makes it dead-simple for younger users to understand and control what data is being collected about them across every service they use.

Ubuntu 26.04 Ends 46 Years of Silent sudo Passwords

Discussion ↗Article ↗383 ↗

#1Modern PAM Rewrite in Memory-Safe LanguageC5/10A Rust-based replacement for Linux PAM (Pluggable Authentication Modules) that fixes decades-old UX issues like arbitrary delays, inconsistent password prompts, and poor extensibility.

Tinybox – A powerful computer for deep learning

Discussion ↗Article ↗531 ↗

#1Turnkey Deep Learning Appliance for Mid-Market TeamsP5/10A pre-configured, rack-mountable deep learning server with consumer-grade GPUs, optimized software stack, and managed updates — targeting teams that need local inference but lack devops expertise.

#2Privacy Theater Audit for Enterprise AI ProcurementC5/10A compliance and risk assessment tool that helps enterprises determine whether their AI data sensitivity requirements genuinely require local inference or if cloud/third-party APIs are sufficient, with cost modeling for each path.

#3Managed GPU Colocation for Privacy-Sensitive AI WorkloadsC6/10A managed colocation service specifically for companies that need private AI inference — handling hardware procurement, power management, cooling, driver updates, and model deployment so teams get local-grade privacy without the infrastructure pain.

Blocking Internet Archive Won't Stop AI, but Will Erase Web's Historical Record

Discussion ↗Article ↗536 ↗

#1Time-Delayed Web Archive Licensing PlatformP5/10A platform that brokers agreements between publishers and archiving organizations, enforcing configurable embargo periods before content becomes publicly archived.

#2Intelligent Bot Management for Small PublishersC6/10An nginx-compatible middleware that uses TCP fingerprinting, JA3/JA4 hashing, and behavioral analysis to let site operators whitelist legitimate crawlers (like Internet Archive) while blocking aggressive AI scrapers — no Rust or deep networking expertise required.

#3Distributed Residential Web Archiving NetworkC5/10A managed distributed crawling network where volunteers contribute residential IP bandwidth to archive the web, with cryptographic tamper-proofing to ensure archived content is authentic.

Ghostling

Discussion ↗Article ↗326 ↗

#1Embeddable Terminal Component for Desktop AppsP6/10A polished, drop-in terminal emulation SDK that lets any desktop application embed a fully-featured terminal view with minimal code.

#2Electron for TUIs: Package Terminal Apps as Desktop AppsC6/10A framework and CLI tool that wraps any TUI application into a native desktop app with windowing, notifications, and OS integration — Electron for the terminal world.

#3Modern Open-Source SecureCRT Replacement for TeamsC7/10A cross-platform SSH session manager with saved connections, credential vaults, scripting, and terminal emulation — replacing the expensive legacy tool SecureCRT.

#4AI Agent Terminal: Desktop Shell for Coding AgentsC7/10A purpose-built terminal application designed for running and monitoring AI coding agents, with notifications when tasks complete, stdout/stderr instrumentation, and multi-agent session management.

March 20, 202633 ideas

ArXiv declares independence from Cornell

Discussion ↗Article ↗769 ↗

#1Open-Source Federated Preprint Server for AcademicsP5/10A decentralized, university-consortium-governed preprint hosting platform that no single institution can control or monetize.

#2Graph-Based Trust Layer for Online CommunitiesC6/10An API and protocol that lets any platform implement transitive trust scoring — users vouch for others, and reputation propagates through the social graph with decay.

#3Modern Academic Peer Review as a ServiceC6/10A platform that provides fast, transparent, structured peer review for preprints — decoupling review from journal publication so papers on arXiv or similar servers can be independently validated.

France's aircraft carrier located in real time by Le Monde through fitness app

Discussion ↗Article ↗587 ↗

#1OSINT Location Intelligence from Consumer App DataP7/10A platform that aggregates and analyzes leaked location data from fitness apps, social media, and IoT devices to provide real-time geospatial intelligence to defense and journalism clients.

#2Automated OPSEC Leak Detection for MilitariesP7/10A SaaS platform that continuously monitors public APIs, fitness platforms, and social media to alert military organizations when their personnel or assets are being inadvertently exposed.

#3Military-Hardened Mobile OS with Vetted App StoreC6/10A locked-down mobile operating system for military personnel with a curated app store where every app is audited for location leakage, telemetry, and data exfiltration before approval.

#4Location Spoofing Detection and Verification ServiceC5/10An API service that verifies whether location signals from consumer apps are authentic or spoofed, serving both defense clients who need ground truth and platforms that want to prevent manipulation.

OpenCode – Open source AI coding agent

Discussion ↗Article ↗951 ↗

#1Open Source Model-Agnostic AI Coding AgentP6/10An open-source terminal-based AI coding agent that lets developers plug in any LLM provider and model of their choice, avoiding vendor lock-in.

#2Universal LLM API Authentication and Routing LayerC5/10A middleware service that lets developers use any AI coding tool with any provider's authentication and billing, handling credential management, rate limiting, and model routing across providers.

#3Curated LLM Model Directory With Real BenchmarksC5/10A comprehensive, community-maintained directory of all available LLM endpoints with real-world coding benchmarks, pricing comparisons, and quantization transparency so developers can make informed model choices.

#4Per-Task AI Model Orchestration for Dev TeamsC7/10A platform that automatically routes different coding subtasks (architecture, boilerplate, tests, reviews) to the optimal model based on cost, speed, and quality requirements, with team-level budget controls.

The Los Angeles Aqueduct Is Wild

Discussion ↗Article ↗380 ↗

#1Solar Canopy Systems for Open Water CanalsC6/10Modular solar panel canopy systems purpose-built to cover open irrigation canals and aqueducts, reducing evaporation while generating clean energy.

#2AI Water Allocation Optimization for AgricultureC5/10A data platform that models agricultural water usage against crop economics and export data, helping water districts and state regulators optimize allocation to reduce waste and maximize economic value per acre-foot.

Delve – Fake Compliance as a Service

Discussion ↗Article ↗729 ↗

#1Automated Compliance Verification and Audit Intelligence PlatformP7/10A platform that independently verifies the legitimacy of SOC 2 and other compliance reports by cross-referencing auditor credentials, control evidence, and report timelines against known benchmarks.

#2Due Diligence Intelligence Layer for Venture CapitalC6/10An automated background verification platform for VC firms that continuously monitors portfolio company claims — credentials, metrics, compliance certifications, and technical capabilities — against independent data sources.

#3Honest Compliance Platform With Continuous Evidence CollectionC6/10A compliance platform that actually automates evidence collection from production infrastructure and generates audit-ready reports based on real system state rather than pre-populated checkbox forms.

Our commitment to Windows quality

Discussion ↗Article ↗568 ↗

#1Enterprise Windows Fleet Quality Monitoring PlatformP6/10A real-time monitoring and scoring platform that independently measures Windows update quality, stability regressions, and bloatware intrusions across enterprise PC fleets, giving IT teams objective data to push back on or delay problematic updates.

#2Windows Debloat and Customization Suite for Power UsersC6/10A polished, subscription-based Windows customization tool that removes unwanted OS integrations (Copilot, widgets, ads), restores missing features (taskbar positioning, local accounts), and persists settings across updates.

#3OS-Agnostic Desktop Migration and Switching ServiceC5/10A guided migration platform that helps frustrated Windows users evaluate, test, and fully switch to Linux or macOS — handling app compatibility mapping, file migration, workflow recreation, and post-switch support.

Push events into a running session with channels

Discussion ↗Article ↗394 ↗

#1Event-Driven AI Agent Orchestration PlatformP6/10A platform that connects external events (CI/CD, monitoring, tickets, deploys) to AI coding agents, triggering autonomous workflows with feedback loops.

#2Headless AI Coding Agent Daemon ServiceC6/10A background daemon that runs AI coding agents persistently without requiring an active terminal session, accepting tasks via API and reporting results asynchronously.

#3Agent-to-Agent Communication Protocol and RouterC5/10A standardized messaging layer that lets multiple AI agents discover, communicate with, and delegate tasks to each other across different providers and runtimes.

#4Mobile Git-Integrated AI Writing and Diagramming ToolC5/10An iOS/Android app that syncs with private git repos and lets users edit markdown documents and diagrams with AI assistance on mobile.

A Japanese glossary of chopsticks faux pas (2022)

Discussion ↗Article ↗335 ↗

#1AI-Powered Real-Time Cultural Etiquette Coach AppC5/10A mobile app that uses AR and LLM context to give travelers real-time, situation-aware etiquette guidance — not just lists of rules, but which ones actually matter in the specific social context they're in.

I'm OK being left behind, thanks

Discussion ↗Article ↗890 ↗

#1AI Productivity Coach for Conservative Adopter EngineersC5/10A structured, low-risk onboarding platform that helps experienced engineers adopt AI coding tools at their own pace, with curated workflows proven to deliver ROI rather than chasing every new model release.

#2AI Output Verification Layer for Development TeamsC6/10An automated validation and correctness-checking layer that sits between AI code generation and production, catching the plausible-but-wrong outputs that erode developer trust.

#3Legacy Stack AI Augmentation PlatformC7/10An AI coding assistant specifically trained and optimized for legacy technology stacks (COBOL, older Java, mainframe systems, etc.) where general-purpose AI tools perform poorly.

Super Micro Shares Plunge 25% After Co-Founder Charged in $2.5B Smuggling Plot

Discussion ↗Article ↗361 ↗

#1AI Chip Export Compliance Monitoring PlatformP6/10A real-time compliance and chain-of-custody tracking platform for restricted semiconductor exports, helping hardware vendors and distributors prove they aren't enabling sanctions evasion.

#2Hardware Supply Chain Integrity Verification ServiceC6/10An independent hardware attestation service that physically inspects and cryptographically verifies server components haven't been tampered with, providing ongoing supply chain integrity certificates.

#3Curated Server-Grade Components Marketplace for BuildersC5/10A vetted marketplace for server-grade motherboards, chassis, and components in standard form factors (ATX, mATX, ITX), aggregating from global suppliers with quality verification and compatibility guarantees.

HP trialed mandatory 15-minute support call wait times (2025)

Discussion ↗Article ↗329 ↗

#1AI-Powered Customer Support Queue Elimination PlatformP6/10A B2B platform that replaces hold-time deflection tactics with AI agents that actually resolve customer issues instantly, so companies reduce support costs without destroying customer loyalty.

#2Smart Callback-Plus-Self-Solve Support SystemC6/10A support platform that offers guaranteed callbacks at a specific time while simultaneously sending the customer a personalized, AI-generated troubleshooting guide via email/SMS during the wait — turning idle hold time into productive problem-solving.

#3Internal Support Tool Builder for Call CentersC5/10A low-code platform that lets frontline support agents build and share their own workflow tools, replacing the painfully slow enterprise systems they're forced to use.

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