Menu

Individual skill

spot-ai-mistakes

0upvotes

Learn to recognize where and how AI tends to go wrong — the specific failure patterns — so you catch its mistakes on sight instead of getting burned by confident errors. Use when asked how do I know when AI is wrong, what are AI's common mistakes, how do I catch AI errors, or where does AI mess up. Produces the failure patterns most relevant to how you use AI (hallucinated facts, fake citations, outdated info, sycophancy, math slips, missed nuance), the tells that give each away, a quick check for the ones that would hurt you, and a calibrated trust level — so you develop the instinct to catch AI's errors before they cost you.

plugins/pm-ai-native/skills/spot-ai-mistakes/SKILL.md

Read pinned source

Source commit f7c90bc09ee05dc25cf257bdb1826f2c2552c2cb

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
Skill scan complete
No
Observed behavior
Network or broad shell
Last checked
Nov 9, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
1,537
Repository last updated
Nov 8, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# Spot AI Mistakes

AI fails in patterned, learnable ways — it invents citations, states outdated facts with total confidence, agrees with whatever you imply, and fumbles arithmetic while sounding certain. Once you know the patterns and their tells, you catch most errors on sight. This maps the failure modes most relevant to how *you* use AI, the signs that give each away, and a fast check for the ones that would actually hurt — building the instinct so confident-wrong stops catching you off guard.

## What This Skill Produces

- **The failure patterns that matter for you** — the specific ways AI goes wrong in your use (hallucinated facts, fabricated citations/quotes, outdated info, sycophancy, arithmetic slips, false precision, missed nuance, confident guessing)
- **The tells for each** — the signals that give a mistake away (suspiciously specific sources, confidence on recent/niche topics, agreeing too readily, round-number math)
- **A fast check for the dangerous ones** — a quick way to catch the errors that would actually cost you, without over-checking everything
- **A calibrated trust level** — where AI is reliable for your uses and where it isn't, so trust is earned per-domain not blanket
- **The instinct, built** — the habit of pattern-matching for these tells as you read AI output

## Required Inputs
Back to top