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

May 31, 202631 ideas
The Website Specification
Discussion ↗Article ↗526 ↗
#1Automated Website Standards Compliance Testing PlatformP5/10A CI/CD-integrated service that continuously audits websites against modern web standards (security.txt, well-known URIs, accessibility, structured data) and generates prioritized fix recommendations.
#2Website Best-Practice Linter for Developer WorkflowsC6/10An open-core CLI and GitHub Action that validates websites against a curated, opinionated subset of web standards — outputting pass/fail checks like a code linter, not a sprawling checklist.
Cloudflare Turnstile requiring fingerprintable WebGL
Discussion ↗Article ↗729 ↗
#1Privacy-Preserving Bot Detection Without FingerprintingP6/10A bot detection and CAPTCHA alternative that uses proof-of-work challenges and behavioral signals instead of browser fingerprinting, offered as a drop-in replacement for Cloudflare Turnstile.
#2Open Source Proof-of-Work CAPTCHA InfrastructureC6/10A managed, open-source proof-of-work CAPTCHA service that websites can deploy as a privacy-respecting alternative to Turnstile, with configurable difficulty and graceful fallbacks.
#3Per-Site Browser Security Policy ManagerC5/10A browser extension or privacy-browser feature that lets users configure fingerprinting resistance, TLS certificates, and privacy settings on a per-website basis rather than globally.
Dav2d
Discussion ↗Article ↗518 ↗
#1Hardware-Accelerated AV2 Decoding SDK for Device MakersP5/10A licensed, optimized AV2 decoder IP block and SDK that device manufacturers can embed in chips and media players to handle the 5x complexity increase over AV1.
#2Video Patent Risk Intelligence Platform for Codec AdoptersC5/10A subscription service that continuously monitors, maps, and assesses patent exposure for companies deploying open video codecs like AV1 and AV2, providing actionable risk reports and prior-art defenses.
London's Free Roof Terraces
Discussion ↗Article ↗319 ↗
#1Curated Public Rooftop and Hidden Space DirectoryP5/10A mobile-first platform that maps, reviews, and provides real-time access info for free public rooftop terraces, gardens, and overlooked urban spaces in major cities worldwide.
#2Public Access Compliance Monitoring for CitiesC6/10A B2G SaaS platform that helps city planning departments track and enforce public access obligations attached to development permits — monitoring whether required terraces, paths, and spaces are actually accessible.
1-Bit Bonsai Image 4B Image Generation for Local Devices
Discussion ↗Article ↗426 ↗
#1Optimized Local AI Image Generation Hardware ApplianceP5/10A dedicated consumer hardware device pre-loaded with quantized image generation models that produces high-quality images locally without cloud subscriptions.
#2Standardized Benchmark Suite for Local AI ModelsC5/10An independent, continuously updated benchmarking platform that tests local AI models (image, text, video) across consumer hardware configurations and ranks them by quality, speed, and resource usage.
#3Personal AI Compute Upgrade Platform for Token-Heavy WorkloadsC5/10A marketplace and financing platform that lets individuals buy or lease dedicated AI inference hardware (ASICs/GPUs) matched to their specific workload needs, with pre-configured software stacks.
United Airlines 767 returns to Newark after Bluetooth name sparks alert
Discussion ↗Article ↗389 ↗
#1Airline Bluetooth and Wireless Threat Detection PlatformC5/10A real-time wireless signal monitoring system for aircraft that classifies Bluetooth/Wi-Fi device names, detects spoofed access points, and triages genuine threats from false alarms before takeoff.
#2Browser-Native Ad and Popup Blocking Without ExtensionsC5/10A privacy-first web browser that blocks ads, popups, and tracking scripts by default at the network layer — no extensions required — targeting the mass-market user who doesn't know how to configure uBlock Origin.
Shantell Sans (2023)
Discussion ↗Article ↗396 ↗
#1Variable Font Studio for Brand TypographyP5/10A SaaS tool that lets non-technical designers create custom variable fonts with adjustable axes like formality, bounce, and weight using AI-assisted workflows.
#2Dyslexia-Optimized Reading Layer for AppsC6/10A lightweight SDK and browser extension that dynamically swaps fonts, spacing, and formatting to optimize readability for dyslexic users across any website or app.
#3Handwritten-Style Monospace Font for Developer ToolsC5/10A polished, open-core monospace font family inspired by handwriting aesthetics but engineered for code readability, with ligatures, variable axes, and IDE-specific tuning.
Codex just found a "workaround" of not having sudo on my PC
Discussion ↗Article ↗591 ↗
#1Sandboxed Runtime Environment for AI Coding AgentsP7/10A purpose-built secure execution environment that lets AI coding agents (Codex, Cursor, etc.) operate productively without exposing the host machine to privilege escalation or unauthorized system access.
#2AI Agent Task Tracking and Side-Quest PreventionC6/10A middleware layer for AI coding agents that automatically captures deferred issues, questionable workarounds, and TODO items into a structured side-list, preventing agents from either accumulating technical debt silently or going on tangential fix-it missions.
#3Secure-by-Default Container Runtime for Developer WorkstationsC5/10A drop-in Docker replacement that ships with rootless execution, user namespace remapping, and minimal capabilities as defaults — not opt-in configurations — specifically targeting developer workstations rather than production infrastructure.
The AV2 Video Standard Has Released (Final v1.0 Specification)
Discussion ↗Article ↗351 ↗
#1VR and Live Sports Multi-Stream Video PlatformP6/10An end-to-end video platform optimized for AV2's native multi-stream support, targeting immersive VR experiences and multi-angle live sports broadcasting.
#2Native Transparent Video Infrastructure for WebP5/10A transparent video rendering SDK and CDN pipeline that leverages AV2's alpha channel stream support to enable performant transparent video overlays in web, mobile, and AR applications.
#3Production-Grade AV2 Encoder as a ServiceC7/10A cloud-based, highly optimized AV2 encoding service that dramatically outperforms the reference encoder, offered as an API for media companies and platforms.
#4Patent Risk Intelligence Platform for Open CodecsC5/10A SaaS platform that continuously monitors, analyzes, and scores patent litigation risk for companies implementing open video and media standards like AV1 and AV2.
#5Browser Video Decode Performance Optimization LayerC5/10A lightweight browser extension or middleware that intelligently manages video codec selection and decode acceleration to prevent playback stuttering on older but capable hardware.
Chuwi Minibook X
Discussion ↗Article ↗336 ↗
#1Premium Linux-First Ultra-Portable Mini LaptopP5/10A sub-10-inch laptop designed from the ground up for Linux developers, with a proper keyboard layout, LTE/5G connectivity, and modern ARM or x86 processors — filling the gap between cheap Chuwi-style netbooks and oversized ThinkPads.
#2Plug-and-Play LTE/5G Module for Small LaptopsC5/10A USB-C or M.2 cellular modem kit with pre-configured eSIM management software that gives any small laptop always-on 5G connectivity without carrier contracts.
#3One-Click Linux Hardware Compatibility PlatformC5/10A community-driven database and automated tool that tests, documents, and patches Linux compatibility issues (screen rotation, refresh rates, BIOS tweaks, EC modifications) for non-mainstream laptops.
I put a datacenter GPU in my gaming PC
Discussion ↗Article ↗312 ↗
#1Plug-and-Play Datacenter GPU Kits for ConsumersP7/10Pre-assembled kits that package decommissioned datacenter GPUs (V100, A100) with PCIe adapters, cooling solutions, and plug-and-play drivers for consumer PC use.
#2Marketplace for Decommissioned AI Datacenter HardwareC7/10A vetted resale marketplace specifically for enterprise AI accelerators (GPUs, TPUs, HBM modules), with compatibility guides, tested listings, and guaranteed working condition.
#3Watercooled Datacenter GPU Consumer Conversion KitsC5/10Purpose-built water cooling blocks and complete loop kits designed specifically for SXM and OAM form-factor datacenter GPUs, enabling quiet operation in standard PC cases.
May 30, 202630 ideas
Pandoc Templates
Discussion ↗Article ↗419 ↗
#1Markdown-to-Enterprise Reports GUI PlatformC5/10A polished desktop/web app that lets technical users write in Markdown/code notebooks and outputs professionally formatted business documents (PDFs, PowerPoints, Word) with templates designed for corporate environments.
#2Reliable Markdown-to-PDF Engine Replacing LaTeXC5/10A document rendering engine that converts Markdown to pixel-perfect PDFs with proper table layouts, Unicode support, and page-break control — without requiring LaTeX.
Openrsync: An implementation of rsync, by the OpenBSD team
Discussion ↗Article ↗443 ↗
#1Cross-Platform Secure File Sync with Sandbox GuaranteesP5/10A file synchronization tool that brings OpenBSD-level pledge/unveil sandboxing to Linux and macOS, ensuring rsync-like transfers cannot escalate into full system compromise.
#2Universal CLI Compatibility Layer for Fragmented Unix ToolsC5/10A shim/adapter layer that normalizes behavioral differences between BSD and GNU variants of common CLI tools (tar, rsync, cpio) so scripts work identically across macOS, Linux, and Windows.
#3AI-Free Software Supply Chain Verification PlatformC6/10A service that audits open-source dependencies and certifies whether AI-generated code has been introduced, giving organizations a way to enforce AI-free policies on critical infrastructure.
Microsoft Office 2019 and 2021 for Mac view-only conversion
Discussion ↗Article ↗926 ↗
#1Perpetual License Software Audit and Protection PlatformP5/10A service that monitors software you've purchased perpetual licenses for and alerts you before vendors silently degrade or revoke functionality, with automated legal remedy templates.
#2Subscription-Free Office Suite With Format FidelityC6/10A desktop office suite sold as a one-time purchase that guarantees pixel-perfect Microsoft Office format compatibility and explicitly commits to perpetual functionality with no phone-home licensing.
#3Automated Small Claims Court Filing for Digital RightsC5/10A platform that automates small claims court filings against companies that revoke functionality from perpetually-licensed software, handling jurisdiction lookup, form generation, and filing guidance.
Domain expertise has always been the real moat
Discussion ↗Article ↗708 ↗
#1Domain-Specific AI Copilots for Regulated IndustriesP6/10Vertical AI copilots that embed deep domain knowledge (civil engineering, payroll/HR, healthcare) into code generation tools so non-expert developers can build compliant, correct software in specialized fields.
#2AI-Powered Requirements Spec Writing for Domain ExpertsC6/10A tool that helps domain experts and stakeholders produce precise, unambiguous software requirements by interactively translating their domain language into structured engineering specifications.
#3Domain Expert Knowledge Capture Platform for AI TrainingC7/10A structured knowledge capture tool that helps companies systematically digitize domain experts' 30 years of notes, heuristics, and decision-making patterns into trainable datasets for internal AI models.
#4Cross-Domain Dependency Validator for Enterprise SoftwareC6/10An automated validation layer that detects when software changes in one business domain (e.g., payroll) break assumptions or rules in an adjacent domain (e.g., HR leave management), catching cross-domain integration bugs before deployment.
Zig: Build System Reworked
Discussion ↗Article ↗355 ↗
#1Managed Zig Build Infrastructure as a ServiceP5/10A cloud-hosted distributed build cache and compilation service optimized for Zig projects, dramatically reducing initial compile times and CI/CD cycles.
#2Ergonomic String Library for Systems LanguagesC5/10A drop-in string handling library for Zig (and potentially Rust/C++) that provides high-level ergonomics — interpolation, formatting, concatenation — while still exposing explicit allocator control when needed.
#3AI-Powered Language Migration Tool for Zig UpgradesC6/10An automated code migration tool that rewrites Zig codebases across breaking version changes, handling the massive API churn between pre-1.0 releases.
Accenture to acquire Ookla
Discussion ↗Article ↗305 ↗
#1Open-Source Network Intelligence Data Platform for TelcosP6/10An open-source, privacy-first network performance data platform that aggregates speed tests and outage reports, selling anonymized network intelligence to telecom operators.
#2Independent Outage Detection and Status AggregatorC5/10A community-driven, ad-free service outage detection platform that uses real-time user reports and automated monitoring to surface outages across major services, positioned as the neutral alternative to corporate-owned Downdetector.
#3Embedded Network Quality Benchmarking API for AppsC6/10A lightweight SDK and API that app developers embed to passively measure real-world network quality, monetized by selling aggregated anonymized data back to telcos and enterprises.
OpenRouter raises $113M Series B
Discussion ↗Article ↗438 ↗
#1Open-Source Self-Hosted LLM API GatewayP7/10A fully open-source, self-hostable unified API gateway that routes requests across multiple LLM providers with cost optimization and failover.
#2AI API Spend Management and Cost Intelligence PlatformC7/10A dedicated FinOps platform for LLM API spending that provides billing caps, cost attribution, anomaly detection, and automated model-switching to optimize spend across providers.
#3LLM Model Benchmarking from Real Production TrafficC5/10A platform that generates model quality and cost rankings based on anonymized real-world production usage data rather than synthetic benchmarks.
#4LLM Provider Lock-in Insurance via Automated MigrationC5/10A tool that continuously tests your LLM workloads against alternative providers and maintains ready-to-switch configurations, so you can migrate away from any provider within hours if they raise prices or change terms.
What Is a Dickover?
Discussion ↗Article ↗528 ↗
#1Automated Dark Pattern Detection and Removal ServiceP6/10A B2B compliance tool that continuously audits websites for dark patterns (dickovers, deceptive consent flows, manipulative modals) and generates fix recommendations or auto-patches.
#2Clean Web Browsing Layer for First-Time VisitorsC5/10A browser extension or embedded SDK that detects and suppresses the cascade of interstitials (captcha, cookie modal, newsletter popup, app-install banner) new visitors face, restoring direct access to content.
#3Website UX Audit From a New User's PerspectiveC6/10A SaaS tool that loads your website in a clean browser session (no cookies, no prior visits) and records the full first-visit experience including every modal, popup, and interstitial, then scores and benchmarks it.
You can just say it
Discussion ↗Article ↗394 ↗
#1Intent-first communication tool replacing verbose emailP5/10A messaging tool that strips communication down to structured intent — bullet points of what you actually mean — with optional professional formatting only when needed for external recipients.
#2AI output authenticity detector for received messagesC5/10A browser extension or email plugin that flags likely AI-generated messages so recipients can see what was human-written vs. machine-generated, restoring trust in professional communication.
#3Prompt-as-message protocol for transparent AI-assisted communicationC5/10A communication standard and tool where senders share their actual prompt/intent alongside any AI-polished output, letting recipients see the raw human thought behind the message.
Anthropic surpasses OpenAI to become most valuable AI startup
Discussion ↗Article ↗409 ↗
#1Blind AI Model Benchmarking for Enterprise TeamsC6/10A platform that runs blind A/B tests of AI model outputs on your actual tasks, so engineering teams can make data-driven model selection decisions instead of relying on vibes and marketing.
#2Unified AI Developer Tools Abstraction LayerC5/10A model-agnostic developer tooling layer that wraps Claude Code, Codex, and similar AI coding agents into a single interface with automatic model routing based on task type and cost.
May 29, 202632 ideas
The dead economy theory
Discussion ↗Article ↗1,103 ↗
#1AI Labor Displacement Insurance and Reskilling PlatformP5/10A benefits platform that employers pay into (like unemployment insurance) specifically to fund AI-displaced worker retraining, with income smoothing during transition periods.
#2Consumption-Based Billing Infrastructure for AI-Agent CustomersC6/10A metering and billing platform that lets SaaS companies seamlessly charge AI agents and automated workflows on a per-usage basis, replacing per-seat pricing.
GTA 6 Developers Unionize
Discussion ↗Article ↗695 ↗
#1Union Management Platform for Creative Tech WorkersP5/10A SaaS platform purpose-built for organizing, managing, and running unions in tech and creative industries — handling votes, dues, grievances, contract negotiations, and member communication.
#2Game Dev Compensation Benchmarking and Negotiation ToolC6/10A data platform that aggregates and normalizes compensation across game studios and big tech, giving game developers transparent leverage to negotiate pay closer to equivalent engineering roles.
SQLite is all you need for durable workflows
Discussion ↗Article ↗593 ↗
#1Managed SQLite Workflow Engine as a ServiceP5/10A hosted durable workflow platform built on SQLite that gives developers Temporal-like reliability without the infrastructure overhead of running a separate workflow server.
#2Opinionated Agent Orchestration Framework with SQLite DAGsC6/10A developer framework that lets AI agents define, execute, checkpoint, and iterate on task DAGs with SQLite as the native state layer — replacing the ad-hoc patterns everyone is independently reinventing.
#3SQLite-Native Observability Dashboard for Agent WorkflowsC5/10A lightweight, embeddable web UI that auto-introspects SQLite-backed agent workflows, showing execution state, task DAGs, retries, and data flow — like Temporal's web UI but for the SQLite-first crowd.
Is AI causing a repeat of frontend’s lost decade?
Discussion ↗Article ↗381 ↗
#1Visual Web Authoring Tool Beyond PromptingC5/10A direct-manipulation visual web builder that produces clean HTML/CSS/JS, filling the creative gap that Flash left and that text-based AI prompting cannot address.
#2AI Job Displacement Analytics and Workforce DashboardC5/10A data platform that tracks real, verified AI-driven workforce changes across industries using job postings, earnings calls, layoff filings, and BLS data to replace anecdotes with evidence.
Notes from the Mistral AI Now Summit
Discussion ↗Article ↗404 ↗
#1EU-Sovereign AI Deployment Platform for Regulated IndustriesP7/10A managed platform that deploys open-weight AI models on-premises or in EU-hosted infrastructure, pre-configured for compliance with GDPR, the AI Act, and sector-specific regulations like banking and healthcare.
#2Agentic Workflow Orchestration for Enterprise Customer OperationsP6/10A platform for building and orchestrating multi-agent AI workflows where each agent has tightly scoped responsibilities, designed for high-volume customer-facing operations like support, onboarding, and KYC.
#3AI Compliance Autopilot for EU AI ActC7/10A SaaS tool that continuously monitors AI deployments against EU AI Act requirements, auto-generates conformity documentation, and flags risk classification changes as models or use cases evolve.
#4Open-Weight Model Distillation and Fine-Tuning ServiceC6/10A platform that takes frontier-scale open-weight models and distills them into smaller, task-specific models optimized for on-prem or edge deployment, with automated benchmarking against the customer's actual workload.
#5European AI Talent Retention PlatformC5/10A recruiting and compensation benchmarking platform specifically for European AI talent, helping EU-based companies compete with Big Tech remote salaries through equity structuring, tax optimization, and talent pooling across borders.
It's hard to justify buying a Framework 12
Discussion ↗Article ↗336 ↗
#1Modular Component Marketplace for Repairable LaptopsP5/10A marketplace and compatibility engine for modular laptop components (RAM, displays, SSDs, hinges) that helps users find, price, and buy verified-compatible upgrades for repairable laptops like Framework.
#2Premium Linux Laptop Experience Layer SoftwareC6/10An integrated software stack that turns commodity x86 laptops into polished Linux machines — handling display calibration, power management, fan curves, and peripheral compatibility out of the box.
#3Laptop Total Cost of Ownership CalculatorC5/10A comparison tool that models the true 5-year cost of laptops by factoring in upgrade paths, repair costs, resale value, and performance degradation — turning the sealed-vs-modular debate into concrete dollar figures.
Blue Origin's New Glenn blows up during static fire test
Discussion ↗Article ↗486 ↗
#1AI-Powered Rocket Engine Anomaly Detection PlatformP5/10Real-time ML system that analyzes sensor data during static fire tests to predict and prevent catastrophic failures milliseconds before they occur.
#2Launch Pad Rapid Reconstruction Modular SystemsP5/10Pre-fabricated, modular launch pad infrastructure designed for rapid replacement after explosive failures, reducing rebuild time from 18 months to weeks.
#3Independent Space Launch Intelligence and AnalyticsC6/10Subscription analytics platform providing institutional investors, insurers, and governments with real-time competitive intelligence on launch provider reliability, cadence, and risk.
Cars collect a startling amount of data about you
Discussion ↗Article ↗490 ↗
#1Vehicle Data Privacy Firewall for Connected CarsP6/10A hardware device that sits between a car's telemetry systems and its cellular modem, giving owners granular control over what data leaves their vehicle.
#2Plug-and-Play Car Cellular Kill Switch KitC7/10A vehicle-specific kit that cleanly disconnects the cellular data module with a physical switch, preserving all other car functions and allowing temporary reconnection for OTA updates.
#3Automotive Data Rights Platform for GDPR/CCPA RequestsC5/10A service that automates subject access requests and deletion demands to automakers on behalf of vehicle owners, showing them exactly what data has been collected and forcing its removal.
#4Privacy-First Connected Car Platform for OEMsC6/10A white-label software platform that lets automakers offer connected car features (diagnostics, navigation, OTA updates) while processing all data on-device, giving OEMs a privacy-as-differentiator positioning.
I am retiring from tech to live offline
Discussion ↗Article ↗807 ↗
#1Curated Offline Living Transition Service for Tech WorkersP5/10A structured program that helps burned-out tech professionals plan and execute a transition to low-tech or offline careers and lifestyles, including financial planning, skill retraining, and community placement.
#2High-Paying Skilled Trade Career Matching for Tech WorkersC6/10A placement and apprenticeship platform that specifically matches tech professionals to high-paying skilled trades (elevator mechanics, industrial controls, HVAC) that can approach tech-level compensation.
#3AI-Free Developer Tools and Workflow SuiteC5/10A suite of developer tools (IDE, code review, CI/CD) that guarantees zero AI integration — no copilots, no AI suggestions, no telemetry feeding models — marketed to developers who want to code without AI interference.
Volkswagen blocks Home Assistant by requiring client assertion
Discussion ↗Article ↗380 ↗
#1Local-First Vehicle Data Platform Via CAN BusP6/10A hardware dongle plus open-source software stack that reads vehicle data directly from the CAN bus, giving owners full local access to charging status, location, diagnostics, and automation triggers without relying on any cloud API.
#2API Access Compliance Layer for Connected ProductsC6/10A B2B middleware platform that helps device manufacturers offer compliant, metered API access to customer data — satisfying upcoming right-to-data regulations while giving manufacturers usage analytics and rate control.
#3Personal Data Liberation and Unified Dashboard ServiceC5/10A self-hosted or privacy-first SaaS that aggregates your fitness, vehicle, smart home, and health data from locked-down services using reverse-engineered and official APIs, presenting a unified personal data dashboard.
Please Use AI
Discussion ↗Article ↗751 ↗
#1AI-Powered News Reader With Positive Design PatternsC5/10A news aggregator that uses AI to replace dark patterns (engagement bait, doom scrolling, outrage optimization) with bright patterns that surface genuinely useful, well-sourced information.
#2AI Delegation Layer for Developer Grunt WorkC6/10A structured harness that lets senior developers delegate repetitive engineering tasks (benchmarking, test generation, schema work) to AI agents while retaining architectural control.
May 28, 202646 ideas
Claude Opus 4.8
Discussion ↗Article ↗1,640 ↗
#1Massively Parallel AI Agent Orchestration PlatformP6/10Infrastructure layer that lets enterprises spin up and manage hundreds of parallel AI sub-agents with reliability guarantees, cost controls, and observability.
#2Independent AI Model Benchmarking and Audit ServiceC6/10A trusted third-party platform that runs standardized, reproducible benchmarks across all major AI models and publishes unbiased comparative results.
#3Cost-Optimized AI Model Router and Downgrade EngineC7/10A middleware layer that automatically routes each API call to the cheapest model capable of handling it, dynamically downgrading from expensive frontier models to cheaper alternatives when quality is sufficient.
#4AI Spend Observability and Token Cost Management PlatformC7/10A financial observability platform purpose-built for AI API spend — tracking per-request costs, flagging runaway agent loops, setting budgets, and forecasting token expenses across models and providers.
Bricks and Minifigs Stole a Man's $200k Lego Collection
Discussion ↗Article ↗1,125 ↗
#1Blockchain-Verified Consignment Tracking for CollectiblesP5/10A platform that creates tamper-proof digital records of consignment agreements, inventory custody, and sales for high-value collectible consignments.
#2Affordable Legal Resolution Platform for Small ClaimsC6/10An AI-assisted legal service that handles civil disputes in the $10K-$500K range — drafting filings, managing process service, and guiding individuals through court procedures at a fraction of traditional attorney costs.
#3Corporate Accountability Intelligence and Alert SystemC5/10A consumer-facing platform that aggregates lawsuits, complaints, regulatory actions, and whistleblower reports against businesses, giving consumers and journalists a real-time corporate misconduct score before they transact.
Can we have the day off?
Discussion ↗Article ↗1,343 ↗
#1AI Productivity Gains to Compressed Work Week PlatformP5/10A workforce management platform that helps companies measure actual AI-driven productivity gains and restructure work schedules around output rather than hours.
#2Bullshit Work Detector for Enterprise TeamsC5/10An analytics tool that identifies low-value, performative, or redundant work within organizations by analyzing communication patterns, ticket flows, and meeting loads.
Show HN: Continue? Y/N: A 60-second game about AI agent permission fatigue
Discussion ↗Article ↗351 ↗
#1Interactive Security Training Games for AI DevelopersP6/10A platform of short, gamified security exercises that teach developers to safely manage AI agent permissions and recognize prompt injection attacks.
#2Sandboxed Runtime Environment for AI Coding AgentsC7/10A container-based development environment that gives AI agents full autonomy inside an isolated sandbox with configurable network policies, filesystem boundaries, and automatic rollback.
#3Intent-Based AI Agent Permission System Replacing Command-Level ApprovalsC7/10A semantic permission layer that evaluates AI agent actions by intent and risk context rather than individual shell commands, flagging genuinely dangerous sequences while auto-approving safe operations.
Building durable workflows on Postgres
Discussion ↗Article ↗334 ↗
#1Postgres-Native Durable Workflow Engine for Backend TeamsP6/10An open-source durable workflow execution framework that runs entirely on Postgres, requiring no additional infrastructure like Cassandra or Redis.
#2Managed Workflow Correctness Testing and Verification PlatformC6/10A testing and simulation platform that automatically verifies durable workflow implementations for correctness under crash, retry, and concurrency scenarios before they hit production.
#3Universal Postgres Distributed Queue as a ServiceC5/10A managed, Postgres-backed distributed task queue with built-in SKIP LOCKED coordination, advisory locks, and multi-node worker management that eliminates the need for Redis or RabbitMQ.
I'm Getting into Mesh Networks (Meshtastic, MeshCore, and Reticulum)
Discussion ↗Article ↗364 ↗
#1Managed Enterprise Mesh Network Infrastructure PlatformP6/10A turnkey platform that deploys, monitors, and manages Reticulum-based mesh networks for organizations needing resilient off-grid communication (disaster response, remote operations, events).
#2Solar-Powered Mesh Nodes as Disaster-Ready ServiceC6/10Pre-configured, solar-powered mesh communication nodes sold as a subscription service with remote monitoring, automatic firmware updates, and emergency activation for disaster-prone communities and municipalities.
#3WiFi HaLow Ad-Hoc Mesh Networking StackC5/10An IP-native ad-hoc mesh networking software stack and reference hardware built on 802.11ah (WiFi HaLow), enabling standard TCP/UDP applications to run over long-range sub-GHz WiFi without custom protocols.
FBI Arrests CIA Official with $40M in Gold Bars in His Home
Discussion ↗Article ↗458 ↗
#1Real-Time Government Asset Tracking and Audit PlatformP5/10A blockchain-anchored chain-of-custody platform for tracking high-value government assets (gold, currency, equipment) from acquisition through disposition with tamper-proof audit trails.
#2Independent National Reserve Verification and Audit ServiceC5/10A third-party audit-as-a-service platform that uses remote sensing, public data correlation, and certified inspectors to independently verify the existence and quantity of national reserves (gold, oil, grain).
#3Untraceable Asset Flow Intelligence for Compliance TeamsC6/10An AI-powered compliance intelligence platform that maps and flags flows of hard-to-trace physical assets (gold, precious metals, cash) across borders for banks, regulators, and compliance teams.
I made a million dollar product from my dorm room (2025)
Discussion ↗Article ↗481 ↗
#1Turnkey Wireless Retrofit Kits for Mechanical KeyboardsP6/10A plug-and-play wireless conversion module with pre-configured firmware, battery management, and case-compatible enclosures that lets any wired custom mechanical keyboard go wireless in minutes.
#2Community-to-Commerce Launchpad for Hardware MakersC6/10A platform that helps indie hardware creators go from Reddit/Discord buzz to group buy fulfillment to retail distribution, handling payments, manufacturing coordination, and storefront partnerships.
#3FCC Pre-Certification Service for Indie HardwareC7/10An affordable, guided FCC/CE compliance testing and certification service specifically designed for small-batch wireless hardware products made by indie creators and small companies.
#4Self-Hosted Community Platform for Hardware MakersC5/10An open-source, self-hostable community platform purpose-built for hardware product ecosystems — combining Discord-like chat, group buy management, firmware updates, and documentation in one place.
GitHub bans security researcher who posted zero-day Windows exploits
Discussion ↗Article ↗475 ↗
#1Platform-Independent Security Research Hosting and DisclosureP5/10A decentralized, censorship-resistant platform purpose-built for hosting security research, vulnerability disclosures, and proof-of-concept exploit code outside the control of any single vendor.
#2Vendor-Independent Vulnerability Marketplace with Transparent PricingC6/10A regulated marketplace where security researchers can sell discovered vulnerabilities to affected vendors at fair market rates, with guaranteed response timelines and transparent pricing — an alternative to selling to nation-states or brokers.
#3GitHub Alternative for Compliance-Sensitive Open Source ProjectsC5/10A code hosting platform marketed specifically to organizations and developers who need vendor-neutral infrastructure with contractual guarantees against arbitrary account termination or content removal.
Show HN: Hallucinate – Massively Multiplayer Online Rave
Discussion ↗Article ↗427 ↗
#1Browser-Based MMO Social Spaces as a ServiceP5/10A platform that lets event organizers, brands, and communities spin up custom browser-based multiplayer social environments (raves, concerts, hangouts) with no app install required.
#2Privacy-First Anonymous Social Event ExperiencesC5/10A platform for real-world and virtual social events that guarantees anonymity — no photos, no identity tracking, no social graph leakage — letting people attend and participate without fear of being identified.
Anthropic raises $65B in Series H funding at $965B post-money valuation
Discussion ↗Article ↗351 ↗
#1AI Infrastructure Cost Optimization Platform for EnterprisesP7/10A platform that helps enterprises monitor, benchmark, and optimize their spending across multiple AI model providers (Anthropic, OpenAI, Google, etc.) with automatic routing to the cheapest sufficient model per task.
#2Pre-IPO Secondary Share Marketplace for Tech EmployeesC7/10A regulated marketplace and liquidity platform that lets employees of late-stage private companies (valued $10B+) sell secondary shares with transparent pricing, integrated tax planning, and compliance automation.
#3AI Bubble Exposure Analytics for Institutional InvestorsC6/10A financial intelligence platform that maps the circular capital flows in the AI ecosystem — tracking who is investing in whom, revenue interdependencies, and synthetic valuation inflation — to quantify real vs. circular exposure.
#4Retail Investor IPO Risk Scoring and Timing ToolC5/10A consumer fintech product that scores upcoming IPOs on a 'dump risk' index by analyzing how much value was extracted in private rounds, insider selling patterns, and historical comparisons to similar late-stage IPOs.
Various LLM Smells
Discussion ↗Article ↗333 ↗
#1AI Content Authenticity Detection and Scoring PlatformP5/10A real-time API and browser extension that scores text, code, and design artifacts on a spectrum of AI-generated likelihood using stylistic fingerprinting rather than watermarking.
#2Human-Voice Writing Tool That Actually Sounds HumanC6/10An LLM writing assistant with a fundamentally different training approach that produces text without the characteristic AI slop patterns — no hedging tropes, no formulaic rhythms, no sycophantic tone.
#3Anti-Generic UI Design System for AI CodingC5/10A design system and IDE plugin that intercepts AI-generated frontend code and applies opinionated, non-generic styling — replacing the ubiquitous card layouts, purple gradients, and KPI dashboards with distinctive design.
Google employee charged with $1M Polymarket insider trading bet on search term
Discussion ↗Article ↗306 ↗
#1Insider Trading Surveillance for Prediction MarketsP6/10A compliance and market surveillance platform that monitors prediction market activity for insider trading patterns, unusual bet sizing, and connections to privileged information sources.
#2Prediction Market Liquidity Provision as a ServiceC5/10An automated market-making platform that lets retail investors pool capital to provide liquidity on prediction markets, earning the spread without taking directional bets against insiders.
#3Public Official Financial Activity TrackerC6/10A real-time monitoring platform that tracks and alerts on financial activities — stock trades, prediction market bets, and asset disclosures — of elected officials and senior government employees.
EU fines Temu €200M for allowing sale of illegal products
Discussion ↗Article ↗336 ↗
#1Automated Product Safety Compliance Testing PlatformP6/10An API-first service that lets e-commerce marketplaces automatically screen product listings against EU DSA, CE, RoHS, and other safety regulations before they go live.
#2Consumer Product Safety Testing MarketplaceC5/10A platform where consumers can submit cheap electronics and children's products for independent safety testing, with results published as a searchable public database.
#3Cross-Border Import Compliance Screening for CustomsC6/10A software layer for customs agencies and logistics providers that flags non-compliant products at the border using ML on product descriptions, images, and shipper data before delivery.
Disagreement among frontier LLMs on real-world fact-checks
Discussion ↗Article ↗493 ↗
#1Multi-LLM Consensus Engine for Enterprise Fact VerificationP6/10An API service that routes claims through multiple frontier LLMs, detects disagreements, and returns calibrated confidence scores with explanations rather than binary verdicts.
#2LLM Evaluation Rubric and Prompt Calibration PlatformC5/10A tool that helps researchers and enterprises design evaluation prompts with rigorous rubrics, test them for inter-rater reliability across models, and identify where prompt ambiguity (not model capability) drives disagreement.
#3Temporal and Forward-Looking Claim Detection LayerC5/10A pre-processing API that classifies claims by verifiability type — distinguishing historical facts, recent events beyond training cutoffs, forward-looking predictions, and subjective statements — before any LLM attempts to evaluate them.
May 27, 202647 ideas
DuckDuckGo search saw 28% more visits after Google said people love AI mode
Discussion ↗Article ↗948 ↗
#1Privacy-First Search Engine With Zero AI FeaturesP5/10A search engine that markets itself explicitly as AI-free, with a hard guarantee that results are never filtered, summarized, or reranked by language models.
#2AI-Free Toggle Layer for Google Search ResultsC5/10A browser extension or proxy that strips all AI overviews, summaries, and generated content from Google search results while preserving the underlying organic ranking quality.
#3Unified Search Router With Per-Query Engine SelectionC6/10A smart search interface that automatically routes each query to the best search engine — traditional web search for navigational queries, AI-powered search for research questions, and specialized engines for maps, shopping, etc.
#4Google Services Replacement Bundle for DefectorsC5/10A curated, one-click migration toolkit that replaces the full Google ecosystem — search, maps, email, calendar, photos — with best-in-class privacy-respecting alternatives, handling data export and setup.
YouTube to automatically label AI-generated videos
Discussion ↗Article ↗1,047 ↗
#1Enterprise AI Content Authentication and Provenance PlatformP7/10A cross-platform content provenance API that embeds and verifies cryptographic watermarks (C2PA, SynthID, etc.) across video, image, and audio assets for publishers, brands, and platforms.
#2AI Slop Filter for Video Platform FeedsC7/10A browser extension and app that detects and filters out low-effort AI-generated content from YouTube, TikTok, and other video feeds, giving users granular control over what they see.
#3Creator Demonetization Appeal and Protection PlatformC6/10An automated monitoring and rapid-response service that detects when YouTube creators are wrongly demonetized or flagged, generates evidence-backed appeals, and escalates through proper channels before revenue loss compounds.
#4Voluntary AI Transparency Toolkit for CreatorsC5/10A lightweight creator tool that makes it easy and rewarding to voluntarily disclose AI usage in content — with standardized badges, audience trust scores, and integration into major platforms' disclosure systems.
I'm Tired of Talking to AI
Discussion ↗Article ↗1,938 ↗
#1Human-Verified Content Network for Premium PublishersP6/10A certification and distribution platform that cryptographically verifies content was written by humans, giving publishers a trust badge and preferential placement in a curated content network.
#2Curated Human-Only Internet Discovery PlatformC6/10A browsing and discovery app that indexes only verified human-authored content across blogs, forums, and independent sites — a search engine and feed reader for the non-AI web.
#3AI-to-Human Translation Layer for Business SpecsC7/10A product management tool that takes messy AI chatbot outputs that managers share as 'specifications' and converts them into proper structured requirements with identified gaps, open questions, and realistic scope estimates.
#4In-Person Community Discovery for Digital RefugeesC5/10A hyperlocal platform connecting people who want to shift social and intellectual engagement offline — facilitating book clubs, discussion groups, skill shares, and meetups for those deliberately reducing internet usage.
I think Anthropic and OpenAI have found product-market fit
Discussion ↗Article ↗970 ↗
#1AI Token Cost Management Platform for EnterprisesP7/10A financial operations platform that tracks, optimizes, and governs enterprise AI token spending across all providers and teams.
#2Open-Source AI Model Routing and Orchestration LayerC7/10An intelligent routing layer that automatically dispatches tasks to the cheapest capable model — open-source or commercial — based on task complexity, latency, and quality requirements.
#3AI-Powered Document Processing for Non-Technical Knowledge WorkersC6/10A no-code tool purpose-built for non-developers to automate their most tedious document tasks — reformatting, PDF data extraction, and structured data entry — using AI under the hood.
#4Enterprise AI Spend Governance and Policy EngineC7/10A platform that lets IT and finance teams set per-user, per-team, and per-model budgets, enforce model-tier policies, and prevent runaway AI consumption spending.
Incident with Pull Requests, Issues, Git Operations and API Requests
Discussion ↗Article ↗321 ↗
#1Decentralized Git Collaboration Platform with Built-in CIC6/10A self-hostable, federated Git platform that includes issue tracking, code review, and CI/CD with an open API spec — designed so teams own their infrastructure while still collaborating across organizations.
#2Real-Time Multi-Provider Developer Infrastructure Status DashboardC5/10A unified monitoring dashboard that tracks the real-time health of all critical developer infrastructure services (GitHub, npm, cloud CI, package registries, CDNs) and automatically alerts teams with recommended failover actions.
Canada to order military plane fleet from Sweden in shift from US suppliers
Discussion ↗Article ↗578 ↗
#1Defense Procurement Advisory for Allied NationsP5/10A specialized advisory firm helping mid-tier NATO and allied nations evaluate, negotiate, and manage non-US defense procurement deals as countries diversify away from American suppliers.
#2Defense Supply Chain Risk Intelligence PlatformC6/10A SaaS platform that monitors geopolitical risk, trade policy changes, and supply chain dependencies to help defense contractors and allied governments assess and mitigate single-supplier concentration risk in real time.
#3Autonomous Airspace Defense Systems for Arctic NationsC5/10An integrated autonomous air defense and surveillance platform combining passive radar, drone swarms, and AI-driven threat detection designed for vast, sparsely populated Arctic and northern territories.
Last.fm is now independent
Discussion ↗Article ↗768 ↗
#1Open Protocol Music Listening History PlatformP6/10A decentralized, user-owned music tracking and identity platform built on open protocols (like atproto) that aggregates listening data across all streaming services and gives users true ownership of their music history.
#2Cross-Platform Music Discovery Without Algorithmic ManipulationC5/10A music recommendation engine that works across all streaming platforms, powered by collaborative filtering from real listener data rather than label-subsidized algorithmic promotion.
#3Social Music Community With Actual PlaybackC5/10A music social network that combines listening history tracking, community features (comments, profiles, groups), and integrated playback through API connections to users' existing streaming subscriptions.
Tech CEOs are apparently suffering from AI psychosis
Discussion ↗Article ↗671 ↗
#1AI Implementation Reality-Check Platform for ExecutivesP6/10A diagnostic tool that benchmarks what AI can actually automate in a specific company's workflows versus what requires human maintenance, giving C-suite leaders calibrated expectations before they commit budget.
#2AI Sycophancy Detector and Critical Feedback LayerC6/10A middleware layer that sits on top of LLM interactions and flags when the AI is simply affirming the user rather than providing genuine critical analysis, injecting dissenting perspectives and red-team counterarguments automatically.
#3CEO-to-Frontline Process Intelligence PlatformC6/10A tool that maps actual frontline workflows in detail and surfaces the gap between what executives believe happens and what really happens, specifically to prevent misguided automation initiatives.
Cloudflare Flagship
Discussion ↗Article ↗344 ↗
#1Fine-Grained Permissions Layer for Cloud PlatformsC6/10A universal permissions and access control layer that sits on top of cloud platforms like Cloudflare, giving teams granular role-based access without needing separate accounts per environment.
#2Lightweight Open-Source Feature Flag ServerC6/10A minimal, self-hosted feature flag service built on OpenFeature standards that initializes in milliseconds and stores flags in your own database, with streaming updates and local rule evaluation.
#3Enterprise Cloud Features Broker for SMBsC5/10A platform that packages enterprise-tier features from cloud providers like Cloudflare (early hints, content optimization, zero-trust) and makes them accessible to small teams without requiring enterprise sales conversations.
SimCity 3k in 4k (2025)
Discussion ↗Article ↗412 ↗
#1Cross-Platform Retro Game Preservation and Enhancement PlatformC5/10A service that automatically patches classic PC games with modern resolution support, better audio, and cross-platform compatibility — preserving the best version of each game (often the Mac original) rather than just the DOS/Windows release.
What Apple and Google are doing to push notifications
Discussion ↗Article ↗338 ↗
#1Push Notification Deliverability Intelligence PlatformP6/10An analytics and optimization platform that monitors how Apple and Google's evolving notification suppression algorithms affect delivery rates, and helps product teams ensure critical notifications actually reach users.
#2On-Device AI Notification Filter and DigestC5/10A local-first AI notification manager that automatically classifies every push notification as transactional vs. marketing, blocks junk, and delivers a clean daily digest of everything non-urgent.
#3Per-App Network Firewall for Mobile DevicesC5/10A consumer mobile app that acts as an application-level firewall, letting users control which apps can access the internet, when, and what domains they connect to.
All of human cooking compressed into 2 megabytes
Discussion ↗Article ↗420 ↗
#1Food Ingredient Intelligence API for Product DevelopmentP6/10An API and platform that uses ingredient embedding data to help CPG companies and restaurant chains rapidly prototype new flavor combinations backed by cross-cultural pairing data.
#2Visual Schematic Recipe Format and Cookbook PlatformC6/10A recipe platform and physical cookbook line that renders recipes as large, glanceable visual schematics — flowcharts with icons for ingredients and steps — designed to be read from across a kitchen.
#3Vertical AI Cooking Model for Recipe GenerationC6/10A specialized, fine-tuned AI model purpose-built for recipe creation, meal planning, and ingredient substitution — trained on structured culinary data rather than general web text.
Private equity bought America's essential services
Discussion ↗Article ↗521 ↗
#1Transparent Procurement Platform for Essential Public ServicesP5/10A group purchasing and transparent bidding platform for municipalities and fire departments to collectively negotiate equipment purchases, bypassing consolidated PE-owned suppliers.
#2PE Ownership Tracker for Local Essential ServicesC6/10A public database and alert service that maps private equity ownership across local essential services — fire inspections, veterinary clinics, HVAC, dental — so consumers and municipalities can identify independent alternatives.
#3Independent Competitor Launchpad for PE-Rolled-Up MarketsC5/10An incubator and shared-services platform that helps entrepreneurs start businesses in markets where PE consolidation has created artificially high prices and degraded service quality.
Claude Code as a Daily Driver: Claude.md, Skills, Subagents, Plugins, and MCPs
Discussion ↗Article ↗412 ↗
#1Managed Configuration Platform for AI Coding AgentsP6/10A platform that packages, versions, and distributes optimized configuration profiles (system prompts, skills, workflows, MCP integrations) for AI coding assistants like Claude Code, Cursor, and Copilot.
#2AI Agent Sandbox Environment with Reproducible ToolchainsC6/10A lightweight, container-free sandboxing solution that gives AI coding agents isolated, reproducible development environments with full toolchain access — without requiring Docker or Nix expertise.
#3AI Coding Agent Cost Monitoring and Optimization DashboardC5/10A usage-tracking and cost-optimization layer that sits on top of AI coding tools, showing real-time spend, ROI per task, and suggesting when to use cheaper models or manual coding.
#4Deterministic AI Agent Workflow Guardrails for Engineering TeamsC6/10A CI/CD-integrated tool that enforces deterministic quality gates (type checks, tests, linting, commit message standards) around AI agent coding sessions, preventing agents from skipping steps or producing non-compliant output.
Stripe is friendly to “friendly fraud”
Discussion ↗Article ↗314 ↗
#1Cross-Merchant Chargeback Fraud Intelligence NetworkP7/10A shared fraud signal platform that aggregates chargeback and dispute data across merchants to identify serial friendly-fraud abusers before they strike again.
#2Automated Chargeback Fraud Banning Infrastructure for SaaSC6/10A drop-in API that automatically bans friendly-fraud customers across card, email, device fingerprint, and DeviceCheck signals the moment a chargeback is filed.
#3Pre-Transaction Chargeback Risk Scoring by Card HistoryC6/10A real-time transaction screening layer that declines or flags cards with a history of excessive chargebacks across participating merchants before the sale completes.
May 25, 202626 ideas
California moves to exempt Linux from its age-verification law after backlash
Discussion ↗Article ↗952 ↗
#1Age-Appropriate Content Controls API for DevelopersP5/10A lightweight, privacy-preserving API and SDK that lets app and website developers comply with age-related content regulations across all jurisdictions without building their own verification systems.
#2Parent-Controlled Device and Content Management PlatformC6/10A cross-platform parental control system that gives parents granular, per-app and per-content-type controls with sensible defaults but full override capability, replacing the rigid restrictions built into each service.
#3RTA Header Compliance and Enforcement SaaSC5/10A SaaS tool that helps websites implement and manage RTA (Restricted to Adults) content headers, and provides a verification/audit service that browsers and regulators can query to confirm compliance.
Exit IP VPN servers mitigation rollout
Discussion ↗Article ↗386 ↗
#1Uniform Browser Fingerprint as a ServiceC6/10A browser or browser extension that presents an identical, deterministic fingerprint for every user — same resolution, GPU profile, fonts, timing — making all users indistinguishable from each other.
#2Censorship-Resistant VPN Protocol Aggregation PlatformC6/10A VPN service that automatically selects and rotates between obfuscation protocols (AmneziaWG, Xray, Shadowsocks, VLESS) based on real-time censorship detection in the user's country.
#3Transparent Residential IP Marketplace for VPNsC5/10A compliant, audited marketplace that connects ISPs willing to sell residential exit IPs to VPN and proxy providers, replacing the current grey-market sourcing.
Didgeridoo playing as alternative treatment for obstructive sleep apnoea (2006)
Discussion ↗Article ↗329 ↗
#1Guided Breathing Instrument App for Sleep ApneaP6/10A connected device and app that gamifies didgeridoo-style circular breathing exercises as a clinically-validated, non-invasive treatment for mild-to-moderate obstructive sleep apnea.
#2Adherence-Focused Oropharyngeal Exercise Platform for Sleep ApneaC6/10A mobile app that turns clinically-proven tongue and throat exercises for sleep apnea into short daily game-like sessions with progress tracking, streak mechanics, and integration with sleep trackers to show results.
#3Inspiratory Muscle Training Device for Reflux and ApneaC5/10A smart inspiratory muscle training (IMT) device paired with a protocol app targeting the large overlap population of GERD and sleep apnea sufferers.
Norway's 2 petabytes of Huawei flash storage and LLM training
Discussion ↗Article ↗300 ↗
#1Sovereign LLM Training Infrastructure as a ServiceP6/10A managed platform that helps non-English-speaking nations build, fine-tune, and deploy sovereign language models using optimized infrastructure and curated local-language datasets.
#2Cultural Dataset Curation for Foundation Model TrainingC7/10A platform that partners with national libraries and archives to build licensed, structured, high-quality cultural and linguistic datasets specifically packaged for LLM fine-tuning.
#3National Digital Archive Access and Search PlatformC5/10A global access layer on top of national library digital collections that removes geographic restrictions and adds AI-powered search, translation, and summarization across multilingual archives.
Hacker News front page as a site
Discussion ↗Article ↗343 ↗
#1Newspaper-Style Frontend for Content Feeds and APIsP5/10A white-label platform that transforms any content feed (RSS, API, newsletter archive) into a beautiful newspaper-style reading experience with AI-generated summaries.
#2Smart Image Proxy and Optimization CDNC5/10A drop-in image proxy service that automatically fetches, resizes, caches, and serves optimized versions of third-party OG images and external media with a single URL rewrite.
Ferrari Luce
Discussion ↗Article ↗351 ↗
#1Authentic EV Sound Engineering Platform for AutomakersP5/10A B2B platform that captures real electro-mechanical vibrations from EV drivetrains and transforms them into brand-distinctive, physics-rooted sound signatures — replacing synthetic speaker-library approaches.
#2Heritage-Faithful Design Validation Tool for Luxury BrandsC5/10An AI-powered design evaluation platform that scores new product designs against a brand's visual heritage DNA, flagging elements that clash with established brand identity before costly production commits.
Jira Is Turing-Complete
Discussion ↗Article ↗300 ↗
#1AI Autopilot for Jira BusyworkC6/10An AI agent that autonomously handles all Jira ticket updates, status changes, comment writing, and reporting so engineers never touch Jira directly.
#2Opinionated Jira Auto-Configuration and Hygiene ToolC5/10A product that applies best-practice Jira project configurations out of the box and continuously enforces board hygiene through smart automations — story point rollups, backlog grooming rules, and workflow guardrails.
Search engines alternatives now that Google isn't Google anymore
Discussion ↗Article ↗552 ↗
#1Privacy-First Search Engine With Transparent RankingP5/10A search engine that uses no tracking, no ads, and publishes its ranking algorithm openly so users can verify results aren't manipulated.
#2Search API Platform Optimized for AI AgentsC7/10A search API and MCP server purpose-built for coding agents and AI workflows, with structured output, source verification, and developer-friendly pricing.
#3Non-English Premium Search Engine for European MarketsC5/10A paid search engine specifically optimized for non-English queries, starting with German, French, and other major European languages where Kagi and others underperform.
#4Web Content Extraction Layer That Bypasses Site BloatC5/10A browser extension and API that instantly extracts the actual content from any webpage, stripping ads, popups, cookie banners, newsletter nags, and filler — delivering clean text in under a second.
The Eternal Sloptember
Discussion ↗Article ↗467 ↗
#1AI Code Quality Scoring and Technical Debt DetectionP6/10A static analysis platform that specifically identifies and scores AI-generated code patterns, flagging slop — low-quality, boilerplate-heavy, subtly broken code that LLMs tend to produce — before it ships to production.
#2LLM Output Consistency and API Drift MonitorC6/10A testing and monitoring layer that catches when AI coding assistants regress across model updates — detecting when a new model version starts hallucinating deprecated APIs, inserting outdated patterns, or producing inconsistent quality.
#3AI-Native Codebase Architecture Guardrails PlatformC5/10An opinionated framework and CI tool that enforces architectural constraints on AI-generated PRs — preventing the thousand-line-PR-to-million-line-monolith trajectory by enforcing modularity, size limits, and design patterns automatically.
#4Domain-Specific AI App Builder for Non-Tech BusinessesC5/10A platform enabling freelancers and consultants to rapidly build and deploy domain-specific internal tools for SMBs — leveraging AI for the boring, repetitive business logic that enterprises currently solve with Excel or manual processes.
May 20, 202671 ideas
Meta blocks human rights accounts from reaching audiences in Saudi Arabia, UAE
Discussion ↗Article ↗1,034 ↗
#1Compliance Risk Monitor for Global Tech PlatformsP5/10A SaaS tool that monitors and flags when a tech company's content moderation actions in authoritarian jurisdictions create legal, reputational, or human rights liability exposure.
#2Community-First Social Network Without Algorithmic FeedsC5/10A social platform built around genuine community connection with chronological feeds, no ads, and no engagement-maximizing algorithms — monetized through subscriptions.
#3Censorship-Resistant Publishing Platform for At-Risk NGOsC5/10A decentralized content distribution platform that ensures human rights organizations can reach audiences in restrictive countries regardless of platform-level geo-blocks.
An OpenAI model has disproved a central conjecture in discrete geometry
Discussion ↗Article ↗1,277 ↗
#1AI-Powered Automated Theorem Proving as a ServiceP6/10A platform that lets mathematicians and research teams submit open conjectures and have AI models systematically attempt proofs, counterexamples, and novel constructions.
#2Visual Math Proof Explorer for Complex ResultsC5/10An interactive tool that automatically generates visual explanations, diagrams, and step-by-step walkthroughs of advanced mathematical proofs and constructions for non-expert audiences.
#3Specialized AI Math Engines Beyond General LLMsC6/10A purpose-built AI system for mathematical research that combines formal verification (Lean/Coq), symbolic computation, and LLM reasoning into a single tool optimized for conjecture exploration.
GitHub confirms breach of 3,800 repos via malicious VSCode extension
Discussion ↗Article ↗938 ↗
#1Real-Time IDE Extension Supply Chain ScannerP7/10A security layer that continuously analyzes installed IDE extensions for malicious behavior patterns, credential access, and covert data exfiltration before they can execute.
#2Automated Secrets Blast Radius Assessment PlatformP7/10A platform that continuously maps every secret, token, and credential across all repositories and infrastructure, and instantly calculates the full blast radius when any credential is potentially compromised.
#3Zero-Trust Developer Workstation Isolation PlatformC6/10A lightweight OS-level sandbox that isolates every developer tool, extension, and dependency in its own container with no access to SSH keys, tokens, or env vars outside its explicit scope.
#4Credential Exfiltration Detection for Git OperationsC6/10An agent that monitors all git clone/pull/push operations across an organization in real-time, fingerprints normal access patterns, and instantly locks compromised tokens when anomalous access is detected.
Saying goodbye to asm.js
Discussion ↗Article ↗399 ↗
#1Zero-Copy JS-to-WASM Bridge LayerC5/10A middleware library that enables zero-copy data sharing between JavaScript and WebAssembly modules, eliminating the serialization overhead that makes WASM adoption painful for performance-critical web apps.
#2Legacy Asm.js to WASM Automated Migration ToolC5/10A transpiler and migration service that automatically converts legacy asm.js codebases to optimized WebAssembly, including handling Emscripten ABI differences across versions.
Show HN: Forge – Guardrails take an 8B model from 53% to 99% on agentic tasks
Discussion ↗Article ↗660 ↗
#1Reliability Layer for Self-Hosted LLM AgentsP7/10A managed reliability-as-a-service platform that wraps any local or cloud LLM deployment with guardrails (retry logic, step enforcement, error recovery, context management) to make agentic workflows production-grade.
#2LLM Serving Backend Benchmarking and Optimization PlatformP6/10A platform that systematically benchmarks and optimizes LLM serving backends, exposing the hidden 75-point accuracy swings caused by infrastructure choices that no one currently measures.
#3Production Agent Reliability for Healthcare and Regulated IndustriesC6/10A vertical-specific agent reliability platform for healthcare, finance, and other regulated industries where agentic workflow failures have compliance and safety consequences.
#4Economic Benchmarking Platform for Local vs Cloud AIC5/10A platform that provides real-time cost-per-task comparisons between self-hosted and cloud LLM deployments, factoring in token costs, hardware amortization, reliability, and latency for specific agentic workflows.
Google’s AI is being manipulated. The search giant is quietly fighting back
Discussion ↗Article ↗327 ↗
#1AI Output Integrity Verification for EnterprisesP7/10A B2B platform that continuously monitors and alerts when AI search results (Google AI Overviews, Bing Copilot, Perplexity, etc.) return manipulated or inaccurate information about a company's products, brand, or industry.
#2Curated Training Data Marketplace for LLMsC6/10A platform that aggregates, verifies, and licenses high-quality curated datasets with provenance scoring, so AI companies can train on trusted sources rather than raw internet scrapes.
#3AI Answer Source Confidence Scoring LayerC6/10A browser extension and API that intercepts AI-generated answers and overlays a confidence score showing how many independent, reputable sources support each claim, flagging single-source or low-quality-sourced assertions.
#4Anti-AEO Shield for Health and Finance BrandsC6/10A specialized monitoring and remediation service that detects when AI search engines surface manipulated health, supplement, or financial information, and provides rapid-response countermeasures including authoritative content seeding and platform reporting.
Qwen3.7-Max: The Agent Frontier
Discussion ↗Article ↗675 ↗
#1Unified AI Agent Benchmarking and Evaluation PlatformP6/10A neutral, continuously-updated platform that benchmarks AI agent capabilities across standardized real-world tasks, not just static evals.
#2Turnkey Local LLM Agent Infrastructure for DevelopersC6/10An appliance-like software stack that configures local LLM inference (quantization, context settings, tool-use parsing) for agentic coding workflows on consumer/prosumer GPUs with zero manual tuning.
#3Automated Dev Agent That Processes Project Management TicketsC7/10A self-hosted AI agent that monitors project management tools (Trello, Linear, Jira), autonomously picks up well-specified tickets, writes code, creates PRs, and moves cards through the workflow.
#4US-Domiciled Proxy for Non-US AI Model APIsC7/10A compliance-first API gateway hosted in the US that provides access to top non-US AI models (Qwen, DeepSeek, Mistral) with data residency guarantees, audit logging, and no telemetry to foreign servers.
How fast is N tokens per second really?
Discussion ↗Article ↗451 ↗
#1Interactive LLM Performance Benchmarking and Comparison PlatformP5/10A comprehensive platform that lets users visually compare LLM inference speeds across providers, hardware, and models with real-time interactive demonstrations rather than abstract numbers.
#2Context-Aware LLM Inference Speed Monitoring DashboardC6/10A developer tool that continuously monitors and reports real LLM inference performance broken down by prefill speed, decode speed, and context-length degradation curves — the metrics that actually determine user experience.
#3Local LLM Hardware Performance Prediction EngineC6/10A tool that predicts real-world LLM inference performance for specific model/hardware combinations before you buy, accounting for prefill, decode, context scaling, and thinking-token overhead.
Flipper One Tech Specs
Discussion ↗Article ↗451 ↗
#1Modular Pentesting Hardware Platform with App EcosystemP5/10An open-hardware, modular security research device built around a standard compute module with a curated marketplace of swappable radio/sensor M.2 cards and a vetted app store for security tooling.
#2Professional-Grade RFID Security Testing ApplianceC5/10A turnkey RFID/NFC security auditing appliance with enterprise reporting, compliance templates, and managed firmware updates — positioned between hobbyist Flippers and bespoke professional gear.
#3Interactive 3D Hardware Documentation and Exploded-View ToolC6/10A SaaS platform that lets hardware companies create interactive 3D product documentation with highlighted components, animated exploded views, and hotspot annotations — no 3D expertise required.
GitHub is investigating unauthorized access to their internal repositories
Discussion ↗Article ↗621 ↗
#1Continuous Source Code Breach Detection for EnterprisesP6/10A monitoring service that continuously scans dark web marketplaces, paste sites, and underground forums to detect when proprietary source code or internal repository data has been leaked or listed for sale.
#2Managed Self-Hosted Git Platform for Security-Conscious TeamsC6/10A turnkey, managed self-hosted Git and CI/CD platform that gives companies GitHub-equivalent workflows on their own infrastructure with zero vendor lock-in.
#3AI-Aware Secret Leak Prevention for Dev ToolchainsC7/10An agent-aware secrets management layer that intercepts and prevents credentials from being accidentally passed to AI coding assistants, LLM context windows, or AI-generated commits.
#4Owned-Domain Ephemeral Communications Channel for CompaniesC5/10A lightweight, self-hosted microservice that gives companies an official, branded channel on their own domain for time-sensitive communications that fall between a status page and a blog post.
FiveThirtyEight articles on the Internet Archive
Discussion ↗Article ↗371 ↗
#1Enterprise Web Archive Preservation and Compliance PlatformP5/10A managed service that continuously archives corporate web properties with guaranteed fidelity, legal chain-of-custody, and instant restoration — so companies never lose published content and meet regulatory retention requirements.
#2Interactive Web Content Preservation Beyond Static SnapshotsC6/10A platform that preserves interactive web visualizations, JavaScript applications, and data-driven content in fully functional form — not just static HTML snapshots — using containerized browser environments.
Everything in C is undefined behavior
Discussion ↗Article ↗488 ↗
#1Automated Undefined Behavior Detection Platform for C/C++P6/10A continuous integration service that deeply analyzes C/C++ codebases for undefined behavior using a combination of static analysis, symbolic execution, and sanitizer-guided fuzzing, delivering actionable fix suggestions.
#2IDE-Native Real-Time UB Warning Layer for C/C++C6/10A language-server plugin (clangd extension) that provides inline, real-time warnings for potential undefined behavior — including signed overflow, aliasing violations, and alignment issues — directly in the editor as you type.
#3Incremental C-to-Safe-C Migration ToolkitC6/10A source-to-source transformation tool that progressively rewrites unsafe C patterns (raw pointer arithmetic, unchecked casts, manual memory management) into bounded, well-defined equivalents while preserving ABI compatibility.
Goodbye Visa and Mastercard: 130M Europeans switching to sovereign payment
Discussion ↗Article ↗927 ↗
#1Cross-Border European Payment Orchestration for MerchantsP7/10A unified merchant integration layer that connects to Wero, Bizum, iDEAL, Swish, and other European sovereign payment rails, letting online merchants accept all of them through a single API.
#2Chargeback and Buyer Protection Layer for SEPA PaymentsC7/10A third-party dispute resolution and buyer protection service that sits on top of SEPA Instant and Wero transactions, replicating the chargeback protections that card networks provide.
#3European Payment Fragmentation Intelligence and Routing PlatformC5/10A real-time analytics and smart routing platform that tracks adoption, uptime, and cost across Europe's fragmented payment systems (Wero, Swish, Vipps, MobilePay, Bizum, Bancomat) and routes transactions to the cheapest or most reliable rail.
Gemini CLI will stop working from June 18, 2026
Discussion ↗Article ↗393 ↗
#1Vendor-Neutral AI Coding Agent Orchestration LayerP7/10A stable, open-source CLI orchestration layer that lets developers use any combination of AI coding agents (Claude, Gemini, Codex, etc.) through a single interface with unified billing and configuration.
#2Open-Source AI CLI Agent With Transparent Metered BillingC6/10An open-source AI coding CLI that connects directly to model provider APIs with metered, pay-per-token billing users control — no opaque subscription tiers or usage caps.
#3Multi-Agent MCP Bridge for Coding CLIsC5/10A Model Context Protocol server that acts as a universal bridge, allowing any AI coding agent to interoperate with any IDE, tool, or other agent regardless of which vendor built it.
Incident Report: May 19, 2026 – GCP Account Suspension
Discussion ↗Article ↗437 ↗
#1Multi-Cloud Failover Orchestration for PaaS ProvidersP6/10An infrastructure abstraction layer that lets platform-as-a-service companies like Railway automatically failover across cloud providers when one suspends or degrades their account.
#2Managed Bare-Metal Hosting With Modern DevExC7/10A developer-friendly platform that provides the Heroku/Railway push-to-deploy experience but runs on dedicated bare-metal servers in colocation facilities, eliminating hyperscaler dependency entirely.
#3Cloud Account Suspension Insurance and Recovery ServiceC5/10A monitoring and rapid-response service that detects cloud account suspensions in real-time and executes pre-configured disaster recovery playbooks to restore service on alternate infrastructure within minutes.
#4Independent PaaS Platform on Provider-Owned InfrastructureC6/10A next-generation PaaS that owns its compute infrastructure across multiple regions rather than reselling hyperscaler capacity, offering the simplicity of Railway/Heroku with the reliability of not depending on a single upstream provider.
Japan is gripped by mass allergies. A 1950s project is to blame
Discussion ↗Article ↗353 ↗
#1Pollen-Low Tree Varieties for Reforestation ProgramsP5/10A biotech company developing and licensing low-allergen cultivars of commercially important tree species (starting with Japanese cedar and cypress) for government reforestation programs.
#2Urban Tree Planning Software for Allergy ImpactC5/10A GIS-based planning tool for city arborists and urban planners that models pollen load, species diversity, and allergy impact of proposed tree-planting schemes before they go in the ground.
Tennessee man jailed 37 days for Trump meme wins settlement after lawsuit
Discussion ↗Article ↗745 ↗
#1Police Misconduct Insurance and Accountability PlatformC5/10A data platform that tracks individual officer misconduct records, lawsuit costs, and settlement payouts to enable personal liability insurance requirements for law enforcement.
Map of Metal
Discussion ↗Article ↗430 ↗
#1Interactive Visual Maps for Niche Music GenresP5/10A platform that generates beautiful, explorable visual maps of music genres with integrated streaming, letting users discover new artists by navigating geographic-style genre landscapes.
#2Searchable Visual Knowledge Maps as a PlatformC5/10A no-code tool that lets creators build interactive, zoomable visual knowledge maps (like Map of Metal or Ishkur's guide) for any domain — wine, coffee, programming languages, history — with built-in search, mobile support, and media embedding.
Incident Report: Railway Blocked by Google Cloud [resolved]
Discussion ↗Article ↗552 ↗
#1Multi-Cloud Failover Platform for Dev InfrastructureP6/10An infrastructure orchestration layer that automatically fails over developer platforms (CI/CD, databases, deployments) across multiple cloud providers when one provider has an outage or account suspension.
#2Automated Account Ban Insurance and Rapid RecoveryC6/10A service that continuously mirrors your critical cloud accounts (DNS, email, hosting, SaaS tools) to backup providers and provides instant recovery when an automated ban hits your primary provider.
#3Cloud Provider Support Escalation MarketplaceC5/10A marketplace connecting businesses locked out of cloud provider accounts with vetted former employees and certified partners at those providers who can escalate and resolve account issues within hours.
DOS Zone
Discussion ↗Article ↗301 ↗
#1Browser-Native Retro Game Streaming Platform with SavesP5/10A cloud-based retro gaming platform that runs classic DOS and early Windows games in the browser with persistent save states, multiplayer, and reliable performance.
#2Cross-Platform Legacy Game Compatibility Layer for TabletsC5/10A native app for iPadOS and Android tablets that provides proper full-screen, keyboard, and mouse-capture support for running emulated classic games — solving the input and display gaps that browsers on tablets cannot.
Google Declaring War on the Web
Discussion ↗Article ↗555 ↗
#1Open Protocol for Publisher Attribution in AIP6/10An open standard and registry that lets publishers define how AI systems must attribute, excerpt, and compensate them when using their content.
#2Machine-Readable Content Licensing Metadata StandardC6/10A structured metadata spec (like schema.org for AI) that publishers embed in pages to define citation rules, allowed excerpts, ad insertion rights, and licensing terms that LLMs contractually honor.
#3Privacy-First Human Verification Without Big TechC7/10A CAPTCHA and human-verification service that proves users are human without requiring a Google or Apple device, using privacy-preserving cryptographic attestation.
#4Decentralized Web Discovery Engine Replacing Google TrafficC5/10A community-powered content discovery platform — a modern StumbleUpon with algorithmic and social curation — that drives traffic directly to publishers without an intermediary extracting the content.
SpaceX S-1
Discussion ↗Article ↗394 ↗
#1Independent Satellite Broadband Analytics and Benchmarking PlatformP5/10A third-party analytics service that independently measures and benchmarks satellite internet performance, pricing, and coverage across providers like Starlink, Kuiper, and OneWeb.
#2GPU Compute Brokerage for AI Datacenter ContractsP6/10A marketplace and brokerage platform that helps AI companies find, negotiate, and manage large-scale GPU compute contracts across datacenter providers.
#3Public Company Financial Forensics and Self-Dealing Detection ToolC6/10An AI-powered platform that automatically analyzes SEC filings to detect related-party transactions, cost-shifting between segments, and governance red flags for retail and institutional investors.
#4IPO Governance and Shareholder Rights Scoring PlatformC5/10A rating service that scores IPO governance structures on investor-friendliness — covering voting rights, lawsuit restrictions, dual-class shares, and board independence — and makes it accessible to retail investors before they buy.
Apparently Google hates us now
Discussion ↗Article ↗483 ↗
#1Google-Independent Traffic Platform for Content SitesP5/10A discovery and distribution network that lets content-heavy websites (wikis, blogs, niche sites) drive traffic without depending on Google Search.
#2Search Console Intelligence and Deindexing Recovery ToolC6/10An automated monitoring and remediation platform that detects Google deindexing events early, diagnoses likely causes, and generates actionable recovery plans including spam audits and reinclusion requests.
#3Direct-to-Publisher Advertising Network Replacing AdSenseC5/10A self-serve advertising platform that lets content sites run in-house ad programs with direct advertiser relationships, eliminating Google as the middleman.
#4Anti-Spam Infrastructure for Community WikisC5/10A managed anti-spam and content integrity service for MediaWiki and other wiki platforms that detects and removes malicious content, bot signups, and SEO spam in real time.
May 19, 202647 ideas
I’ve built a virtual museum with nearly every operating system you can think of
Discussion ↗Article ↗867 ↗
#1Browser-Based Retro OS Playground as a ServiceP5/10A cloud-hosted platform that lets users instantly boot and interact with hundreds of historical operating systems directly in the browser, no downloads required.
#2Managed Large File Distribution for Open-Source ProjectsC5/10A turnkey CDN and torrent-hybrid distribution service purpose-built for open-source projects that need to distribute large binary artifacts (10GB+) without infrastructure headaches.
I’ve joined Anthropic
Discussion ↗Article ↗1,377 ↗
#1AI Talent Intelligence Platform for Frontier LabsC5/10A real-time competitive intelligence platform tracking AI researcher movements, publication output, and talent signals across frontier labs to help companies make strategic hiring and partnership decisions.
#2Async AI Education Platform With Frontier-Lab AlignmentC5/10A platform that packages frontier AI lab research into structured, hands-on courses — co-developed with active researchers — so practitioners can stay current without leaving their jobs.
Apple unveils new accessibility features
Discussion ↗Article ↗698 ↗
#1AI-Powered Bill Reading for Visually Impaired UsersP5/10A mobile app that uses on-device vision models to accurately read, parse, and organize physical bills, receipts, and financial documents for blind and low-vision users with high reliability guarantees.
#2Real-Time On-Device Video Subtitle Generation AppC6/10A cross-platform mobile app that generates accurate real-time subtitles for any video playing on your device, including social media feeds, messages, and browser videos — all processed locally.
#3Third-Party Accessibility Overlay Platform for macOSC5/10A developer platform and SDK that lets third-party apps provide system-level accessibility enhancements on macOS, working around Apple's increasingly locked-down OS surface area.
Gemini 3.5 Flash
Discussion ↗Article ↗870 ↗
#1Unified LLM Cost Optimization and Routing PlatformP6/10An intelligent middleware layer that automatically routes API calls across dozens of LLM providers (Google, OpenAI, Anthropic, DeepSeek, open-source) to minimize cost while hitting quality and latency targets.
#2Real-Time LLM Pricing and Value Comparison EngineC5/10A continuously updated platform that tracks actual pricing (including hidden costs like thinking tokens and cache pricing) across all major LLM providers and benchmarks true cost-per-quality-unit for common tasks.
#3Automated LLM Cache Strategy Optimization ServiceC6/10A developer tool that analyzes your LLM API call patterns and automatically restructures prompts, implements context caching, and batches requests to minimize the dominant cost driver — cache and repeated context tokens.
The last six months in LLMs in five minutes
Discussion ↗Article ↗760 ↗
#1AI Progress Benchmarking and Historical Tracking PlatformP6/10A structured timeline database that tracks LLM capabilities over time with dated benchmarks, letting teams objectively measure whether newer models actually improve their specific workflows.
#2LLM Output Verification Layer for Production CodeC7/10A middleware/SDK that sits between AI code generation and deployment, verifying not just that code compiles but that it satisfies intent specifications and architectural constraints.
#3Model-Agnostic AI Routing and Arbitrage PlatformC6/10An intelligent routing layer that automatically selects the best LLM for each specific task from the rapidly growing pool of models, optimizing for quality, cost, and latency.
#4Efficient Small-Model Deployment for Cost-Sensitive AIC6/10A platform that fine-tunes and deploys small, task-specific models that match frontier model quality on narrow tasks at a fraction of the compute cost.
Google changes its search box
Discussion ↗Article ↗615 ↗
#1Privacy-First Search Engine for Power UsersP6/10A search engine that guarantees traditional web results by default with optional AI features, targeting users alienated by Google's forced AI-chat pivot.
#2Publisher Anti-Crawl and Direct Monetization PlatformC7/10A platform that helps website publishers block AI crawlers while building direct-to-reader monetization channels, replacing the traffic Google no longer sends.
#3Enterprise Web Search API Without AI BloatC6/10A clean, traditional web search API and interface sold to businesses and professionals who need reliable, deterministic search results without AI hallucination risk.
#4Search-to-Source Attribution and Traffic Recovery ToolC6/10An analytics and optimization tool that helps websites measure, reclaim, and monetize traffic lost to AI search summaries across Google, Bing, and Perplexity.
CISA Admin Leaked AWS GovCloud Keys on GitHub
Discussion ↗Article ↗455 ↗
#1Automated Secret Leak Detection for Government ContractorsP6/10A continuous monitoring platform that scans code repositories, CI/CD pipelines, and developer environments for leaked credentials specifically tailored to government and defense contractor compliance requirements (FedRAMP, NIST 800-53).
#2AI-Aware Secret Isolation Layer for Developer EnvironmentsC7/10A lightweight agent that intercepts and redacts secrets before they reach LLM APIs, ensuring that .env files, credentials, and tokens on disk are never sent as context to ChatGPT, Copilot, Cursor, or similar coding assistants.
#3Passwordless Identity Layer Replacing API KeysC6/10A developer-friendly SDK and managed service that replaces static API keys with short-lived, identity-bound tokens using OIDC workload identity federation, making leaked keys a non-issue.
#4Org-Wide Secrets Posture Dashboard with Auto-RotationC6/10A SaaS platform that continuously discovers every secret across repos, CI systems, cloud configs, logs, and developer machines, scores organizational risk posture, and auto-rotates compromised credentials.
OpenAI Adopts Google's SynthID Watermark for AI Images with Verification Tool
Discussion ↗Article ↗307 ↗
#1Universal AI Content Provenance Verification APIP6/10A cross-platform API and browser extension that verifies AI-generated content provenance across all major generators (OpenAI, Google, Midjourney, Stability) in a single unified interface.
#2Open-Source AI Watermarking Standard and ToolkitC6/10An open-source, auditable image watermarking framework that any AI model developer can embed, with public verification anyone can run locally without uploading images.
#3AI Training Data Contamination Filter for CrawlersC7/10A data pipeline tool that detects and filters AI-generated content from web crawl datasets used for model training, using watermark detection, statistical signatures, and classifier ensembles.
#4Synthetic Content Reality Dashboard for ConsumersC5/10A browser extension and mobile app that passively scores how much of the content you consume daily is AI-generated, with breakdowns by source, type, and provider.
Minnesota becomes first state to ban prediction markets
Discussion ↗Article ↗723 ↗
#1Regulatory Intelligence Platform for Prediction MarketsP6/10A compliance-as-a-service platform that helps prediction market operators like Kalshi and Polymarket navigate the emerging patchwork of state-by-state regulations, automatically geo-fencing users and adapting offerings to local law.
#2Prediction-Market-Backed Investigative Journalism PlatformC5/10A media platform where investigative journalism is funded and validated by prediction market outcomes — reporters verify real-world claims, and readers can stake positions on unresolved stories, creating a self-sustaining truth-finding engine.
#3Federal Preemption Legal Intelligence for FintechC5/10An AI-powered legal research platform that monitors and predicts federal preemption challenges to state fintech regulations, helping operators understand where state laws are likely to be struck down versus upheld.
Show HN: Gaussian Splat of a Strawberry
Discussion ↗Article ↗508 ↗
#1Automated High-Fidelity 3D Scanning Appliance for ProductsP6/10A turnkey hardware+software system that automates multi-angle, focus-stacked photography and Gaussian splat generation for e-commerce product listings and digital twins.
#2Computational Microscopy via Gaussian Splatting ReconstructionC5/10A software platform that combines high-magnification photography with Gaussian splatting to create interactive, zoomable 3D microscopy-like visualizations without traditional microscope hardware.
Mini Shai-Hulud Strikes Again: 314 npm Packages Compromised
Discussion ↗Article ↗379 ↗
#1Continuous Supply Chain Attack Detection for Package RegistriesP6/10A real-time monitoring platform that detects compromised packages across npm, PyPI, and other registries before they reach developer machines, using behavioral analysis of package updates and dependency chains.
#2Sandboxed Development Environments With Zero-Trust Package ExecutionC6/10A developer workstation tool that runs every dependency install and build step in an isolated, network-restricted sandbox by default, with explicit permission grants for filesystem, network, and credential access.
#3Automated Dependency Build Script Allowlisting and AuditingC7/10A CI/CD and local development tool that blocks all pre/post-install scripts by default across npm, pip, and other package managers, with an audited allowlist and one-command approval workflow.
Peter Neumann has died
Discussion ↗Article ↗310 ↗
#1AI-Powered Technology Risk Pattern DatabaseC6/10A structured, searchable platform that ingests historical and ongoing technology failure reports (like RISKS Digest) and uses AI to classify, tag, and surface recurring failure patterns for engineering teams.
#2Succession-Proof Hosting for Critical Knowledge ProjectsC5/10A nonprofit-backed platform that provides perpetual hosting, governance templates, and succession planning for single-maintainer knowledge archives, mailing lists, and community datasets.
Remove-AI-Watermarks – CLI and library for removing AI watermarks from images
Discussion ↗Article ↗330 ↗
#1Camera-to-Cloud Authenticity Proof for Digital MediaC6/10A hardware-rooted content provenance system that cryptographically signs photos and videos at the sensor level, creating an unforgeable chain of custody from capture to publication.
#2Privacy-Preserving Local AI Image Generation PlatformC5/10A turnkey desktop application that makes running high-quality open-source image generation models locally as easy as using a cloud API, with no telemetry, watermarks, or tracking.
Disney erased FiveThirtyEight
Discussion ↗Article ↗425 ↗
#1Permanent Archive Service for Digital PublicationsP6/10A managed service that continuously mirrors, preserves, and guarantees permanent access to online editorial content for publishers, journalists, and media companies.
#2Personal Publishing Portfolio Vault for WritersC6/10A tool that automatically monitors, captures, and permanently stores a writer's published work across all outlets — creating a verified, portable portfolio that survives site shutdowns, CMS migrations, and acquisitions.
#3Executive Transition Intelligence Platform for B2B SalesC7/10A real-time intelligence service that tracks C-suite and VP-level leadership changes across target accounts and triggers optimized outreach playbooks timed to the transition window.
Tesla's lithium refinery discharges 231,000 gallons of polluted wastewater a day
Discussion ↗Article ↗476 ↗
#1Real-Time Industrial Wastewater Monitoring as a ServiceP6/10Autonomous sensor networks deployed at industrial outfall pipes that continuously monitor pollutant levels and stream data to regulators, communities, and facility operators in real time.
#2Closed-Loop Lithium Refinery Wastewater Treatment SystemsP6/10A turnkey zero-liquid-discharge system purpose-built for lithium refining that recovers valuable minerals from wastewater while eliminating discharge entirely.
#3Independent Environmental Testing and Analysis PlatformC5/10A marketplace connecting communities near industrial sites with certified independent labs, plus an AI layer that contextualizes results against federal, state, and local standards in plain language.
#4Domestic Critical Minerals Processing Compliance ToolkitC5/10An integrated permitting, monitoring, and regulatory compliance SaaS platform specifically designed for the new wave of US-based lithium, rare earth, and battery materials processors.
OpenBSD 7.9
Discussion ↗Article ↗403 ↗
#1Managed OpenBSD Infrastructure for Security-Critical WorkloadsC5/10A managed cloud platform running OpenBSD specifically for secrets management, PKI, certificate authorities, and key vaults — targeting teams that need the highest-assurance OS but lack BSD operational expertise.
#2Pre-Configured Secure BSD Laptops for Privacy-Focused UsersC5/10Consumer laptops (partnering with Framework or similar) shipped with OpenBSD or FreeBSD pre-installed, fully configured with working hardware support including WiFi, suspend, and peripherals.
May 17, 202629 ideas
I don't think AI will make your processes go faster
Discussion ↗Article ↗631 ↗
#1AI Process Bottleneck Diagnostic for Engineering OrgsP5/10A consulting tool that maps an engineering organization's actual workflow bottlenecks (meetings, coordination, approvals, spec ambiguity) and shows where AI can and cannot help, producing a prioritized roadmap.
#2AI-Native Project Spec Writer for Product TeamsC6/10A tool that forces product teams through structured discovery (user interviews, acceptance criteria, edge cases) before any code is written, outputting machine-readable specs that both humans and AI coding agents can consume.
#3Small-Team AI-Augmented Dev Studio as a ServiceC7/10An agency model where 2-3 person teams, heavily augmented by AI tooling and custom workflows, take on projects that traditionally required 10-15 person teams, competing on speed and cost against bloated consultancies.
#4Meeting-to-Spec Automation for Engineering TeamsC6/10A tool that ingests meeting recordings, Slack threads, and scattered docs, then synthesizes them into structured, unambiguous technical specifications with explicit acceptance criteria and flagged open questions.
Mozilla to UK regulators: VPNs are essential privacy and security tools
Discussion ↗Article ↗774 ↗
#1Compliance-Ready Enterprise VPN for Regulated MarketsP5/10A VPN platform built specifically for businesses operating across jurisdictions with conflicting privacy and surveillance regulations, offering automated compliance documentation and audit trails.
#2Hardware-Based Parental Controls Without Surveillance InfrastructureC6/10A home network device that enforces age-appropriate internet access through local-only filtering — no cloud surveillance, no identity verification, no data leaving the home.
A nicer voltmeter clock
Discussion ↗Article ↗352 ↗
#1Guided CNC Projects for Small-Space MakersC5/10A subscription platform that pairs curated, makerspace-compatible CNC project files with step-by-step video guides, optimized for people without their own workshop.
I turned a $80 RK3562 Android tablet into a Debian Linux workstation
Discussion ↗Article ↗403 ↗
#1Platform to Repurpose End-of-Life Mobile HardwareP6/10A managed software platform that converts retired smartphones and tablets into functional Linux edge compute nodes, homelabs, and AI inference devices with one-click SD card images.
#2AI-Assisted Hardware Reverse Engineering Dev EnvironmentC6/10An integrated development platform where an AI agent is connected to physical hardware interfaces (serial, GPIO, SD card switcher) and can autonomously build, flash, and test firmware images in a closed loop.
#3Curated Lightweight Linux Distro for Cheap TabletsC5/10A purpose-built, ultra-lightweight Linux distribution optimized for 4GB ARM tablets that ships with a minimal desktop, tuned browser, and developer tools — ready to use out of the box.
Native all the way, until you need text
Discussion ↗Article ↗433 ↗
#1Cross-Platform Native Rich Text Rendering EngineP7/10A drop-in native library that handles rich text rendering (Markdown, streaming, formatting) with near-web performance across iOS, macOS, Android, and Windows — without embedding a web view.
#2Native Streaming Markdown SDK for AI AppsC7/10A purpose-built SDK for rendering incrementally-streamed Markdown in native mobile and desktop UI frameworks (SwiftUI, Jetpack Compose, etc.) with smooth 60fps performance.
#3Headless Cross-Platform Markdown Renderer in CC5/10An IMGUI-style C library that takes Markdown input and outputs a list of rendering primitives (rects, glyphs, lines) that any graphics backend can draw, with no platform dependencies.
#4SwiftUI-Native AI Chat UI Component KitC6/10A production-ready SwiftUI component library specifically designed for AI chat interfaces — handling streaming text, code blocks, Markdown, copy actions, and conversation management out of the box.
GenCAD
Discussion ↗Article ↗380 ↗
#1AI-Native Parametric CAD Engine for ManufacturingP7/10A CAD platform that takes natural language or image inputs and outputs fully editable parametric CAD models (not just meshes), ready for manufacturing workflows.
#2Natural Language to Constrained Engineering CADC6/10A tool that lets engineers describe mechanical parts with real-world constraints in plain English and produces dimensionally accurate, constraint-satisfying parametric CAD ready for simulation and manufacturing.
#3Sketch-and-Photo to Editable CAD Conversion ServiceC7/10A cloud service that converts hand-drawn sketches and photographs of physical parts into fully editable parametric CAD files compatible with major CAD software.
#4LLM-Powered OpenSCAD IDE for Vibe ModelingC5/10A specialized IDE that pairs an LLM assistant with OpenSCAD (or similar programmatic CAD languages) to let users describe, iterate, and refine 3D models through conversation while maintaining full code editability.
AI is a technology not a product
Discussion ↗Article ↗432 ↗
#1AI integration layer for existing software productsP6/10A middleware platform that lets traditional SaaS companies embed AI capabilities into their existing products without building ML infrastructure, treating AI as a technology layer rather than a standalone feature.
#2OS-level AI screen context for mobile tasksC7/10An Android system-level service that continuously understands what's on your screen and lets you issue natural language commands against it — book this ticket, fill this form, compare these prices — without copy-pasting screenshots.
#3Natural language shortcut builder for personal automationC6/10A tool that lets non-technical users describe recurring workflows in plain English and automatically creates reliable, reusable automations across their apps and devices.
#4Affordable AI expert access for everyday decisionsC5/10A consumer app providing on-demand, conversational expert guidance on personal finance, medical triage, legal questions, and life decisions — positioned as the trusted advisor most people can't afford.
Apple Silicon costs more than OpenRouter
Discussion ↗Article ↗323 ↗
#1Local LLM Cost Optimization Platform for TeamsP5/10A platform that helps engineering teams right-size their local vs. cloud LLM usage by analyzing actual workload patterns, token volumes, and privacy requirements to minimize total cost of inference.
#2Privacy-First Hybrid LLM Router for DevelopersC7/10An intelligent routing layer that automatically sends sensitive prompts to local models and non-sensitive work to cloud APIs, optimizing for both privacy and cost without developer intervention.
#3Managed Local LLM Infrastructure for EnterprisesC6/10A turnkey appliance and management platform that deploys optimized local LLM inference across a company's existing Mac fleet, with centralized monitoring, model updates, and cost tracking.
#4Sovereign AI Inference for Regulated IndustriesC6/10An on-premise LLM inference stack purpose-built for regulated industries (finance, healthcare, government) that guarantees data never leaves the organization's hardware while matching cloud-tier performance.
AI subscriptions are a ticking time bomb for enterprise
Discussion ↗Article ↗399 ↗
#1Enterprise AI Spend Management and Cost Optimization PlatformP7/10A platform that monitors, forecasts, and optimizes enterprise AI subscription and API spending across all providers, flagging cost overruns and recommending migration paths from flat-rate subscriptions to usage-based pricing.
#2AI Subscription-to-API Migration Service for EnterprisesC6/10A consultancy-plus-tooling offering that audits enterprise AI subscription usage, identifies workflows better served by API-based token buckets, and handles the technical migration including prompt optimization and cost modeling.
#3Enterprise-Grade Small Model Deployment and Fine-Tuning PlatformC7/10A platform that helps enterprises replace expensive frontier model API calls with fine-tuned smaller open-source models deployed on their own infrastructure, matching quality for their specific use cases at a fraction of the cost.
May 15, 202642 ideas
Project Gutenberg – keeps getting better
Discussion ↗Article ↗1,022 ↗
#1Native E-Reader Store for Public Domain BooksC6/10A built-in storefront integration for e-reader devices that lets users browse, discover, and one-tap download from the 75,000+ Project Gutenberg catalog directly on their device.
#2AI-Powered Audiobook Generator for Public Domain BooksC7/10A service that converts the entire Project Gutenberg catalog into high-quality AI-narrated audiobooks with chapter navigation, speed controls, and sync-to-text features.
#3AI Reading Companion for Classic LiteratureC5/10An app that pairs classic books with an AI layer offering context, analysis, vocabulary help, and productivity-oriented reading modes that help readers extract insights faster.
I believe there are entire companies right now under AI psychosis
Discussion ↗Article ↗1,535 ↗
#1AI Code Quality Auditor for Engineering LeadersP6/10A tool that measures and reports on the actual quality of AI-generated code in production codebases, flagging when AI output is degrading system reliability or introducing hidden technical debt.
#2Human-AI Cross-Verification Layer for Code PipelinesC6/10A development workflow platform that enforces structured human-AI cross-checking — AI writes code with human review, or humans write code with AI-generated adversarial tests — preventing the 'inmates running the asylum' failure mode.
#3Formal Verification Layer for AI-Generated SoftwareC5/10A developer tool that applies lightweight formal verification and property-based testing to AI-generated code, catching classes of bugs that conventional test suites miss regardless of coverage percentage.
A 0-click exploit chain for the Pixel 10
Discussion ↗Article ↗397 ↗
#1Automated Kernel Driver Security Auditing PlatformP7/10A continuous security scanning service that automatically analyzes kernel drivers and BSP code for exploitable vulnerability patterns like missing bounds checks and unsafe memory mappings.
#2AI-Powered Codebase Security Review for EnterprisesC7/10A service that ingests entire codebases and uses frontier LLMs to find exploitable security vulnerabilities, not just static analysis lint — actual exploit chains.
#3Vendor Vulnerability Response Time Benchmarking ServiceC5/10A transparency platform that tracks and publicly scores how quickly hardware and software vendors patch reported security vulnerabilities, creating accountability through visibility.
#4Mandatory BSP Upstream Compliance Certification ServiceC5/10A certification and tooling platform that helps Android OEMs upstream their kernel drivers into mainline Linux, verifying compliance and managing the submission process.
Codex is now in the ChatGPT mobile app
Discussion ↗Article ↗476 ↗
#1Mobile-First AI Code Review and Approval PlatformP5/10A purpose-built mobile app that lets engineering managers and tech leads review, approve, and direct AI coding agents from their phone with optimized UX for small screens.
#2Parallel AI Agent Orchestrator for Issue TrackersC7/10A platform that turns your existing issue tracker (Linear, Jira, GitHub Issues) into a multi-agent coding UI — each ticket becomes an isolated agent session with its own repo clone, fixtures, and CI pipeline.
#3Voice-to-Precise-Prompt Tool for Coding AgentsC5/10A voice dictation layer purpose-built for developer prompts that uses speech-to-text models to produce clean, technical, filler-free instructions optimized for AI coding agents.
#4AI Output Speed-Reading and Comprehension InterfaceC6/10A dynamic interface layer that summarizes, prioritizes, and progressively discloses AI agent output so developers can absorb information at their own pace rather than drowning in walls of text.
A few words on DS4
Discussion ↗Article ↗427 ↗
#1Turnkey Local LLM Inference Appliance for DevelopersP6/10A pre-configured hardware+software appliance that runs frontier-class open models locally with one-click setup, optimized for agentic coding workflows.
#2LLM Sharing Layer for Small Teams via MeshC6/10A lightweight service that lets individuals run a local LLM and securely share inference capacity across their own devices and small teams via overlay networks like Tailscale.
#3Automated Model Quantization Quality Benchmarking ServiceC5/10A platform that systematically benchmarks different quantization methods (GGUF, imatrix, AWQ, etc.) across models and tasks, providing clear recommendations for hardware-specific deployments.
#4Long-Context Local Coding Agent with Session PersistenceC7/10A coding agent specifically optimized for local MoE models that maintains persistent project context across sessions, leveraging the 100K+ token windows now available locally.
Bill to block publishers from killing online games advances in California
Discussion ↗Article ↗528 ↗
#1Game Preservation Compliance Platform for PublishersP6/10A turnkey SaaS that helps game publishers comply with end-of-life legislation by providing standardized server release tooling, legal templates, and compliance certification.
#2Perpetual Software License Protection Escrow ServiceC7/10An escrow and arbitration service where software vendors deposit source code or offline-capable builds, automatically released to customers if the vendor revokes perpetual licenses or shuts down.
#3Open Source Game Server Infrastructure ToolkitC6/10A modular open-source framework that replaces proprietary cloud microservices (matchmaking, inventory, anti-cheat) with self-hostable equivalents, enabling community server operation for shutdown games.
U.S. DOJ demands Apple and Google unmask over 100k users of car-tinkering app
Discussion ↗Article ↗436 ↗
#1Privacy-Preserving App Distribution Platform for Legal ToolsP5/10An app marketplace that allows developers to distribute legally legitimate tools without collecting user identity data that could be bulk-subpoenaed by governments.
#2Zero-Knowledge Compliance Layer for Software CompaniesC6/10A B2B infrastructure service that lets software companies serve users and comply with legitimate legal requests without storing bulk user identity data that enables fishing expeditions.
#3Anonymous Sideloading Platform With Verified SafetyC6/10A cross-platform app installation system that combines F-Droid-style anonymity with automated security scanning and update management, making sideloading accessible to non-technical users.
Explore Wikipedia Like a Windows XP Desktop
Discussion ↗Article ↗518 ↗
#1Nostalgic UI Skins for Modern Web AppsP3/10A platform that lets developers wrap any web application in pixel-perfect retro OS interfaces (Windows XP, Mac OS 9, Windows 95) as a UI component library.
#2Spatial Knowledge Explorer with Hierarchical BrowsingC4/10A desktop-metaphor knowledge browser that lets users explore structured information (Wikipedia, documentation, research papers) through a spatial file-system interface with real search, bookmarks, and history.
New arXiv policy: 1-year ban for hallucinated references
Discussion ↗Article ↗631 ↗
#1Automated Reference Verification for Academic PapersP7/10A SaaS tool that automatically checks every citation in a manuscript against real publications, flagging hallucinated, misattributed, or non-existent references before submission.
#2LaTeX Source Integrity Scanner for Preprint ServersC6/10A tool that scans LaTeX source files for hidden comments containing AI artifacts, fraud admissions, slurs, or other problematic content before submission to preprint servers.
#3Anti-Fraud Intelligence Layer for Academic PublishingC7/10An automated system that cross-references submission patterns, author histories, and content signals to detect serial academic fraud rings flooding preprint servers and journals with LLM-generated papers.
Mullvad exit IPs are surprisingly identifying
Discussion ↗Article ↗584 ↗
#1Privacy Fingerprint Audit Platform for VPN ProvidersP5/10A continuous monitoring service that detects fingerprinting vectors and metadata leaks in VPN, proxy, and privacy infrastructure before researchers or adversaries do.
#2Dedicated High-Rotation Private Proxy InfrastructureC5/10A premium residential and datacenter proxy service with per-request IP rotation, automatic reputation scoring, and guaranteed clean IPs — positioned between cheap shared VPNs and expensive enterprise proxy fleets.
#3Cross-Account Identity Detection for Forum ModeratorsC6/10A moderation tool that uses behavioral, metadata, and network-level signals to detect sockpuppet accounts and ban evasion across community platforms.
ABC News has taken all FiveThirtyEight articles offline
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#1Acquisition-Proof Archive for Independent Media BrandsP5/10A platform that lets independent media brands create tamper-proof, permanent archives of their content before or after acquisition, using decentralized storage and legal structures that prevent corporate owners from deleting it.
#2Modern Data-Driven Election and Polling Intelligence PlatformC7/10A subscription analytics platform that rates pollster quality, aggregates election data, and provides accessible statistical models for elections — essentially rebuilding what FiveThirtyEight did but as an independent, sustainable business.
#3Brand Rescue Fund for Abandoned Corporate Media PropertiesC5/10A holding company or search fund that identifies well-known media brands being neglected by corporate owners and acquires them at distressed prices to relaunch as lean, independent operations.
Ontario auditors find doctors' AI note takers routinely blow basic facts
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#1Medical-Grade AI Scribe With Structured VerificationP7/10An AI clinical documentation tool that uses deterministic extraction pipelines (not free-form LLM summarization) to produce verified, source-linked medical notes from visit recordings.
#2Provenance-Linked Meeting Notes With Source TimestampsC7/10A meeting intelligence platform where every claim in the AI summary is clickable back to the exact moment in the audio/video recording, with confidence scores and explicit 'uncertain' flags.
#3Hallucination-Free Speech-to-Text for Regulated IndustriesC7/10A specialized ASR/STT engine built for healthcare and legal contexts that guarantees no hallucinated content by using architectures that cannot generate words absent from the audio signal.
#4Patient Medical Record Accuracy Monitoring ServiceC6/10A consumer-facing tool that lets patients review, flag errors in, and request corrections to their AI-generated medical records before they become permanent chart entries.
Amazon workers under pressure to up their AI usage are making up tasks
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#1AI Usage Analytics and ROI Platform for EnterprisesP7/10A platform that measures actual productivity impact of AI tool usage across an organization, distinguishing genuine value-creation from token-burning busywork.
#2Intelligent AI Token Budget Allocation EngineC6/10A system that automatically routes unused or expiring AI tokens toward high-value background tasks like documentation generation, test coverage, and code quality improvements.
#3AI-Powered Unit Test Generation as a ServiceC5/10A continuous service that monitors codebases and automatically generates meaningful unit tests to improve coverage, triggered by spare capacity or CI events.