AI Failure Intelligence

What it does

AI Failure Intelligence is a structured dataset of 10,000+ real-world AI failure cases — severity scored, root cause analyzed, Built for AI researchers, red-teamers, safety teams, and LLM developers who need real failure data to build safer systems. Each case includes: → Severity & Priority scoring → Root Cause analysis → Failure Type classification (14 categories) → Recommendations & Key Patterns Available as PRO subscription or one-time Starter dataset. Also on Kaggle, HuggingFace, and Zenodo.

5,500+ structured AI failure cases — severity scored, root cause analyzed, and updated daily. Built for researchers, red-teamers, and enterprise security teams.

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  Obviously AI Data Validator2022 · validator.obviously.ai · ▲180

  Is your data ready for AI, find out now

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  Using machine learning to recommend dashboards during incidents2017 · beta.overseerlabs.io · ▲52
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  Subtle Failure Modes I Keep Seeing in Production‑Grade AI Systems2025 · github.com · ▲6

  Hi HN, Over the past two years I’ve built and debugged a fair number of production pipelines—mainly retrieval‑augmented generation stacks, agent frameworks, and multi‑step reasoning services. A pattern emerged: most incidents weren’t outright crashes, but silent structural faults that slowly compromised relevance, accuracy, or stability. I began logging every recurring fault in a shared notebook. Colleagues started using the list for post‑mortems, so I turned it into a small public reference: 16 distinct failure modes (semantic drift after chunking, embedding/meaning mismatches,…

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  FailSpot-Win $100 weekly for AI FailuresOct 2025 · failspot.com · ▲6

  Find AI mistakes. Win $100 every week.

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  Full of SlopJul 2026 · fullofslop.com · ▲14

  The internet's dumbest AI fails, curated.

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  fivewhys.ai2025 · ▲12

  AI-powered root cause analysis with the Five Whys method

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  Spira Maxima▲578

  Video model that turns script into viral social media videos

  AI · 18d ago · spira.ai

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  Rill Browser▲540

  The browser where Claude Code and Codex work beside you

  AI · 18d ago · rill.love

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  Germany's new sovereign AI model Kolibri▲424

  Kolibri is Aleph Alpha

  AI · 20d ago · tej.as

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  Giving Opus 5.5 a simulated paint canvas▲392

  Paintings by AI models: programs run through a simulation of oil paint.

  AI · 21d ago · stillwet.art

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  PixVerse R2▲381

  A real-time world model you can explore and change

  AI · 30d ago · world.pixverse.video

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  Beam.win▲378

  Run AI agents on one Mac and use its windows on another

  AI · 4d ago · beam.win

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  Brew ▲900

  Like Claude design for email marketing

  AI · May 2026 · brew.new

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  Kilo Code for VS Code▲896

  Parallel agents, diff reviewer, and multi-model comparisons

  Dev tools · May 2026 · kilo.ai

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  StoreClaw▲806

  Grow your store profits with agents that know how to sell

  AI · May 2026 · storeclaw.ai

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  PollyReach▲795

  Give your agent a real number and voice to make calls.

  AI · May 2026 · pollyreach.ai

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  Needle: We Distilled Gemini Tool Calling into a 26M Model▲776

  Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…

  Life & fun · May 2026 · github.com

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  Files.md – Open-source alternative to Obsidian▲730

  🌱 Private, quiet space for thinking. Simple app for .md files. - zakirullin/files.md

  Dev tools · May 2026 · github.com