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

April 6, 202645 ideas
Show HN: I built a tiny LLM to demystify how language models work
Discussion ↗Article ↗880 ↗
#1Plug-and-Play Tiny LLM Training Platform for EducationP5/10A hosted platform where students and educators can build, train, and experiment with small custom LLMs in minutes using guided templates and free compute.
#2Custom Character LLM Finetuning as a ServiceC5/10A no-code platform that lets creators build small, personality-specific chatbots by uploading a dataset and choosing a character archetype, trained on cheap hardware in minutes.
What being ripped off taught me
Discussion ↗Article ↗434 ↗
#1Smart Escrow Platform for Freelance ContractsP6/10An automated escrow and milestone-based payment platform specifically designed for freelancers and small contractors working on complex technical projects.
#2Contractor Credit Risk and Payment Intelligence ToolC6/10A B2B credit-check and payment-behavior database for freelancers to assess client risk before signing contracts, like a Dun & Bradstreet for the freelance economy.
#3AR Experience Production Platform for TransitC5/10A turnkey software platform for creating AR overlay experiences on transparent OLED displays in buses, trains, and public spaces, handling the hard optics and calibration problems automatically.
Issue: Claude Code is unusable for complex engineering tasks with Feb updates
Discussion ↗Article ↗1,211 ↗
#1Independent LLM Code Quality Regression Monitoring PlatformP6/10A continuous benchmarking service that runs standardized, real-world coding tasks against every major LLM API daily and publishes transparent quality scores, regression alerts, and historical trends.
#2AI Code Review Agent That Catches AI MistakesC7/10A specialized review-layer tool that sits between an AI coder and your codebase, detecting common LLM failure patterns like accidental constant overwrites, hack-style fixes, scope creep, and instruction violations before code is committed.
#3Multi-Model AI Coding Orchestrator With Role SpecializationC7/10A development environment layer that automatically routes coding subtasks to different AI models based on their empirically-measured strengths — using one model for implementation, another for review, another for architecture.
#4AI Task Decomposition Copilot for Coding AgentsC6/10A pre-processing layer that takes a developer's high-level coding request and automatically breaks it into highly specific, bounded subtasks with clear acceptance criteria before sending each to an AI coding agent.
Microsoft hasn't had a coherent GUI strategy since Petzold
Discussion ↗Article ↗796 ↗
#1AI-Powered Cross-Platform GUI Framework UnifierP5/10A developer tool that provides a single, stable API layer abstracting over Windows GUI frameworks (WPF, WinUI, WinForms) and compiling to native code on each, so developers stop getting burned by Microsoft's constant framework churn.
#2Modern PWA Builder With Native Desktop FeelC6/10A platform that packages web apps into lightweight, native-feeling desktop applications across Windows, Mac, and Linux without Electron's overhead, with one-click app store submission.
#3Enterprise Windows Forms Component Marketplace RevivalC5/10A modern marketplace and tooling layer for Windows Forms components, bringing contemporary UI patterns (dark mode, responsive layouts, accessibility) to the framework developers refuse to leave.
Sam Altman may control our future – can he be trusted?
Discussion ↗Article ↗1,620 ↗
#1Independent AI Safety Auditing and Certification PlatformP6/10A third-party auditing firm that stress-tests frontier AI models against safety benchmarks and publishes transparent, standardized risk scorecards for enterprises, regulators, and the public.
#2AI Corporate Governance Intelligence for Institutional InvestorsP5/10A data platform that continuously monitors AI companies' governance structures, leadership concentration risk, board independence, and safety commitments, delivering actionable risk scores to institutional investors and asset managers.
German police name alleged leaders of GandCrab and REvil ransomware groups
Discussion ↗Article ↗315 ↗
#1Automated Ransomware Exposure and Attribution Intelligence PlatformP6/10A SaaS platform that continuously monitors dark web forums, cryptocurrency flows, and OPSEC failures to build dossiers on ransomware operators, selling attribution intelligence to law enforcement and insurers.
#2Continuous Attack Surface Monitoring for Mid-Market CompaniesC5/10An always-on external attack surface management platform that discovers exposed credentials, unpatched services, and misconfigurations before ransomware groups do, with guided remediation.
France pulls last gold held in US
Discussion ↗Article ↗600 ↗
#1Sovereign Asset Repatriation Advisory and Logistics PlatformP5/10A specialized advisory and logistics platform that helps central banks and sovereign wealth funds repatriate physical gold and other reserve assets from foreign custodians, optimizing the sell-and-rebuy arbitrage process.
#2Real-Time Sovereign Reserve Verification and Audit PlatformC5/10A blockchain-anchored platform that provides independent, continuous verification of sovereign gold reserves held at foreign custodians, giving nations cryptographic proof their assets actually exist and haven't been rehypothecated.
#3European Sovereign Bullion Custody and Settlement NetworkC5/10A pan-European gold custody, clearing, and settlement infrastructure that offers central banks a credible alternative to storing reserves at the NY Fed or Bank of England.
A cryptography engineer's perspective on quantum computing timelines
Discussion ↗Article ↗517 ↗
#1Post-Quantum Cryptography Migration Platform for EnterprisesP7/10An automated platform that audits enterprise cryptographic dependencies, prioritizes migration paths, and orchestrates the rollout of post-quantum algorithms across infrastructure.
#2Post-Quantum Hardware Attestation Root of TrustP6/10A hardware security module or firmware-level solution providing post-quantum roots of trust for TEEs, TPMs, and secure boot chains that current silicon vendors have failed to update.
#3Cryptographic Dependency Scanner and Migration PrioritizerC7/10A developer tool that scans codebases, libraries, and deployed infrastructure to inventory every cryptographic primitive in use and generates a prioritized migration plan to post-quantum alternatives.
#4Post-Quantum WebAuthn Key Upgrade ServiceC5/10A middleware platform that enables seamless upgrade of existing WebAuthn/FIDO2 credentials to post-quantum signature schemes without forcing users through painful re-enrollment.
Battle for Wesnoth: open-source, turn-based strategy game
Discussion ↗Article ↗509 ↗
#1AI-Powered Mod Platform for Open-Source GamesC5/10A marketplace and toolkit that uses AI to help players create, discover, and install mods and custom content for open-source strategy games.
#2OSS Developer Talent Matching for HiringC6/10A recruiting platform that identifies, verifies, and matches open-source contributors with companies hiring for the same tech stacks, using commit history as the primary signal.
I won't download your app. The web version is a-ok
Discussion ↗Article ↗889 ↗
#1Web-First SaaS Conversion Layer for Mobile-Pushy AppsP5/10A browser extension and proxy service that intercepts mobile-app-only features and re-exposes them as fully functional web experiences, bypassing app-install walls.
#2PWA Builder Platform for SMB CommerceC6/10A no-code platform that lets small businesses instantly convert their existing website into a polished Progressive Web App with offline support, push notifications, and tap-to-pay — eliminating the need for a native app.
#3App Permission Audit and Sandbox DashboardC5/10A mobile app that continuously monitors, visualizes, and auto-restricts the permissions and background activity of all installed apps, giving users a single pane of glass for their phone's privacy posture.
Employers use your personal data to figure out the lowest salary you'll accept
Discussion ↗Article ↗445 ↗
#1AI-Powered Salary Negotiation Agent for Job SeekersP6/10A personal AI tool that aggregates employer compensation data, models company pay ranges, and coaches candidates through salary negotiations with real-time counter-offer strategies.
#2One-Click Personal Data Freeze and Opt-Out ServiceC7/10A service that automatically discovers, freezes, and monitors all the places your employment, salary, and personal data is being sold — starting with The Work Number/Equifax and expanding to all data brokers.
#3Counter-Intelligence Platform Exposing Employer Pay AlgorithmsC5/10A platform where employees collectively share offer data and reverse-engineer which employers use algorithmic salary suppression, creating a transparency score and blacklist for predatory pay practices.
Show HN: Ghost Pepper – Local hold-to-talk speech-to-text for macOS
Discussion ↗Article ↗419 ↗
#1Local Voice Interface Layer for AI AgentsP6/10A privacy-first voice SDK that lets developers add hold-to-talk speech input to any local AI agent or coding workflow without data leaving the machine.
#2Streaming Local Dictation With Live CorrectionsC7/10A local speech-to-text dictation tool that streams words to the active text field in real-time and retroactively corrects earlier words as more context arrives, mimicking the experience of a live human transcriptionist.
#3Privacy-First Mobile Speech-to-Text AppC7/10A fully local, on-device speech-to-text app for iOS and Android that runs modern models like Parakeet without sending audio to the cloud.
#4Local Audio and Video Transcription Desktop AppC6/10A desktop app that transcribes audio from any source playing on your computer — meetings, YouTube videos, podcasts, lectures — using local models with no cloud dependency.
The cult of vibe coding is dogfooding run amok
Discussion ↗Article ↗577 ↗
#1AI Coding Quality Guardrails for Engineering TeamsP6/10An automated layer that sits between AI code generation tools and production codebases, enforcing team-specific quality standards, architectural patterns, and safety checks on AI-generated code before it's merged.
#2Parallel AI Agent Orchestration for Software DevelopmentC7/10A platform that runs multiple AI coding agents simultaneously on the same problem with different approaches, then automatically evaluates, tests, and selects the best output — replacing synchronous human-AI chat with async parallel workflows.
#3AI Coding Maturity Assessment and Configuration PlatformC6/10A tool that helps engineering teams define and enforce their desired 'AI autonomy level' per code area — full autonomy for CRUD endpoints, human-in-the-loop for security-critical paths, manual-only for encryption — with automatic routing and guardrails.
#4Automated Coding Standards Extraction from Reference CodebasesC5/10A service that analyzes open-source or internal codebases you admire, automatically extracts coding standards and style rules, and generates enforceable AI coding guidelines that can be applied to your projects via linting and code review automation.
Show HN: I made a YouTube search form with advanced filters
Discussion ↗Article ↗315 ↗
#1Advanced Video Search Engine Beyond YouTube's DefaultsP5/10A standalone video search interface that exposes YouTube's hidden filters (date ranges, duration, exact-match, transcript search) with a clean UI free of algorithmic manipulation.
#2YouTube Subscription Manager with Folders and FilteringC6/10A self-hosted or SaaS tool that organizes YouTube subscriptions into custom groups/categories with per-channel filtering, shorts removal, and a chronological feed — replacing YouTube's broken subscriptions page.
#3Clean YouTube Frontend Stripping Algorithmic ManipulationC5/10A browser extension or progressive web app that wraps YouTube's video player but replaces the entire discovery, search, and recommendation UI with a user-controlled, algorithm-free experience.
Adobe modifies hosts file to detect whether Creative Cloud is installed
Discussion ↗Article ↗318 ↗
#1Endpoint Integrity Monitor for Enterprise DesktopsP6/10A lightweight agent that continuously audits system files (hosts, registry, certificates, scheduled tasks) for unauthorized modifications by installed software and alerts IT teams in real time.
#2Professional Creative Suite Without the SurveillanceC5/10A subscription-free, perpetual-license creative software suite (photo, vector, layout, video) marketed explicitly on privacy, no telemetry, and no system modifications.
#3Software Behavior Transparency Platform for ConsumersC5/10A free desktop app that scans installed software and shows users exactly what each program has modified on their system — hosts file entries, registry keys, startup items, certificates, and background processes.
April 5, 202637 ideas
Caveman: Why use many token when few token do trick
Discussion ↗Article ↗806 ↗
#1Intelligent Token Compression Middleware for LLM APIsP6/10An API proxy layer that automatically compresses prompts and responses to minimize token usage while preserving output quality, sitting between applications and LLM providers.
#2LLM Output Quality Benchmarking for Prompt StylesC5/10A platform that systematically tests how prompt formulation — verbosity, register, typos, compression — affects output quality across models, giving developers empirical guidance on how to prompt.
Eight years of wanting, three months of building with AI
Discussion ↗Article ↗843 ↗
#1AI Code Architecture Enforcement and Refactoring ToolP7/10A development tool that continuously monitors AI-generated codebases for architectural drift, spaghetti patterns, and structural decay, then automatically refactors or flags violations before they accumulate.
#2AI Code Quality Control Layer for CRUD AppsC6/10A middleware that intercepts AI-generated code before it reaches the codebase, evaluating whether the solution uses the simplest possible approach (e.g., a single SQL query vs. an elaborate multi-layer abstraction) and rewriting or rejecting over-engineered output.
#3AI-Powered Collaborative Software Design WhiteboardC6/10A structured AI conversation tool purpose-built for the software architecture design phase — supporting extended back-and-forth exploration of tradeoffs, relational modeling, and system design before any code is written.
#4Zero-Config Project Scaffolding That Skips the TediumC5/10An AI-powered tool that instantly generates fully configured project foundations — dependencies, build pipelines, CI, base styling, auth — so developers can skip straight to the unique logic they actually want to build.
The threat is comfortable drift toward not understanding what you're doing
Discussion ↗Article ↗894 ↗
#1AI Output Verification Platform for Technical WorkP6/10A tool that systematically detects fabricated results, invented coefficients, and hallucinated citations in AI-generated technical and scientific documents.
#2AI Skill Atrophy Assessment and Training PlatformC5/10A platform that measures which core professional skills are degrading due to AI delegation and provides targeted exercises to maintain essential competencies.
#3AI Supervision Layer for Complex CodebasesC6/10A monitoring system that flags when AI-generated code in large distributed systems deviates from architectural patterns, introduces subtle bugs, or makes suboptimal design decisions that only experienced engineers would catch.
Artemis II crew see first glimpse of far side of Moon [video]
Discussion ↗Article ↗494 ↗
#1Real-Time Space Mission Tracking DashboardC5/10A beautifully designed, high-information-density real-time tracking platform for active space missions with live telemetry, trajectory visualization, and contextual educational content.
Gemma 4 on iPhone
Discussion ↗Article ↗726 ↗
#1On-Device AI App Platform for MobileP6/10A developer platform that makes it dead simple to integrate high-quality on-device LLMs into mobile apps with a unified API across iOS and Android.
#2Privacy-First AI Tooling for Education AppsC7/10An SDK and managed service that lets education app developers embed on-device AI features (tutoring, grading, summarization) that never send student data off the device.
#3Local AI Personal Automation Layer for iPhoneC6/10An app that connects on-device LLMs to Siri Shortcuts and system APIs, enabling natural-language personal automation that runs entirely on-phone with no cloud dependency.
#4Uncensored Local Model Hosting and Management PlatformC5/10A desktop app that makes it one-click simple to run, fine-tune, and manage dealigned/unrestricted local LLMs with a polished UI and model marketplace.
Why Switzerland has 25 Gbit internet and America doesn't
Discussion ↗Article ↗616 ↗
#1Open-Access Fiber Infrastructure as a ServiceP6/10A company that builds and operates open-access fiber networks in underserved US municipalities, wholesaling capacity to any ISP willing to compete on the last mile.
#2Turnkey Municipal Broadband Planning PlatformC6/10A SaaS platform that gives small municipalities and community committees the financial models, regulatory templates, grant applications, and project management tools to launch their own fiber networks.
#3Competitive Pressure Simulation for Broadband MarketsC5/10A consulting and advocacy service that helps communities credibly signal competitive fiber buildout plans to force incumbent ISPs to upgrade their networks — without the community actually having to build anything.
German implementation of eIDAS will require an Apple/Google account to function
Discussion ↗Article ↗554 ↗
#1Sovereign Digital Identity Wallet for European GovernmentsP6/10An open-source, government-controlled digital identity wallet infrastructure that eliminates dependency on Apple/Google attestation services for eIDAS compliance.
#2Open Hardware Attestation Layer Independent of Big TechC6/10A hardware-backed device attestation service that works across any OS/ROM, using standardized secure element chips rather than Google Play Integrity or Apple attestation.
#3Platform-Neutral Government App Distribution InfrastructureC5/10A secure app distribution and update system for government-critical applications that bypasses app store requirements, allowing citizens to use official apps without Apple/Google accounts.
OpenScreen is an open-source alternative to Screen Studio
Discussion ↗Article ↗429 ↗
#1Opinionated Screen Recording with Auto-Polish EffectsP5/10A desktop screen recorder that automatically applies professional zoom, motion, and highlight effects to produce demo-quality videos with zero editing skill required.
#2Open-Source Self-Hosted Async Video Messaging PlatformC6/10A self-hostable, open-source Loom alternative that lets teams record, share, and comment on short screen recordings without sending data to a third-party cloud.
#3AI-Powered One-Click SaaS Replacement GeneratorC5/10A platform that takes a simple SaaS tool (screen recorder, bookmark manager, clipboard tool) and generates a local-first, no-subscription replacement as a browser extension or desktop app using AI code generation.
Running Gemma 4 locally with LM Studio's new headless CLI and Claude Code
Discussion ↗Article ↗321 ↗
#1Universal Local Model Gateway for AI Coding AgentsP5/10A standardized local inference server that exposes any open-weight model through API-compatible endpoints for all major AI coding tools (Claude Code, Cursor, Copilot) with zero configuration.
#2Low-Latency MCP Tool Server for Financial DataC7/10A managed MCP-native platform that serves normalized financial data (SEC filings, XBRL, global accounting standards) with sub-100ms tool-call latency optimized for conversational AI agents.
#3Agent-Aware Inference Optimizer for Local ModelsC6/10A local inference runtime specifically tuned for agentic coding workflows that prevents context loss, handles long multi-step chains gracefully, and optimizes for the bursty request patterns of coding agents rather than chat.
LÖVE: 2D Game Framework for Lua
Discussion ↗Article ↗347 ↗
#1One-Click Mobile Publishing for Indie Game FrameworksC5/10A managed build-and-publish service that takes games built in frameworks like LÖVE, MonoGame, or SDL and packages them for iOS, Android, and web with integrated IAP, ads, and app store submission.
AWS engineer reports PostgreSQL perf halved by Linux 7.0, fix may not be easy
Discussion ↗Article ↗393 ↗
#1Automated Database Kernel Compatibility Testing PlatformP5/10A continuous integration service that automatically benchmarks major databases against upcoming Linux kernel releases and flags performance regressions before they reach production.
#2Production PostgreSQL Kernel Tuning AutopilotC6/10An agent that automatically detects the running kernel version and applies optimal sysctl and boot parameters for PostgreSQL, including hugepages, preemption settings, and NUMA configuration.
Finnish sauna heat exposure induces stronger immune cell than cytokine responses
Discussion ↗Article ↗365 ↗
#1Smart Home Sauna With Automated Temperature ControlC5/10A connected home sauna system that automatically maintains optimal therapeutic temperature protocols and tracks health biomarkers over time.
My Google Workspace account suspension
Discussion ↗Article ↗356 ↗
#1Google Workspace Disaster Recovery and Migration PlatformP6/10An automated backup and instant-migration service that continuously mirrors your Google Workspace data (email, drive, calendar, contacts) to an independent system, enabling one-click failover to an alternative provider if your account is suspended.
#2Identity Layer Independent of Big Tech ProvidersC7/10A managed SSO and identity platform for SMBs that sits above Google/Microsoft, so losing one provider account doesn't lock you out of every third-party service you use for payroll, banking, and operations.
#3Managed Human Support Layer for Google Cloud ProductsC5/10A third-party premium support service staffed by ex-Google engineers that acts as your advocate and escalation path when Google's automated systems wrongly suspend, deindex, or break your account.
Someone at BrowserStack is leaking users' email addresses
Discussion ↗Article ↗379 ↗
#1Enterprise Data Leak Detection and Attribution PlatformP6/10A monitoring service that plants unique canary tokens and tracking identifiers across every SaaS vendor a company shares data with, instantly detecting and attributing leaks to the specific source.
#2Consent-Gated Email Inbox as a ServiceC6/10An email service where every new sender must be explicitly approved before their messages reach your inbox, with one-click permanent revocation — bringing the Hey.com consent model to standard IMAP-compatible email.
#3Cryptographic Per-Vendor Email Identity SystemC6/10A service that generates truly unique, non-guessable email aliases for every vendor signup, with automatic forwarding and one-click disable, replacing the easily-defeated plus-addressing and pattern-based alias schemes.
#4SaaS Vendor Privacy Compliance Auditing PlatformC7/10An automated platform that continuously monitors whether your SaaS vendors are sharing customer data with enrichment platforms like Apollo, by deploying honeypot signups and tracking data flow across the sales-tech ecosystem.
April 4, 202633 ideas
Tell HN: Anthropic no longer allowing Claude Code subscriptions to use OpenClaw
Discussion ↗1,052 ↗
#1Vendor-Neutral AI Agent Orchestration LayerP6/10An open-source orchestration platform that lets developers run AI coding agents across any LLM provider without vendor lock-in, managing API keys, usage caps, and cost optimization transparently.
#2Predictable-Cost AI Coding Subscription TiersC5/10A premium AI coding service offering guaranteed capacity tiers with no afternoon rate limits, fixed monthly pricing, and SLA-backed availability windows for professional developers.
#3Agent-Agnostic MCP Tool MarketplaceC6/10A marketplace and runtime for composable MCP-based developer tools that work across any AI coding agent CLI, letting developers build custom workflows without being locked to one vendor's ecosystem.
Show HN: A game where you build a GPU
Discussion ↗Article ↗829 ↗
#1Interactive Hardware Architecture Learning Platform for SchoolsP6/10A browser-based game platform that teaches computer architecture (CPU, GPU, memory systems) through progressive circuit-building puzzles, sold as a curriculum tool to schools and universities.
#2AI-Powered Circuit Tutor With Adaptive FeedbackC5/10An AI teaching assistant layer for hardware simulation tools that reviews student-built circuits, explains model solutions, provides dynamic hints, and adapts difficulty based on skill level.
#3Take-Home Electronics and Soldering Kits SubscriptionC5/10A monthly subscription box delivering progressively complex electronics and soldering projects — from basic logic gates to simple processors — with app-guided instruction.
Embarrassingly simple self-distillation improves code generation
Discussion ↗Article ↗614 ↗
#1Self-Distillation-as-a-Service for Code Model OptimizationP5/10A platform that applies self-distillation techniques to fine-tune any organization's code generation models, improving pass rates without requiring verified training data or reward models.
#2Adaptive Decoding Engine for Code GenerationC5/10A middleware layer that dynamically switches between exploration and precision decoding modes during code generation, detecting fork vs. lock positions in real-time to optimize token selection.
#3Lean Domain-Specific Code Models for Power UsersC6/10A service that trains and serves stripped-down, blazing-fast code models fine-tuned exclusively on a developer's specific language stack and toolchain, eliminating wasted capacity on irrelevant knowledge.
How many products does Microsoft have named 'Copilot'?
Discussion ↗Article ↗712 ↗
#1Enterprise AI Feature Discovery and Navigation PlatformC5/10A tool that maps, indexes, and explains the actual capabilities of overlapping enterprise AI features across vendors like Microsoft, Google, and Salesforce so buyers and IT teams know what they're actually paying for.
OpenClaw privilege escalation vulnerability
Discussion ↗Article ↗505 ↗
#1Automated Security Scanner for Self-Hosted AI ToolsP7/10A continuous security monitoring service that scans self-hosted AI infrastructure (like OpenClaw, Ollama, etc.) for misconfigurations, exposed endpoints, and known vulnerabilities.
#2Hardened AI Sandbox Runtime for Non-Expert UsersC7/10A one-click secure runtime environment that wraps any local AI tool (coding agents, LLM UIs, etc.) in a properly isolated sandbox with least-privilege defaults, network controls, and audit logging.
#3AI Infrastructure Default Configuration AuditorC6/10A CLI tool and SaaS dashboard that audits the configuration of self-hosted AI services against security best practices, flags dangerous defaults like binding to 0.0.0.0, and auto-remediates with one command.
Apple approves driver that lets Nvidia eGPUs work with Arm Macs
Discussion ↗Article ↗452 ↗
#1Unified GPU Compute Layer for Mac HardwareP6/10A middleware platform that lets developers use external Nvidia GPUs on Apple Silicon Macs for ML training and inference without needing CUDA, abstracting away driver and interconnect complexity.
#2CUDA Compatibility Shim for Non-CUDA GPUsC6/10A translation layer that lets existing CUDA codebases run on non-CUDA compute backends (like tinygrad's driver) with minimal code changes, targeting scientific and ML workloads.
#3Hybrid Mac-eGPU Inference Optimization EngineC5/10An intelligent model sharding system that automatically splits LLM layers between Apple Silicon's large unified memory and an external Nvidia GPU's fast VRAM, optimizing for Thunderbolt bandwidth constraints.
Author of "Careless People" banned from saying anything negative about Meta
Discussion ↗Article ↗809 ↗
#1Corporate Whistleblower Legal Defense PlatformP5/10A legal-tech platform that connects corporate whistleblowers with specialized attorneys, pre-negotiates severance review, and provides litigation funding against retaliatory non-disparagement enforcement.
#2Severance Agreement Clause Analyzer and Negotiation ToolC6/10An AI-powered tool that scans severance and employment agreements, flags onerous clauses (non-disparagement, forced arbitration, broad NDAs), scores enforceability by jurisdiction, and generates counter-proposals.
#3Tamper-Proof Digital Book Ownership PlatformC5/10A platform for purchasing DRM-free, cryptographically signed ebooks that guarantees the buyer's copy can never be revoked, edited, or altered post-purchase.
The FAA’s flight restriction for drones is an attempt to criminalize filming ICE
Discussion ↗Article ↗536 ↗
#1Government Accountability Drone Surveillance PlatformP4/10A platform that aggregates, verifies, and distributes citizen-captured aerial footage of government operations to journalists and legal organizations.
#2Privacy-First Custom Drone Builder Kit PlatformC5/10An all-in-one e-commerce and education platform selling pre-configured privacy-focused drone kits with encrypted communications, no GPS logging, and no Remote ID — bundled with build guides and firmware support.
#3Real-Time Airspace Legal Compliance Alert SystemC5/10A mobile app for drone pilots that monitors dynamically changing TFRs, law enforcement proximity zones, and ambiguous flight restrictions in real time, alerting pilots before they inadvertently violate regulations.
Claude Code Found a Linux Vulnerability Hidden for 23 Years
Discussion ↗Article ↗399 ↗
#1AI-Powered Legacy Codebase Security Auditing PlatformP7/10A managed service that continuously scans large, mature codebases (OS kernels, infrastructure software, enterprise C/C++) using frontier LLMs to find deep, long-hidden vulnerabilities that static analyzers miss.
#2AI Vulnerability Triage and False-Positive Filtering EngineC8/10A platform that sits downstream of AI security scanners, automatically classifying and ranking their findings to separate real bugs from hallucinated or irrelevant reports, dramatically reducing human review time.
#3Closed-Source Binary Security Analysis via LLM AgentsC6/10A security product that combines AI-assisted decompilation with LLM reasoning to find vulnerabilities in proprietary, closed-source software where source code is unavailable.
#4Cost-Optimized Security Scanning Orchestration for CodebasesC5/10A tool that intelligently partitions codebases and routes security analysis tasks to the cheapest capable model (from Opus down to open-source), minimizing token spend while maximizing bug-finding coverage.
Delve removed from Y Combinator
Discussion ↗Article ↗481 ↗
#1Transparent Open-Source Compliance Automation PlatformP6/10A compliance-as-a-service platform built fully on open-source tooling with public audit trails, open methodology, and verifiable evidence collection — the anti-Delve.
#2Open-Source License Violation Detection for CodebasesC7/10An automated tool that continuously scans a company's codebase and dependencies to detect open-source license violations before they become legal or reputational liabilities.
#3Vendor Trust Verification and Due Diligence PlatformC6/10A platform that independently verifies vendor compliance claims by cross-referencing public records, audit reports, code provenance, and real-time signals — giving buyers confidence their vendors are actually compliant.
German men 18-45 need military permit for extended stays abroad
Discussion ↗Article ↗379 ↗
#1Compliance Platform for Military Travel Permit RequirementsP5/10A SaaS platform that helps German men aged 17-45 navigate and obtain the required Bundeswehr travel permits for extended stays abroad, integrating with government systems to streamline the application process.
#2Real-Time Legislative Change Alerting for CitizensC6/10A personalized legal monitoring service that scans new legislation across EU countries and alerts citizens when laws directly affect their rights, obligations, or daily life — like a credit monitoring service but for your legal status.
#3Emergency Citizen Registration and Evacuation Coordination PlatformC5/10A government-contract SaaS platform that makes it trivially easy for citizens to register their international travel plans and enables rapid coordination during evacuation scenarios — replacing the clunky ELEFAND system.
#4Open Source Legislative Version Control and Diff PlatformC6/10A GitHub-like platform that tracks every change to a country's laws with clean diffs, annotations, and plain-language summaries — making it possible for anyone to see exactly what changed in legislation and when.
April 3, 202629 ideas
Artemis II crew take “spectacular” image of Earth
Discussion ↗Article ↗855 ↗
#1Modern Search Engine for Government Media AssetsC5/10A fast, well-indexed search and discovery platform for public-domain government imagery (NASA, NOAA, USGS, etc.) with proper metadata, resolution filtering, and instant previews.
Decisions that eroded trust in Azure – by a former Azure Core engineer
Discussion ↗Article ↗1,213 ↗
#1Independent Cloud Reliability Auditing and Scoring PlatformP6/10A third-party service that continuously benchmarks and scores cloud providers on real reliability metrics — uptime, incident response, security posture, architecture quality — giving enterprises unbiased data to make cloud decisions.
#2Cloud Security Architecture Review as a ServiceP5/10An expert-led service that audits cloud provider host-level and hypervisor-level security architecture for enterprises, identifying risks like the host-side web service attack surface described in the post.
#3Multi-Cloud Custody and Vendor Lock-in Insurance PlatformC6/10A platform that helps enterprises maintain portable, multi-cloud deployments with automated failover, so they aren't held hostage when a primary cloud relationship deteriorates — essentially 'cloud custody' management.
#4Engineering Knowledge Continuity Platform for Large OrgsC7/10A tool that captures institutional engineering knowledge — system architecture decisions, tribal knowledge, ownership context — so that when engineers churn or get laid off, critical understanding isn't lost.
iNaturalist
Discussion ↗Article ↗468 ↗
#1Open Source Species ID Models as APIP7/10A commercial API and on-device SDK offering state-of-the-art open-weight species identification models for plants, insects, and animals, monetized through volume-based pricing for app developers and researchers.
#2Privacy-First Location Fuzzing for Citizen ScienceC5/10A middleware layer or SDK that citizen-science platforms integrate to automatically fuzz user location data with intelligent offsets, preventing home-address doxxing while preserving scientific usefulness of observations.
#3High-Performance Geospatial Map Rendering PlatformC6/10A managed service and developer toolkit that renders tens of millions of interactive map pins performantly out of the box, targeting developers who outgrow Leaflet or Mapbox's standard tiers.
Show HN: I built a frontpage for personal blogs
Discussion ↗Article ↗726 ↗
#1Human-Verified Content Discovery Platform for AI EraP6/10A curated discovery engine that aggregates and ranks content from verified human creators across blogs, newsletters, and independent publications, with provenance guarantees that nothing is AI-generated.
#2Local-First Personalized Blog Feed with On-Device AIC6/10A privacy-first blog reader that runs a personalization algorithm entirely on-device, learning your preferences from your reading behavior without sending data to any server.
#3Authenticity Certification Service for Published Books and ContentC6/10A verification and certification service that publishers, authors, and platforms use to prove content was created by humans, functioning as a trust mark for the AI content era.
#4Modern Blog Comment Infrastructure as a ServiceC5/10A lightweight, embeddable commenting system designed for static site generators that handles spam, identity, and community moderation without requiring a backend — essentially Disqus rebuilt for the modern indie web.
We replaced RAG with a virtual filesystem for our AI documentation assistant
Discussion ↗Article ↗344 ↗
#1Filesystem-native context layer for AI agentsP6/10A developer infrastructure product that exposes any knowledge base as a virtual POSIX filesystem so AI agents can navigate documentation using familiar shell commands instead of RAG pipelines.
#2Unified personal knowledge search across email and filesC5/10A local-first AI search tool that indexes your email, documents, and PDFs and lets you query your personal knowledge base using free or local LLMs.
#3Hierarchical knowledge organization middleware for enterprisesC6/10An infrastructure layer that automatically discovers and imposes navigable structure on messy enterprise knowledge bases, making them agent-traversable without requiring manual taxonomy.
Show HN: Apfel – The free AI already on your Mac
Discussion ↗Article ↗688 ↗
#1Local-First AI Middleware for Enterprise Mac FleetsP6/10An enterprise platform that orchestrates Apple's on-device AI models across Mac fleets for sensitive document processing, classification, and summarization — zero data leaves the device.
#2Secure Local AI Gateway with Sandboxed Access ControlC5/10A localhost AI server that exposes on-device models to local applications through authenticated, sandboxed endpoints — preventing unauthorized access from browser JavaScript or rogue apps.
#3Privacy-First Document AI Using On-Device ModelsC6/10A desktop app for lawyers, doctors, and accountants that uses Apple's on-device vision and language models to OCR, classify, extract, and summarize sensitive documents without any cloud dependency.
F-15E jet shot down over Iran
Discussion ↗Article ↗530 ↗
#1Real-Time OSINT Aggregation for Conflict EventsC6/10A platform that automatically aggregates, deduplicates, and verifies breaking military and geopolitical events across dozens of sources in real time, providing a single canonical timeline.
#2Modern SERE-Inspired Civilian Survival Training PlatformC5/10An online and in-person training platform that adapts military survival, evasion, resistance, and escape methodologies for civilian professionals who travel to high-risk regions.
April 2026 TLDR Setup for Ollama and Gemma 4 26B on a Mac mini
Discussion ↗Article ↗309 ↗
#1Unified Local LLM Runtime That Actually WorksC6/10A single local LLM inference engine that auto-selects the optimal backend (llama.cpp, MLX, etc.), handles model compatibility, and exposes a reliable OpenAI-compatible API for all coding agents and IDEs.
#2Local Model Routing for Mixed Coding WorkflowsC5/10A smart proxy layer that automatically routes coding requests to the best-fit local model — using fast small models for simple tasks and larger models for complex reasoning — optimizing speed, memory, and quality.
Samsung Magician disk utility takes 18 steps and two reboots to uninstall
Discussion ↗Article ↗396 ↗
#1Universal Clean Uninstaller for Desktop SoftwareP5/10A system utility that fully removes any application — including kernel extensions, launch daemons, cached files, and package receipts — in one click, replacing the broken uninstall processes that vendors ship.
#2Lightweight Native Hardware Utility SDK for VendorsC5/10A cross-platform SDK that lets hardware vendors (SSD, GPU, peripheral makers) ship small, native companion utilities instead of bloated Electron apps — covering firmware updates, health monitoring, and diagnostics out of the box.
Oracle files H-1B visa petitions amid mass layoffs
Discussion ↗Article ↗492 ↗
#1H-1B Compliance and Workforce Audit PlatformC5/10A SaaS platform that monitors companies' layoff-to-hiring ratios, flags visa petition compliance risks, and provides real-time workforce analytics for immigration attorneys, HR departments, and regulators.
#2Transparent Job Posting Verification for Visa Labor TestsC5/10A platform that aggregates and verifies the legitimacy of job postings used for PERM labor certification, making it impossible for companies to hide required ads in obscure small-town newspapers.
NHS staff refusing to use FDP over Palantir ethical concerns
Discussion ↗Article ↗333 ↗
#1Ethics-First Health Data Platform for Public SystemsP6/10A sovereign, open-source health data integration platform purpose-built for public healthcare systems that keeps data residency and governance fully within the national system.
#2Modern Clinical Software UX Layer for NHSC6/10A lightweight, modern UX middleware that sits on top of existing NHS clinical systems to fix egregious usability problems — starting with searchable drug selection, smart forms, and typeahead lookups.
#3Government Tech Contract Intelligence and Audit PlatformC5/10A transparency platform that aggregates, analyses, and benchmarks government technology contracts — surfacing overpriced deals, vendor lock-in patterns, and comparable pricing from similar procurements.
April 2, 202643 ideas
LinkedIn is searching your browser extensions
Discussion ↗Article ↗1,807 ↗
#1Browser Extension Privacy Shield for Enterprise UsersP6/10A lightweight browser-level agent that detects, blocks, and reports when websites attempt to fingerprint or scan your installed extensions.
#2Regulatory Compliance Scanner for Web FingerprintingP6/10A SaaS platform that continuously audits websites for browser fingerprinting practices and flags violations of DMA, GDPR, ADA, and US employment law.
#3LinkedIn Alternative With Privacy-First Professional NetworkingC5/10A professional networking platform that differentiates on zero surveillance, no dark patterns, and transparent data practices — targeting the growing segment of professionals fed up with LinkedIn's manipulative tactics.
#4Enterprise Browser Extension Audit and Policy EngineC6/10A corporate IT tool that inventories all browser extensions across an organization, flags those that leak data to sites like LinkedIn, and enforces extension policies by role and department.
Artemis II Launch Day Updates
Discussion ↗Article ↗1,081 ↗
#1AI-Powered Live Event Technical Commentary LayerC5/10A real-time overlay or companion app that provides accurate, expert-level technical commentary for live space launches and other complex engineering events, correcting errors from official streams.
#2Spacecraft Mission Risk Transparency DashboardC5/10A public-facing platform that aggregates, visualizes, and contextualizes Loss of Crew (LOC) probabilities and known technical risks for crewed space missions using official and independent engineering assessments.
Google releases Gemma 4 open models
Discussion ↗Article ↗1,607 ↗
#1On-Device AI Agent Platform for Mobile AppsP7/10A developer platform that packages Gemma 4's small multimodal models (2B/4B) into drop-in SDKs for building privacy-first AI features in mobile apps — voice commands, OCR, image understanding — all running locally without cloud calls.
#2Open-Weight Model Fine-Tuning and Serving PlatformP6/10A managed platform that lets companies fine-tune, quantize, and deploy the latest open-weight models (Gemma 4, Qwen, etc.) with one-click — handling the gnarly infra so teams ship AI products instead of debugging CUDA.
#3LLM-Powered Spam Filter With Continuous LearningC6/10An email/messaging spam filter that uses small open-weight LLMs for classification, combined with a continuous feedback loop from user labels to retrain and stay ahead of evolving spam tactics.
#4Privacy-First Local Voice Translation Device AppC5/10A mobile translation app that runs entirely on-device using Gemma 4's audio-input small models, offering real-time voice translation without sending any data to the cloud.
Sweden goes back to basics, swapping screens for books in the classroom
Discussion ↗Article ↗871 ↗
#1Modern Curriculum Platform for Paper-First SchoolsP6/10A publisher-tech hybrid that provides beautifully designed, modular physical textbooks with optional thin digital companion layers (QR to audio, teacher dashboards for progress tracking) — built for the wave of schools returning to paper.
#2AI Tutor With Anti-Cheating Pedagogical DesignC7/10An AI homework assistant that uses Socratic questioning and adaptive hints — never giving answers directly — with a parent/teacher dashboard showing learning engagement vs. answer-seeking behavior.
#3Managed Device Lockdown for School-Issued HardwareC5/10A lightweight MDM specifically for K-12 that transforms any laptop/tablet into a locked-down learning appliance — no browser tabs, no games, only approved educational apps — with one-click teacher overrides.
Steam on Linux Use Skyrocketed Above 5% in March
Discussion ↗Article ↗747 ↗
#1Proton-Native Game Porting Automation PlatformP5/10A CI/CD platform that automatically tests, profiles, and certifies Windows game compatibility on Linux, giving publishers a one-click path to Linux support.
#2One-Click Windows-to-Linux Migration Tool for NormiesC7/10An end-to-end desktop migration tool that transfers bookmarks, cloud storage files, app settings, and finds Linux equivalents for every installed Windows application.
#3Linux Hardware Compatibility Verification ServiceC6/10A pre-purchase hardware compatibility checker and post-purchase driver configuration service for Linux gamers, covering peripherals like sim racing gear, controllers, and eGPUs.
#4Anti-Cheat Linux Compatibility Middleware LayerC5/10A middleware SDK that game developers integrate once to get anti-cheat that works natively across Windows and Linux without requiring separate implementations.
Qwen3.6-Plus: Towards real world agents
Discussion ↗Article ↗559 ↗
#1Self-Recovering AI Agent Framework for Long-Horizon TasksP6/10An agent orchestration layer that detects when an AI model has gone off-track mid-task, automatically checkpoints state, and manages backtracking and recovery without human intervention.
#2Model-Agnostic AI Cost Optimizer and RouterC7/10An intelligent API routing layer that automatically selects the cheapest model capable of handling each specific request, dynamically switching providers as new models launch and prices change.
#3Independent AI Model Benchmarking and Trust PlatformC6/10A third-party benchmarking service that runs standardized, adversarial evaluations against all current frontier models simultaneously, publishing transparent and unmanipulable comparison reports.
#4Privacy-First Local AI Model Deployment PlatformC7/10A turnkey appliance or managed service that makes running open-weight AI models on-premise or in a customer's own cloud as easy as calling a hosted API, with enterprise security and compliance built in.
Lemonade by AMD: a fast and open source local LLM server using GPU and NPU
Discussion ↗Article ↗532 ↗
#1Unified Local AI Runtime for All ModalitiesP6/10A single local server that orchestrates text, image, and audio AI models with hardware-optimized backends and a unified API.
#2Universal Local AI API Translation LayerC5/10A lightweight proxy that normalizes all major AI provider APIs (Ollama, Anthropic, OpenAI, etc.) into a single standard format for local model serving.
#3One-Click Home AI Server for Smart HomesC6/10A turnkey appliance or software package that runs local AI models optimized for home automation — voice control, image recognition, and LLM-powered routines — without cloud dependencies.
Tailscale's new macOS home
Discussion ↗Article ↗499 ↗
#1Reliable macOS Menu Bar Manager AppC5/10A native, well-maintained macOS menu bar management app that reliably hides, organizes, and surfaces overflow icons — solving the notch problem Apple refuses to fix.
#2Turnkey Home Network Remote Access ApplianceC6/10A plug-and-play hardware device (or pre-configured software image) that sets up a full home VPN with exit node capability, media streaming, and a simple invite flow for non-technical family members.
#3Passwordless Identity Layer for Private NetworksC5/10A passkey-native authentication service that lets users create and join private networks (like Tailscale tailnets) without depending on third-party SSO providers like Google, Apple, or Microsoft.
Cursor 3
Discussion ↗Article ↗469 ↗
#1Model-Agnostic AI Coding Middleware LayerP6/10An open-source abstraction layer that lets any IDE or coding tool seamlessly swap between AI models (Claude, GPT, Gemini, open-source) with unified context management and prompt routing.
#2Developer-First AI IDE With Code-Centric UXC7/10An AI-augmented code editor that keeps the traditional IDE layout as the primary interface, with AI assistance surfaced inline and in sidebars rather than through a chat-first paradigm.
#3Stable AI Dev Tools For Linux-First TeamsC5/10A thoroughly tested, Linux-native AI coding environment distributed via native packages for major distros with first-class Wayland support and enterprise Linux compatibility.
#4Dual-Track IDE: Stable Core Plus Experimental AIC6/10A code editor with two distinct modes — a rock-solid traditional IDE track for daily professional work and a separate experimental AI-forward track for trying cutting-edge agent features — with seamless switching between them.
Artemis computer running two instances of MS outlook; they can't figure out why
Discussion ↗Article ↗448 ↗
#1Mission-Grade Endpoint Management for Aerospace OperationsC5/10A locked-down, aerospace-certified endpoint OS and device management platform that guarantees no unexpected software processes, no unauthorized updates, and deterministic behavior on crew-facing computers in spacecraft, aircraft, and remote research stations.
#2Bandwidth-Aware Update and Traffic Control GatewayC6/10A network appliance or software gateway deployed at expensive or metered connection egress points that intercepts, prioritizes, and blocks unauthorized software updates and telemetry traffic from any OS or application — specifically designed for satellite, shipboard, and remote connectivity.
SpaceX files to go public
Discussion ↗Article ↗392 ↗
#1Pre-IPO Secondary Market for Space Economy StocksP5/10A regulated secondary marketplace specifically for pre-IPO shares in space and deep-tech companies, offering retail investors earlier access to companies like SpaceX before public listing.
#2Index Fund IPO Impact Analyzer for RetailC6/10A tool that alerts 401k and index fund holders when a new IPO will automatically enter their portfolio, showing dilution impact, risk exposure, and optionality to hedge or rebalance.
#3Real-Time Sentiment Tracker for Hardware IPO StocksC6/10An AI-powered platform that ingests live video feeds, social media, and launch telemetry from public hardware companies to generate real-time sentiment and event-risk scores for traders.
#4Space Launch Cost Benchmarking Intelligence PlatformC7/10A subscription analytics service that tracks and benchmarks the true cost-per-kg to orbit across all global launch providers, helping satellite operators and governments optimize procurement.
Email obfuscation: What works in 2026?
Discussion ↗Article ↗356 ↗
#1Automated Email Protection Service for Static SitesP5/10A drop-in script or API that automatically applies the most effective email obfuscation techniques to any website, adapting as harvester capabilities evolve.
#2Local LLM-Powered Personal Email Spam FilterC6/10A privacy-first desktop app that connects to any email account via IMAP and uses a local LLM to filter spam with near-perfect accuracy, no cloud required.
Artemis II will use laser beams to live-stream 4K moon footage at 260 Mbps
Discussion ↗Article ↗357 ↗
#1Deep Space Optical Communication Infrastructure as a ServiceP6/10A company that builds and sells compact, modular laser communication terminals for satellites, lunar missions, and deep-space probes — replacing legacy RF systems with 10-100x higher bandwidth optical links.
#2Indie Premium Live Event Streaming Production CompanyC6/10A turnkey live production company that deploys multi-camera, cinema-quality coverage of rocket launches, space events, and other one-off spectacles — selling direct to streaming platforms and licensing footage.
The Weather Channel – RetroCast
Discussion ↗Article ↗314 ↗
#1Retro-Styled Ambient Information Displays for Smart HomesP5/10A hardware/software product that renders real-time data (weather, stocks, news) in nostalgic retro TV aesthetics on small dedicated screens for homes and offices.
#2AI-Generated Ambient Video Streams With Live DataC5/10A platform that uses generative AI to produce infinitely looping, customizable ambient video streams overlaid with real-time data like weather, calendar, and news.
April 1, 202621 ideas
EmDash – A spiritual successor to WordPress that solves plugin security
Discussion ↗Article ↗617 ↗
#1Sandboxed Plugin Runtime for CMS PlatformsP6/10A security-first plugin execution engine that runs third-party CMS extensions in isolated sandboxes, preventing any single plugin from compromising the entire site.
#2AI-Powered Rust Web Service Generator for SMBsC6/10A platform that lets non-Rust developers describe business logic in plain language and get production-ready, single-binary Rust web services (blogs, CMS, ticketing, forums) deployed instantly.
#3WordPress Plugin Compatibility Layer for Modern CMSesC7/10A translation runtime that lets new CMS platforms run existing WordPress plugins unmodified, solving the cold-start ecosystem problem that kills every WordPress alternative.
#4AI-Exploit Early Warning System for CMS SitesC7/10A continuous security monitoring service that uses AI to proactively discover vulnerabilities in WordPress plugins before attackers do, alerting site owners and auto-patching where possible.
Claude Code Unpacked : A visual guide
Discussion ↗Article ↗1,067 ↗
#1Interactive documentation platform for complex software internalsP5/10A tool that automatically generates interactive, visual architecture guides from leaked or open-source codebases, helping developers understand how complex tools actually work under the hood.
#2AI code quality auditor for vibe-coded projectsC6/10An automated tool that continuously analyzes AI-generated codebases for technical debt, architectural rot, and maintainability issues, providing actionable refactoring plans prioritized by business impact.
#3AI content authenticity and substance detector for developersC5/10A browser extension and API that scores technical content for actual information density versus polished-but-empty AI-generated filler, helping developers filter signal from noise.
DRAM pricing is killing the hobbyist SBC market
Discussion ↗Article ↗541 ↗
#1Memory-Efficient SBC OS for Constrained HardwareP5/10A purpose-built lightweight Linux distribution and toolchain optimized to run useful workloads (home automation, NAS, media server) in 1-2GB RAM on single-board computers.
#2Refurbished Corporate Hardware Marketplace for HobbyistsC5/10A curated marketplace that sources off-lease corporate PCs and laptops, benchmarks and grades them, and sells them as dev/homelab machines to hobbyists and students priced well below new SBCs.
#3Microcontroller-First IoT Development PlatformC6/10An integrated development platform that makes it easy to build connected IoT projects on microcontrollers (like Pi Pico 2W) instead of full Linux SBCs, with pre-built components for web servers, OTA updates, and device management.
Show HN: 1-Bit Bonsai, the First Commercially Viable 1-Bit LLMs
Discussion ↗Article ↗408 ↗
#1Edge AI Inference Engine for 1-Bit ModelsP7/10A commercial runtime and SDK that deploys 1-bit LLMs on microcontrollers, IoT devices, and edge hardware with optimized binary compute kernels.
#2On-Device AI App Store for PhonesC6/10A mobile platform that curates, packages, and runs small quantized and 1-bit LLMs locally on smartphones for specific tasks like translation, classification, and summarization — no cloud needed.
#3Specialized Binary Neural Network Training PlatformC7/10A cloud platform and framework for training models natively in binary arithmetic, implementing Boolean variation backpropagation instead of float-based gradient descent.
#4Task-Specific Tiny Model Fine-Tuning ServiceC6/10A managed service where customers upload labeled data and get back a fine-tuned sub-3B parameter 1-bit model optimized for their specific classification, extraction, or summarization task — deployable anywhere.
Show HN: Git bayesect – Bayesian Git bisection for non-deterministic bugs
Discussion ↗Article ↗302 ↗
#1Probabilistic Developer Tools for Non-Deterministic SoftwareP6/10A suite of Bayesian-powered developer tools that replace traditional binary pass/fail debugging workflows with probabilistic reasoning for flaky tests, intermittent bugs, and non-deterministic systems.
#2Code-Structure-Aware Regression Finder Using Dependency GraphsC6/10A CI/CD tool that combines code dependency graph analysis with Bayesian inference to automatically identify the most likely culprit commits for regressions, reducing debugging time by prioritizing structurally risky changes.
#3Bayesian Performance Regression Detection for Noisy BenchmarksC5/10A performance monitoring tool that uses Bayesian inference to detect genuine performance regressions amid noisy benchmark data, pinpointing the exact commit responsible without requiring arbitrary thresholds or excessive reruns.
#4Probabilistic Signal Validator for Quantitative Trading StrategiesC5/10A Bayesian inference platform that replaces fixed-threshold backtesting with probabilistic validation of trading signals, distinguishing genuinely predictive patterns from noise using entropy-minimizing search over strategy parameters.
I quit. The clankers won
Discussion ↗Article ↗404 ↗
#1Aggressive Caching Layer for AI Coding ToolsC6/10A middleware/proxy that caches file reads, web fetches, and documentation lookups for AI developer tools, dramatically reducing redundant compute and network calls.
#2Local-First AI Dev Assistant with GuardrailsC6/10A local-only AI coding assistant that runs on-device, deliberately limits its autonomy to prevent environment-breaking mistakes, and forces developers to stay engaged rather than blindly delegating.
#3Cognitive Fitness Platform for Knowledge WorkersC5/10A structured daily practice platform that helps knowledge workers maintain and sharpen critical thinking, writing, and reasoning skills as AI handles more routine cognitive tasks.
March 31, 202658 ideas
Axios compromised on NPM – Malicious versions drop remote access trojan
Discussion ↗Article ↗1,875 ↗
#1Automated Supply Chain Attack Detection for Package RegistriesP7/10A real-time monitoring service that detects compromised packages on npm, PyPI, crates.io, and other registries by analyzing behavioral anomalies like credential-bypassed publishes, injected phantom dependencies, and suspicious postinstall scripts.
#2Zero-Trust Dependency Firewall for Development EnvironmentsC7/10A local proxy that intercepts all package installs, enforces configurable quarantine periods, blocks postinstall scripts by default, and provides a unified policy layer across npm, pip, cargo, and Go modules.
#3Dependency Security Copilot for AI Coding AgentsC8/10A plugin for LLM coding agents (Cursor, Claude Code, Copilot Workspace) that intercepts dependency operations, validates packages against threat intelligence, and prevents agents from blindly installing or upgrading to compromised versions.
#4Managed Dependency Mirror with Built-In QuarantineC7/10A hosted private registry proxy that mirrors npm, PyPI, and crates.io with an automatic 72-hour quarantine on all new publishes, behavioral analysis scanning, and instant rollback — so teams never pull a package version less than 3 days old.
The Claude Code Source Leak: fake tools, frustration regexes, undercover mode
Discussion ↗Article ↗1,255 ↗
#1AI Code Provenance and Supply Chain AuditingP6/10A platform that scans npm packages, PyPI modules, and other registries for accidentally leaked source maps, prompts, API keys, and internal business logic — alerting maintainers before attackers find them.
#2AI Authorship Detection for Code ContributionsC6/10A tool that integrates with GitHub/GitLab to probabilistically flag whether a pull request or commit was written by an AI agent, giving maintainers transparency without relying on self-disclosure.
#3Prompt and System Instruction Leak Prevention PlatformC5/10An automated pre-release scanner and runtime guard that detects when system prompts, internal codenames, operational metrics, or business context embedded in AI agent code would be exposed to end users or public registries.
Claude Code's source code has been leaked via a map file in their NPM registry
Discussion ↗Article ↗2,006 ↗
#1Automated Supply Chain Security Scanner for NPMP6/10A continuous monitoring service that scans NPM registries, PyPI, and other package managers for accidental source code leaks, exposed secrets, and map files before attackers find them.
#2Open Source AI Coding Agent With Full TransparencyC5/10A fully open-source, self-hostable AI coding agent that matches Claude Code's capabilities — cost tracking, proxy coordination, vim integration — without vendor lock-in or hidden prompt engineering.
#3AI Feature Flag and Roadmap Intelligence PlatformC6/10A competitive intelligence service that automatically reverse-engineers feature flags, unreleased capabilities, and product roadmaps from competitors' shipped code, SDKs, and API responses.
Open source CAD in the browser (Solvespace)
Discussion ↗Article ↗351 ↗
#1Lightweight Browser-Native CAD for Hardware TeamsP6/10A fully browser-based parametric CAD tool under 5MB that requires zero installation, targeting rapid prototyping and collaboration for hardware startups and maker teams.
#2LLM-to-CAD Generation Platform for EngineersC7/10A platform that converts natural language and LLM-generated code into manufacturable 3D CAD models, with an optimized intermediate representation designed for AI output.
#3Open-Source Parasolid Kernel AlternativeC6/10A cleanroom open-source geometric modeling kernel with Parasolid-compatible behavior, offered as a commercial-friendly library for CAD tool builders.
#4FreeCAD Cloud Rendering and Visualization ServiceC5/10A cloud rendering add-on for FreeCAD that provides photorealistic visualization and presentation-quality output directly integrated into the open-source workflow.
Artemis II is not safe to fly
Discussion ↗Article ↗843 ↗
#1Independent Aerospace Safety Audit PlatformP5/10A crowdsourced technical review platform where independent engineers can collaboratively analyze and publish safety assessments of government and commercial space missions, with structured data and transparent methodology.
#2Aerospace Thermal Protection Testing as a ServiceC5/10A commercial full-scale thermal protection system testing facility that can simulate actual reentry conditions on large-format heat shields, offered as a service to NASA, SpaceX, and other spacecraft manufacturers.
#3Mission Risk Intelligence Platform for Space InsuranceC6/10A data-driven risk scoring platform for space missions that aggregates engineering anomalies, test results, program history, and expert assessments to generate actuarial-grade risk profiles for spacecraft insurers and investors.
OpenAI closes funding round at an $852B valuation
Discussion ↗Article ↗480 ↗
#1Retail Access Platform for Pre-IPO AI StakesC6/10A regulated platform that packages fractional pre-IPO shares in major AI companies into accessible investment products for retail investors.
#2AI Content Detection and Filtering Browser LayerC5/10A browser extension and API that detects and visually flags AI-generated content across web pages, emails, and search results, letting users filter or de-rank it.
#3AI Bubble Prediction Markets and Hedging ToolsC5/10A financial analytics platform that aggregates prediction-market odds, funding data, and sentiment signals to help investors hedge against or bet on an AI market correction.
Why the US Navy won't blast the Iranians and 'open' Strait of Hormuz
Discussion ↗Article ↗415 ↗
#1Maritime Route Risk Intelligence for Cargo ShippersP6/10A real-time risk scoring and alternative routing platform for commercial shipping through contested straits and chokepoints.
#2Low-Cost Counter-Drone Defense Systems for NaviesC6/10A modular, affordable anti-drone defense system that can be rapidly deployed on naval vessels and coastal installations to counter mass drone swarms.
#3Distributed Energy Infrastructure Resilience Planning PlatformC5/10A SaaS platform that models cascading failure scenarios for global energy infrastructure and helps governments and energy companies build redundancy plans.
#4Reshored Defense Manufacturing Coordination MarketplaceC6/10A platform connecting defense primes with domestic manufacturers to rapidly qualify and onboard US-based suppliers for critical munitions and components at scale.
Ollama is now powered by MLX on Apple Silicon in preview
Discussion ↗Article ↗623 ↗
#1Unified Local LLM Runtime for Apple SiliconP6/10A single optimized inference engine that automatically selects the best backend (MLX, llama.cpp, Metal) based on model and hardware, abstracting away the fragmented local AI stack.
#2Local-First AI Coding Agent With No CloudC7/10A Claude Code-equivalent coding assistant that runs entirely on local hardware, with no cloud dependency, usage tracking, or corporate oversight.
#3Persistent KV Cache Management for Local LLMsC6/10An infrastructure layer that manages SSD-backed KV cache persistence for local LLM sessions, eliminating expensive re-prefill when context windows fall out of memory.
#4Lightweight Local LLM for 16GB RAM MacsC5/10A highly optimized small model + inference stack specifically targeting the 16GB MacBook Air — the most common Apple Silicon config — making useful AI coding assistance accessible without expensive hardware.
Universal Claude.md – cut Claude output tokens
Discussion ↗Article ↗462 ↗
#1AI Agent Token Cost Optimization PlatformP6/10A managed proxy layer that automatically optimizes LLM token usage across prompt engineering, context compression, and output control without degrading agent performance.
#2Context Compression Proxy for AI Coding AgentsC7/10A localhost proxy that sits between AI coding agents and LLM APIs, intelligently compressing context (shell output, file reads, prior conversation) by 30-60% while preserving reasoning quality.
#3Persistent Session Memory Layer for AI AgentsC7/10A structured memory and handoff system for AI coding agents that persists context across sessions, preventing expensive re-reading of codebases and maintaining long-term project coherence.
#4AI Agent Output Quality Benchmarking PlatformC6/10A benchmarking and regression testing platform that measures how prompt engineering changes (like token reduction instructions) affect actual code generation quality across real-world agentic workflows.
Oracle slashes 30k jobs
Discussion ↗Article ↗880 ↗
#1AI-Powered Oracle-to-Modern-Stack Migration PlatformP6/10An automated migration service that helps enterprises move off Oracle (database, ERP, Cerner, NetSuite) to modern cloud-native or open-source alternatives, capitalizing on Oracle's instability and talent exodus.
#2Enterprise AI ROI Audit and Rationalization ToolC6/10A platform that continuously measures actual business ROI of enterprise AI investments and recommends where to cut, double down, or restructure AI spending before it becomes a write-down.
#3Legacy SaaS Replacement via AI-Built Custom SoftwareC7/10A managed service that uses AI coding agents plus consulting partners to replace bloated legacy SaaS (Cerner, NetSuite, etc.) with custom-built, company-owned software at a fraction of the renewal cost.
#4Mass Layoff Transition Platform for Displaced WorkersC5/10A rapid-response career platform specifically for mass layoff events that aggregates severance negotiation tools, skills-matching to open roles, and group buying power for health insurance and retraining.
GitHub backs down, kills Copilot pull-request ads after backlash
Discussion ↗Article ↗588 ↗
#1Ad-Free Developer Platform with Privacy GuaranteesP5/10A GitHub alternative that contractually guarantees no ads, no AI training on user code, and no upsell dark patterns in the developer workflow.
#2Enterprise AI Integration Auditing and Governance ToolC6/10A platform that monitors and controls how AI features are injected into enterprise software workflows, letting IT teams block, approve, or sandbox AI additions across their tool stack.
#3Open-Source GitHub Feed and Dashboard ReplacementC5/10A standalone developer dashboard that reconstructs the GitHub activity feed, notifications, and discovery features that GitHub degraded, pulling data via API and presenting it without ads or AI clutter.
OkCupid gave 3M dating-app photos to facial recognition firm, FTC says
Discussion ↗Article ↗450 ↗
#1Privacy-First Dating App With Local-Only PhotosP5/10A dating app where photos are stored only on-device using end-to-end encryption, never on company servers, eliminating the risk of bulk photo sales to third parties.
#2Consumer Data Broker Transparency and Alerting ServiceC6/10A service that continuously monitors data brokers, subprocessors, and corporate data-sharing agreements, alerting consumers when their data appears in new third-party hands.
#3Automatic EXIF and Metadata Stripping Photo VaultC5/10A mobile app that automatically strips all metadata (GPS, device info, timestamps) from photos before they leave the device for any sharing app, social network, or upload.
Android Developer Verification
Discussion ↗Article ↗323 ↗
#1Privacy-First Mobile OS for Normal PeopleC5/10A consumer-friendly, open-source mobile operating system that runs Android apps without Google services, sold pre-installed on affordable hardware.
#2Sideload App Security Scanning as a ServiceC6/10An independent, transparent malware scanning and signing service for sideloaded Android apps that gives users trust signals without requiring Google's verification infrastructure.
#3EU Digital Sovereignty Mobile App MarketplaceC5/10A regulated, EU-based alternative app store with transparent review processes, GDPR-native design, and no platform tax, positioned as the DMA-compliant distribution channel for European developers.
A dot a day keeps the clutter away
Discussion ↗Article ↗409 ↗
#1Physical Usage Tracking System for Home OrganizationP5/10A consumer product line of color-coded dot stickers with a companion app that lets you photograph your storage and digitize usage frequency data over time.
#2AR-Powered Personal Object Usage TrackerC5/10An AR app that uses on-device vision to passively recognize and log when you interact with household items, clothing, tools, and food — building a personal usage database without physical tags.
#3ADHD-Optimized Home Organization System and CoachingC6/10A subscription service combining visible, low-activation-energy physical organization products with an app that adapts to neurodivergent organizational styles rather than forcing conventional hidden-and-sorted approaches.
GitHub's Historic Uptime
Discussion ↗Article ↗474 ↗
#1Cross-Platform Developer Infrastructure Uptime DashboardP5/10A real-time, independent monitoring and historical uptime comparison dashboard for all major developer infrastructure services (GitHub, GitLab, Bitbucket, npm, Docker Hub, etc.).
#2Managed Self-Hosted Git Platform for TeamsC6/10A turnkey, fully managed self-hosted Git and CI/CD platform (Gitea/Forgejo-based) that gives teams GitHub-like UX with the reliability of owning their own infrastructure.
#3CI/CD Resilience Layer Across Git ProvidersC6/10A middleware layer that automatically fails over CI/CD pipelines and git operations to mirror repositories across multiple providers when the primary host goes down.
Clojure: The Documentary, official trailer [video]
Discussion ↗Article ↗315 ↗
#1AI-Powered Boilerplate Elimination for Typed LanguagesC5/10A dev tool that auto-generates and maintains DTO-to-domain-to-DB mapping layers in Kotlin, TypeScript, and similar languages, replacing thousands of lines of ceremony code.
Google's 200M-parameter time-series foundation model with 16k context
Discussion ↗Article ↗303 ↗
#1Managed Time-Series Forecasting API for Product TeamsP6/10A hosted API that wraps open-source time-series foundation models (TimesFM, Chronos, Moment) with automatic preprocessing, model selection, and explainability layers so product teams can add forecasting without hiring data scientists.
#2Explainable Forecasting Layer for Business UsersC6/10A forecasting tool that decomposes predictions into human-readable components (trend, seasonality, external events) and shows confidence intervals with plain-language explanations of why the forecast looks the way it does.
#3Automated ARIMA-vs-Foundation Model Benchmarking PlatformC5/10A platform that lets data teams upload their time-series data and instantly benchmark simple statistical models (ARIMA, ETS) against foundation models, showing accuracy, latency, and cost tradeoffs to help teams pick the right approach.
Microsoft: Copilot is for entertainment purposes only
Discussion ↗Article ↗537 ↗
#1Enterprise AI Liability Insurance and Compliance PlatformP6/10A platform that provides AI output liability coverage and compliance certification for businesses deploying AI tools, ensuring they meet legal standards and have financial protection when AI causes harm.
#2AI Output Audit Trail and Accountability LayerC6/10Middleware that sits between AI services and end users, logging all AI outputs with provenance tracking, confidence scoring, and automatic flagging of high-risk responses before they reach users.
#3Consumer AI Rights and Data Usage Transparency ToolC5/10A browser extension and app that automatically parses AI service terms, alerts users to rights they're surrendering (like content licensing), and provides opt-out or data deletion workflows.
March 30, 202634 ideas
Copilot edited an ad into my PR
Discussion ↗Article ↗1,543 ↗
#1AI Output Integrity Scanner for Code ReviewsP6/10A CI/CD tool that automatically detects and flags when AI coding assistants inject unauthorized content — ads, attribution, hallucinated dependencies, or tracking links — into pull requests and commits.
#2Clean PR Attribution Stripper for AI ToolsC5/10A lightweight Git hook and browser extension that automatically strips all AI tool branding, attribution lines, and promotional insertions from PR descriptions, commit messages, and code comments before they reach teammates.
#3AI-Free Code Review and PR PlatformC5/10A GitHub-compatible code review platform that guarantees zero AI interference, ad injection, or AI-generated content modification in the review workflow — positioned as the 'organic' alternative for teams that want human-only collaboration spaces.
How to turn anything into a router
Discussion ↗Article ↗714 ↗
#1One-Click Linux Router Appliance for SMBsP5/10A pre-configured, plug-and-play Linux-based router appliance (hardware + software bundle) that turns any x86 mini PC into an enterprise-grade router with a simple setup wizard.
#2Visual Network Firewall Rule Builder and ManagerC5/10A desktop/web app that provides a visual drag-and-drop interface for building, testing, and deploying nftables/iptables firewall rules with plain-English explanations of what each rule does.
#3Interactive Networking Labs for Hands-On LearningC6/10A browser-based interactive learning platform where users build real network infrastructure (routers, firewalls, VLANs) in sandboxed virtual environments with guided lessons and instant feedback.
Fedware: Government apps that spy harder than the apps they ban
Discussion ↗Article ↗607 ↗
#1Automated Government App Privacy Audit PlatformP5/10A continuous monitoring service that automatically decompiles, analyzes, and reports on the permissions, SDKs, and data collection behaviors of government-issued mobile apps.
#2Open Public Court Document Access PlatformC6/10A free or low-cost service that aggregates and serves U.S. federal court documents without requiring users to surrender extensive PII like SSN, birthdate, and credit card information.
#3Privacy-First Progressive Web App Platform for GovernmentC5/10A turnkey platform that lets government agencies deliver all their citizen-facing services as Progressive Web Apps instead of native apps, eliminating access to invasive device APIs by design.
Do your own writing
Discussion ↗Article ↗624 ↗
#1AI Writing Coach That Strengthens Your ThinkingP5/10A writing tool that uses AI not to write for you but to challenge your reasoning, surface contradictions, and sharpen your arguments — acting as a Socratic editor rather than a ghostwriter.
#2AI-to-AI Context Pipeline Replacing Internal DocsC6/10A structured context-passing system where engineering teams generate machine-readable release notes, changelogs, and specs that are consumed directly by teammates' AI agents — eliminating the write-for-humans-then-summarize-with-AI loop.
#3LLM Output Quality Gate for Code ReviewsC5/10A PR review tool that detects AI-generated code submissions and flags sections where the author likely didn't engage with the logic, forcing meaningful self-review before teammates spend time reviewing.
#4Voice-First Drafting Tool for Structured DocumentsC5/10A dictation-to-structured-document tool that lets users talk through their ideas freely, then uses AI only for transcription and light structural formatting — preserving the human's thinking while removing the friction of blank-page writing.
CodingFont: A game to help you pick a coding font
Discussion ↗Article ↗449 ↗
#1IDE-Native Font Discovery and Preview PluginP5/10An editor/IDE plugin that lets developers A/B test and preview coding fonts directly inside their actual development environment with their own code and theme.
#2Premium Coding Font Subscription and Customizer PlatformC5/10A subscription service offering a curated library of premium coding fonts with per-user customization tools (ligatures, weight, spacing, character variants) and cross-device sync.
The Cognitive Dark Forest
Discussion ↗Article ↗548 ↗
#1Stealth-Mode Collaboration Platform for Pre-Launch StartupsP5/10An encrypted, invite-only workspace where founders can share ideas, code, and progress with trusted collaborators without exposing their work to AI training scrapers or competitor surveillance.
#2AI-Resistant Competitive Intelligence Detection for StartupsC5/10A monitoring tool that alerts founders when AI platforms, large competitors, or trending repositories begin replicating features or concepts similar to their product — an early warning system against being 'Sherlocked.'
#3Adaptive AI Copilot That Learns Your Evolving WorkflowC6/10A developer AI assistant that continuously fine-tunes to individual user patterns, coding style, and domain context — getting better the more you use it rather than plateauing after initial deployment.
#4Domain-Complexity Moat Scoring for Startup DefensibilityC5/10An analytical tool that scores how defensible a startup's product is against AI replication by measuring domain complexity, multi-system integration depth, and required proprietary data — helping founders and investors understand their real moat.
Philly courts will ban all smart eyeglasses starting next week
Discussion ↗Article ↗402 ↗
#1Compliance-Ready Smart Glasses for Regulated SpacesP6/10Smart glasses with hardware-enforced disable modes that can be verified by facility security, enabling wearers to keep prescription smart glasses on while provably disabling cameras and microphones in courthouses, government buildings, and other restricted zones.
#2Bluetooth Beacon Privacy Zones for VenuesC7/10A hardware/software system that broadcasts a Bluetooth signal to automatically disable recording on smart glasses and phones within a defined physical zone — sold to courthouses, law offices, hospitals, and corporate facilities.
#3Smart Glasses Detection App and HardwareC6/10A consumer and enterprise app/device that reliably detects nearby smart glasses via Bluetooth signatures, RF emissions, and visual indicators — alerting users or facility security in real time.
#4Attorney-Client Privilege Communication PlatformC5/10A secure, portable communication booth or encrypted device system for lawyers to have truly private conversations with clients in courthouses and government buildings where surveillance is expanding.
Cherri – programming language that compiles to an Apple Shortuct
Discussion ↗Article ↗329 ↗
#1AI-Powered Apple Shortcuts Builder for Non-ProgrammersP7/10A hosted platform that lets users describe automations in natural language and generates compiled, signed Apple Shortcuts ready to install.
#2Terraform-Style DSL for CI/CD Pipeline ConfigurationC6/10A developer tool that lets teams define GitHub Actions, GitLab CI, and other CI/CD pipelines in a typed, composable DSL with validation, IDE support, and multi-platform output.
#3Marketplace and Social Platform for Apple ShortcutsC5/10A curated, searchable marketplace where users can discover, share, rate, and install Apple Shortcuts — with version tracking, compatibility info, and creator profiles.
Turning a MacBook into a touchscreen with $1 of hardware (2018)
Discussion ↗Article ↗358 ↗
#1Software-Only Touchscreen Retrofit for Existing LaptopsP5/10A polished, consumer-ready software application that uses a laptop's built-in webcam and computer vision to add touch interaction to any non-touch laptop screen.
#2Premium Oleophobic Coating Service for Laptop ScreensC5/10A direct-to-consumer kit or subscription service that applies professional-grade oleophobic and anti-smudge coatings specifically engineered for laptop displays.
The curious case of retro demo scene graphics
Discussion ↗Article ↗350 ↗
#1AI Code Generation for Retro Computing PlatformsC5/10An AI-powered development environment specifically fine-tuned on legacy hardware documentation, assembly languages, and demoscene techniques to generate working code for vintage computers like Amiga, C64, and Atari ST.
#2Provenance and Attribution Platform for Digital ArtC6/10A tool that automatically detects visual derivations and references in digital artwork, providing transparent attribution chains and proof-of-originality documentation for artists and competitions.
I am definitely missing the pre-AI writing era
Discussion ↗Article ↗308 ↗
#1AI-Proof Writing Authentication and Provenance PlatformP6/10A platform that lets writers cryptographically prove their work is human-authored through keystroke dynamics, edit history, and process documentation — giving publishers and readers a verified 'human-written' trust mark.
#2Voice-Preserving Writing Assistant for Non-Native SpeakersC7/10A writing tool specifically designed to fix grammar and clarity for non-native English speakers while rigorously preserving the author's original voice, tone, and phrasing — never rewriting, only correcting.
#3LLM Phrase Detection Linter for Human WritersC5/10A lightweight editor plugin that highlights phrases, patterns, and structural tics commonly associated with LLM output so human writers can avoid them and maintain distinctively human prose.
#4Fine-Tuned Creative Writing LLM MarketplaceC5/10A marketplace of specialized writing LLMs fine-tuned on specific literary styles, eras, and authors — letting sophisticated users generate or edit text in genuinely distinctive voices rather than generic ChatGPT prose.
March 28, 202635 ideas
Spanish legislation as a Git repo
Discussion ↗Article ↗769 ↗
#1Structured Legislation API for Legaltech and ComplianceP6/10A versioned, structured API that serves legislation as machine-readable data with full change history, diffs, and cross-references for any jurisdiction.
#2Multi-Jurisdiction Legislative Change Tracking PlatformC7/10A SaaS platform that automatically ingests, version-controls, and visualizes legislative changes across multiple countries, enabling lawyers and compliance teams to track exactly what changed, when, with diffs and alerts.
AI overly affirms users asking for personal advice
Discussion ↗Article ↗692 ↗
#1Anti-Sycophancy Layer for AI Advice ProductsP6/10A middleware API that detects and corrects sycophantic bias in LLM outputs before they reach users seeking personal advice, licensed to therapy apps, relationship platforms, and AI chatbot companies.
#2AI-Mediated Couples Conflict Resolution PlatformP7/10A structured two-party conversation tool where both partners present their sides to an AI mediator that synthesizes perspectives, identifies blind spots, and guides toward resolution rather than validation.
#3Opinionated AI With Calibrated Pushback ModesC6/10A personal AI assistant that defaults to constructively challenging your assumptions and offering devil's advocate perspectives, with adjustable 'pushback intensity' — built for people who want to think more clearly, not feel validated.
#4Diverse-Perspective RLHF Evaluation MarketplaceC5/10A platform that recruits and manages demographically and ideologically diverse human raters for RLHF training, offering AI companies a way to reduce systematic cultural bias in their model alignment.
Founder of GitLab battles cancer by founding companies
Discussion ↗Article ↗1,178 ↗
#1AI-Powered Personalized Cancer Treatment Navigation PlatformP7/10A platform that uses AI to help cancer patients rapidly identify, evaluate, and access cutting-edge clinical trials, off-label drugs, and experimental treatments personalized to their specific cancer profile.
#2Oncology Second Opinion and Treatment Optimization EngineC7/10An AI-assisted service that reviews a cancer patient's full medical record and current treatment plan, then generates an evidence-based report identifying potentially superior protocols, relevant trials, and off-label options their oncologist may not have considered.
#3Clinical Trial Matching and Access ConciergeC6/10A concierge service that continuously monitors the global clinical trial landscape and proactively matches cancer patients to eligible trials, handling enrollment logistics including travel, insurance, and site coordination.
#4Metabolic and Adjunctive Cancer Therapy Evidence PlatformC5/10A rigorous evidence aggregation platform that systematically tracks, scores, and synthesizes research on metabolic interventions, repurposed drugs, and adjunctive therapies for cancer — giving patients and oncologists a credible resource beyond anecdote.
I Built an Open-World Engine for the N64 [video]
Discussion ↗Article ↗416 ↗
#1Automated LOD Pipeline for Indie Game DevsC6/10An AI-powered tool that automatically generates multiple levels-of-detail (LODs) and billboard imposters for 3D game assets, democratizing what only AAA studios like Rockstar can do today.
#2High-Accuracy Retro Console Emulation PlatformC5/10A consumer-friendly, cycle-accurate emulation platform that reliably runs homebrew and modified ROMs that crash on mainstream emulators like RetroArch.
I decompiled the White House's new app
Discussion ↗Article ↗561 ↗
#1Automated Mobile App Security Audit PlatformP6/10A continuous security scanning service that automatically decompiles, analyzes, and reports on mobile app vulnerabilities including supply chain risks, tracking behavior, and insecure dependencies.
#2Software Supply Chain Dependency Auditor for AppsC6/10A tool that maps every third-party dependency in a mobile app — including transitive ones loaded at runtime like remote JS — and flags supply chain attack vectors with risk scores.
#3Universal Web Annoyance Removal Browser ExtensionC5/10A mainstream, non-technical-user-friendly browser extension and mobile app that strips cookie banners, GDPR popups, login walls, and paywalls with one click — positioned as a consumer product, not an ad blocker.
Go hard on agents, not on your filesystem
Discussion ↗Article ↗602 ↗
#1Lightweight Sandboxing Runtime for AI Coding AgentsP6/10An opinionated, zero-config container system that gives AI agents full access to the current project directory while isolating them from the rest of the filesystem via copy-on-write and read-only mounts.
#2Context-Aware Agent Guardrails Beyond File PermissionsC6/10A semantic safety layer for AI agents that understands application-level side effects — like knowing that creating a directory will shadow a web server route — not just file-level read/write permissions.
#3Disposable Cloud Dev Environments for Agent WorkflowsC5/10Ephemeral, pre-configured cloud workspaces purpose-built for AI agent execution — spin up a full dev environment in seconds, let the agent do its work, review the diff, then merge or discard.
LG's new 1Hz display is the secret behind a new laptop's battery life
Discussion ↗Article ↗315 ↗
#1Adaptive Power Management Middleware for Laptop OEMsP5/10A software layer that intelligently coordinates display refresh rate, GPU clocking, and system framebuffer power states to maximize battery life on variable-refresh-rate panels.
#2Per-Region Adaptive Refresh Rate Display TechnologyC5/10A display controller and panel architecture that enables different screen regions to refresh at independent rates — static UI chrome at 1Hz while active content areas run at 60-120Hz.
AMD's Ryzen 9 9950X3D2 Dual Edition crams 208MB of cache into a single chip
Discussion ↗Article ↗307 ↗
#1DDR5 Memory Price Tracker and Alert PlatformC5/10A real-time price tracking, alerting, and historical charting service for DDR5 memory kits across all major retailers, helping builders time purchases during volatile pricing.
CERN uses ultra-compact AI models on FPGAs for real-time LHC data filtering
Discussion ↗Article ↗316 ↗
#1Ultra-Low-Latency ML Inference on FPGAs as a ServiceP6/10A platform that lets engineers deploy highly compressed, application-specific neural networks onto FPGAs for nanosecond-latency inference at the edge, targeting industries like telecom, autonomous vehicles, and industrial sensing.
#2Analog Neural Network Accelerator Hardware StartupC5/10Purpose-built analog compute-in-memory chips that perform matrix multiplications in the analog domain for near-instantaneous, ultra-low-power neural network inference.
#3Automated ML-to-FPGA Compilation and Deployment PlatformC6/10A developer tool that takes a trained neural network model and automatically compresses, quantizes, and synthesizes it into optimized FPGA bitstreams — no hardware expertise required.
Cocoa-Way – Native macOS Wayland compositor for running Linux apps seamlessly
Discussion ↗Article ↗311 ↗
#1Seamless Linux GUI Apps on macOS DesktopP5/10A polished, commercial-grade native macOS compositor that renders Linux GUI applications as first-class macOS windows with full HiDPI, clipboard, and drag-and-drop support.
#2Native Android Apps Running on macOS DesktopC6/10A seamless Android runtime for macOS that renders Android apps as native macOS windows, combining Waydroid-style Android containers with a native compositor.
#3Containerized Desktop Workspaces for macOS DevelopersC5/10A tool that lets developers spin up isolated, project-specific GUI desktop environments on macOS — each container has its own apps, files, and window group, switchable like virtual desktops.
South Korea Mandates Solar Panels for Public Parking Lots
Discussion ↗Article ↗331 ↗
#1Turnkey Solar Canopy Systems for Parking LotsP7/10Modular, pre-engineered solar canopy kits designed specifically for parking lot retrofits that minimize structural cost and installation time.
#2Regulatory Compliance Platform for Distributed Energy MandatesP6/10A SaaS platform that helps property owners navigate, comply with, and optimize their response to local solar and renewable energy mandates across jurisdictions.
#3Urban Heat Island Analytics for Solar PlanningC5/10A data platform that models the thermal impact of solar canopy installations on urban heat islands, helping cities and developers quantify the cooling co-benefits to justify infrastructure spend.
#4Grid-Edge Energy Marketplace for Urban Solar InstallationsC6/10A platform enabling parking lot solar operators to sell excess power directly into the local grid or to nearby buildings, handling metering, billing, and regulatory compliance.
Britain today generating 90%+ of electricity from renewables
Discussion ↗Article ↗402 ↗
#1Real-Time Grid Carbon Intensity API PlatformP6/10A developer-facing API and dashboard that provides real-time and forecasted carbon intensity, generation mix, and pricing data for electricity grids worldwide, enabling companies to shift compute and industrial loads to the cleanest and cheapest windows.
#2Grid-Scale Energy Storage Development Software PlatformC6/10An end-to-end software platform for planning, financing, and operating grid-scale battery and pumped hydro storage projects, combining site selection, grid modeling, revenue forecasting, and interconnection queue management.
#3Marginal Price Decoupling Engine for Electricity RetailersC7/10A wholesale electricity procurement and hedging platform that helps retailers and large buyers decouple their costs from gas-set marginal pricing by contracting directly with renewable generators through automated PPA matching and real-time settlement.
#4Smart Home Heating Optimization Using Grid SignalsC7/10A consumer hardware/software system that automatically shifts home heating (heat pumps, storage heaters, hot water) to periods of high renewable output and low wholesale prices, cutting bills by 30-50% without comfort loss.
March 27, 202638 ideas
Anatomy of the .claude/ folder
Discussion ↗Article ↗524 ↗
#1AI Coding Agent Configuration Testing and ValidationP6/10A tool that validates, lints, and benchmarks your AI coding agent configuration files (CLAUDE.md, .cursorrules, etc.) against known best practices and measures their actual impact on code generation quality.
#2Universal AI Coding Agent Configuration StandardC6/10An open standard and translation layer that lets developers write one project configuration file and have it work across Claude Code, Cursor, Codex, Copilot, and other AI coding tools.
#3Free Open-Source AI Coding Agent for IDEsC5/10A fully free, no-credit-card-required AI coding agent that integrates into popular IDEs, scans your repo, makes changes on command, and runs your test suite to validate them.
Apple discontinues the Mac Pro
Discussion ↗Article ↗644 ↗
#1PCIe Expansion Chassis for Mac Studio ProsP6/10A Thunderbolt 5 external PCIe expansion chassis purpose-built for Mac Studio users who need slots for specialized capture cards, NVMe arrays, and pro audio/video hardware.
#2Mac-to-Linux Workstation Migration PlatformC5/10A managed migration service and curated Linux workstation stack that replicates macOS creative and dev workflows on Linux hardware, including app equivalents, peripheral compatibility, and ongoing support.
#3M.2 SSD Upgrade Kits for Apple Silicon MacsC5/10Aftermarket M.2-to-Apple-proprietary SSD adapter boards with plug-and-play macOS compatibility, sold as DIY upgrade kits for Mac Studio and Mac Mini users.
Hold on to Your Hardware
Discussion ↗Article ↗622 ↗
#1Consumer Hardware Longevity and Upgrade Advisory PlatformP5/10A service that monitors hardware market conditions, supply constraints, and pricing trends to advise consumers and small businesses on optimal timing for purchasing, upgrading, or holding computing hardware.
#2Desktop-Class AI Workstation as a ServiceC6/10A turnkey high-end personal workstation product (pre-configured with large RAM, GPU, and local AI stack) sold or leased to developers and power users who want to own their compute rather than rent cloud.
#3Mobile-First Productivity Suite for Real WorkC6/10A professional-grade productivity platform designed natively for phone hardware — not a shrunken desktop app — enabling serious document editing, coding, data analysis, and project management on mobile.
#4Critical Material Supply Intelligence for Hardware MakersC6/10A B2B data platform tracking supply and pricing of constrained inputs to chip manufacturing — helium, neon, rare earths, silicon wafers — with predictive alerts for procurement teams.
Desk for people who work at home with a cat
Discussion ↗Article ↗427 ↗
#1Smart Heated Desk Zone to Divert CatsC4/10A desk-integrated heated pad with sensors that activates a warm zone away from your keyboard and mouse area, luring cats to a designated spot.
Make macOS consistently bad unironically
Discussion ↗Article ↗456 ↗
#1Automated macOS Window Layout and Appearance ManagerC4/10A native macOS utility that automatically fixes visual artifacts from rounded corners, manages window stacking, and enforces consistent window aesthetics across the OS.
#2Community-Driven OS Design Feedback Aggregation PlatformC4/10A structured platform where users rate and discuss specific UI/UX changes per OS version, aggregating sentiment to surface the most beloved and hated design decisions.
People inside Microsoft are fighting to drop mandatory Microsoft Account
Discussion ↗Article ↗696 ↗
#1Enterprise Windows Management Without Microsoft AccountsP5/10A lightweight identity and device management layer that lets IT teams provision and manage Windows machines without requiring Microsoft Account sign-in, replacing the forced account flow with local-first administration.
#2Turnkey Linux Desktop for Windows RefugeesC6/10A pre-configured Linux distribution and hardware certification program specifically designed to give Windows power users an identical workflow — matching keyboard shortcuts, multi-monitor behavior, and guaranteed WiFi/driver compatibility out of the box.
#3Unified Cross-Platform Enterprise Authentication GatewayC6/10A single authentication proxy that normalizes login flows across Microsoft, Google, AWS, and other enterprise identity providers into one consistent, predictable sign-on experience.
#4Windows Debloat and Privacy Enforcement PlatformC5/10An enterprise-grade tool that strips forced telemetry, ads, bundled services, and unwanted defaults from Windows installations while maintaining update compatibility and security patching.
$500 GPU outperforms Claude Sonnet on coding benchmarks
Discussion ↗Article ↗473 ↗
#1Local AI Code Agent with Test-Driven Self-RepairP6/10A developer tool that runs entirely on consumer GPUs, generating multiple code solutions, automatically testing them, and iteratively fixing failures — delivering cloud-API-quality code output without sending code off-premise.
#2Intelligent Model Router for Cost-Optimized AI PipelinesC7/10A middleware layer that automatically routes each AI request to the cheapest model capable of handling it, dynamically adjusting reasoning budgets, output token limits, and provider selection in real time.
#3Unified Local AI Runtime for AMD and Nvidia GPUsC6/10A single-install runtime that abstracts away GPU vendor differences, letting developers run any open-weight AI model on AMD or Nvidia hardware with one command and no driver debugging.
‘Energy independence feels practical’: Europeans building mini solar farms
Discussion ↗Article ↗320 ↗
#1Plug-and-Play Home Solar Kit Marketplace for EuropeP6/10An end-to-end e-commerce platform selling pre-configured, regulation-compliant balcony and rooftop solar kits with country-specific permitting guidance and one-click installation booking.
#2Real-Time Spot Price Home Energy Optimization PlatformC7/10A software platform that connects home solar, battery storage, and smart appliances to wholesale electricity spot markets, automatically buying, selling, and shifting consumption to maximize savings.
#3Instant Solar Installer Marketplace Clearing BacklogsC6/10A two-sided marketplace matching homeowners wanting solar installations with verified electricians and handypeople who have available capacity, using dynamic pricing and scheduling to clear year-long installer backlogs.
#4Solar-Powered Personal Computing Hardware Product LineC5/10Ultra-low-power laptops and tablets designed from the ground up to run entirely on a single solar panel, targeting off-grid users, developing markets, and sustainability-conscious consumers.
Show HN: I put an AI agent on a $7/month VPS with IRC as its transport layer
Discussion ↗Article ↗326 ↗
#1Ultra-Lightweight AI Agent Deployment PlatformP5/10A turnkey platform that lets developers deploy multi-agent AI systems on minimal infrastructure ($7/month VPS) with tiered inference routing and hard cost caps.
#2AI-Powered Mutual Job Matching PlatformC6/10An open-source, self-hostable AI agent that interviews candidates about their preferences and skills, then autonomously finds, rates, and applies to matching jobs — while giving employers the same AI-powered candidate evaluation.
#3AI Support Bot From Your CodebaseC5/10A drop-in customer support widget that reads your GitHub repo and documentation to answer visitor questions without requiring manual knowledge base creation.
A Faster Alternative to Jq
Discussion ↗Article ↗380 ↗
#1Universal Data Format Shell for DevelopersC5/10A shell environment (like Nushell but more polished and enterprise-ready) that natively understands JSON, CSV, YAML, HTML, and other structured data formats with one unified query syntax.
#2Streaming JSON Pipeline Engine for Big DataC5/10A high-performance streaming JSON transformation engine designed specifically for TB-scale newline-delimited JSON processing pipelines, with a simple declarative syntax.
The 'paperwork flood': How I drowned a bureaucrat before dinner
Discussion ↗Article ↗563 ↗
#1AI-Powered Government Paperwork Automation for Disabled CitizensP6/10A service that automates the generation, formatting, and submission of government paperwork (appeals, recertifications, compliance documents) for people with disabilities who face accessibility barriers.
#2Modern Fax Replacement Platform for Government AgenciesC5/10An enterprise middleware platform that lets government agencies accept digital submissions while maintaining compliance audit trails, replacing fax infrastructure without requiring policy overhaul.
#3Automated Benefits Recertification and Compliance ServiceC6/10A subscription service that monitors benefit recipients' recertification deadlines, auto-generates required documentation, and submits it through whatever channel the agency requires — fax, mail, or portal.
Judge blocks Pentagon effort to 'punish' Anthropic with supply chain risk label
Discussion ↗Article ↗440 ↗
#1Government Vendor Risk Intelligence and Compliance PlatformP5/10A real-time monitoring and compliance platform that helps technology companies track, respond to, and contest government supply chain risk designations and procurement blacklists.
#2AI Vendor Switching and Migration for Defense ContractorsC6/10A managed service that helps defense and government contractors rapidly migrate between AI providers (e.g., from Claude to GPT or open-source models) when political or regulatory risks threaten their supply chain.
#3Political Risk Scoring for Enterprise Technology ProcurementC6/10A continuously updated political risk score for technology vendors that enterprise and government buyers use to assess whether a vendor may face sanctions, blacklisting, or political retaliation.
Iran-linked hackers breach FBI director's personal email
Discussion ↗Article ↗312 ↗
#1Automated Personal Account Security Auditor for OfficialsP6/10A managed service that continuously monitors and hardens the personal digital accounts of government officials and high-profile executives against nation-state threats.
#2Credential Exposure Detection for High-Value IndividualsC5/10A platform that proactively identifies when a high-value target's credentials appear in breach databases and automatically triggers remediation workflows — password resets, MFA enrollment, and recovery contact verification.
#3National Cybersecurity Readiness Scoring PlatformC5/10A public-facing dashboard that independently scores and tracks the cybersecurity readiness of government agencies and critical infrastructure, using open-source intelligence and disclosed incident data.