Yann LeCun raises $1B to build AI that understands the physical world
#3European Deep-Tech Startup Fundraising Platform5/10A cross-border fundraising platform connecting European deep-tech and AI startups directly with US and global growth-stage VCs, with standardized due diligence and deal structure templates. #4AI Impact Assessment Tool for Policy Decisions5/10An evidence-based analytics platform that models second-order economic and social impacts of AI deployment on specific industries, regions, and demographics — built for policymakers and civic organizations. Debian decides not to decide on AI-generated contributions
#1AI Code Contribution Policy Framework for OSSP5/10A standardized policy toolkit and compliance platform that helps open-source projects define, implement, and enforce AI contribution policies with machine-readable tags, contributor attestation workflows, and automated triage. #2AI-Powered Pull Request Security and Quality Review6/10An automated PR review platform that uses frontier AI models to assess code contributions for security vulnerabilities, backdoor patterns, and quality — specifically designed to close the asymmetry where generating PRs is now easier than reviewing them. #3Reputation-Gated Contributor Trust Platform for OSS6/10A cross-project contributor reputation and trust scoring system that lets maintainers automatically triage contributions based on verified track record, staked commitment, and historical quality — replacing the broken new-contributor onramp. #4Accessible AI-First Code Development Environment5/10A voice-and-intent-driven development environment purpose-built for developers with physical disabilities, combining speech input, AI code generation, and specialized interaction patterns to restore full coding productivity. Online age-verification tools for child safety are surveilling adults
#3Disposable Identity Layer for Online Verification6/10A consumer tool that generates compliant but privacy-preserving verification credentials — letting users satisfy age checks, platform requirements, and KYC-lite gates without handing over real documents or biometrics. Agents that run while I sleep
#2Adversarial Multi-LLM Code Verification Pipeline7/10A CI/CD tool that automatically routes AI-generated code through adversarial review — one LLM writes code, a different LLM writes tests, a third audits both — enforcing clean-room separation between generation and verification. #4Digital Twin Test Environments as a Service7/10High-fidelity mock replicas of popular third-party APIs (S3, Stripe, Twilio, etc.) packaged as instant test environments that AI coding agents can run integration tests against. Cloudflare crawl endpoint
#1Ethical Web Crawling Infrastructure as a ServiceP5/10A managed crawling platform built on top of Cloudflare's new crawl endpoint that provides robots.txt-compliant, scalable web data extraction for legitimate business use cases like search, monitoring, and research. #2Synthetic Monitoring Using Edge-Based Content Crawling6/10A synthetic monitoring platform that leverages Cloudflare's edge crawl endpoint to continuously check website content, functionality, and performance from distributed global locations — detecting content changes, broken features, and SEO regressions. #3Open Forum and Community Archive Preservation Platform5/10A platform that partners with forum maintainers to create structured, searchable, preserved archives of technical community forums — offering both automated crawl-based ingestion and maintainer-provided data exports. After outages, Amazon to make senior engineers sign off on AI-assisted changes
#1AI Code Change Risk Scoring and Approval PlatformP7/10A platform that automatically analyzes AI-generated code changes, assigns risk scores based on blast radius and system criticality, and routes them through appropriate human approval workflows. #2AI Code Audit Trail and Decision Provenance Tool7/10A tool that automatically captures and indexes the full reasoning chain behind every AI-assisted code change — the prompt, context, alternatives considered, and human rationale for approval — so teams can reconstruct why any decision was made months later. #3Context-Aware AI Code Review Assistant for Reviewers8/10A tool specifically designed to help human code reviewers efficiently audit AI-generated changes by highlighting anomalies, surfacing relevant codebase context, and flagging patterns known to cause issues — reducing review fatigue rather than generating more code. #4AI Code Output Quality and Accountability Analytics6/10An analytics platform that tracks AI-generated code through its full lifecycle — from generation to review to production — measuring actual quality, incident correlation, and true productivity impact to give engineering leaders real data on whether AI tools are net positive. Redox OS has adopted a Certificate of Origin policy and a strict no-LLM policy
#1AI Code Provenance and Origin Certification PlatformP6/10A developer tool that cryptographically tracks and certifies the origin of code contributions — whether human-written, AI-assisted, or AI-generated — with fine-grained disclosure metadata baked into the commit workflow. #2OSS Maintainer Agent-as-a-Service for PR Review7/10A hosted service where open source maintainers define project conventions and run their own AI agents to triage, review, and rewrite incoming PRs — replacing the broken model of reviewing strangers' AI-generated submissions. #3Licensed-Data-Only Code LLM Training Cooperative6/10A distributed cooperative that trains code LLMs exclusively on known-provenance, permissively-licensed source code, so the output can be used in GPL, Apache, and enterprise-compliant projects without legal risk. #4AI Contribution Quality Scoring for Code Review5/10A CI/CD integration that automatically detects likely AI-generated code in PRs and scores the contribution quality, effort level, and alignment with project standards — giving maintainers a fast signal before investing review time. I put my whole life into a single database
#1Passive Life Database via LLM InferenceP6/10A personal life-logging platform that automatically captures and structures your daily life data from passive sources (photos, location, calendar, messages, purchases) into a queryable database with rich visualizations — no manual entry required. #2Open-Source Self-Hosted Life Tracking Suite5/10A self-hosted, FOSS personal analytics platform — like Home Assistant but for life metrics — that tracks health, environment, mood, and correlates them with weather, air quality, and life events while keeping all data local. #3LLM-Powered Daily Journal to Structured Database7/10A journaling app where you write plain text or attach a photo each day, and an LLM automatically extracts structured life data — events, people, places, moods, milestones — into a searchable, queryable personal timeline. No, it doesn't cost Anthropic $5k per Claude Code user
#2AI Coding Cost Optimizer for Dev Teams6/10A middleware layer that routes AI coding assistant requests to the cheapest capable model for each task type, saving teams 5-10x on their AI coding spend. The Gervais Principle, or the Office According to “The Office” (2009)
#1AI-Powered Organizational Politics Simulator and Coach5/10An interactive training platform that uses AI to simulate workplace political dynamics — teaching professionals to recognize manipulation patterns, practice 'powertalk,' and navigate organizational hierarchies without getting burned. Show HN: How I topped the HuggingFace open LLM leaderboard on two gaming GPUs
#2Visual LLM Interpretability and Circuit Analysis Toolkit5/10An open-source tool that maps and visualizes the internal functional circuits of transformer models using heatmap analysis, enabling researchers to identify duplicable blocks, prune redundant layers, and understand model internals. #3Consumer GPU Cluster Orchestration for LLM Research5/10A turnkey software stack that lets hobbyists and small labs run large model experiments (72B+ parameter) across consumer GPUs like RTX 4090s, handling sharding, memory management, and benchmark evaluation automatically. Yann LeCun's AI startup raises $1B in Europe's largest ever seed round