skills/ancplua/epistemic-checkpoint/SKILL.md
Force verification before answering questions involving versions, dates, status, or "current" state. Prevents hallucinations at the REASONING level by checking assertions.yaml and WebSearch before forming beliefs. Triggers on software versions, release status, dates, and package versions.
npx skillsauth add aiskillstore/marketplace epistemic-checkpointInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Force verification before answering questions involving versions, dates, status, or "current" state.
Prevents the ROOT CAUSE of hallucinations - not just blocking wrong output, but preventing wrong REASONING. Claude's training data is stale; this skill forces verification before forming beliefs.
Activate this skill when the question involves ANY of:
Say to yourself: "My training data may be stale for: [topic]"
Read ${CLAUDE_PLUGIN_ROOT}/blackboard/assertions.yaml
Search for relevant entries
If found - use that value with high confidence.
WebSearch("[software] [version] release date site:official-docs")
WebSearch("[software] LTS release 2025")
Prefer official sources:
Say: "Based on [source], [software] [version] is [status] as of [date]."
Only now answer the actual question with the verified baseline.
| If you think... | Actually do... | |-----------------|----------------| | "I'm pretty sure .NET 10 is..." | WebSearch to verify | | "This is probably still preview" | Check assertions.yaml | | "I remember this from training" | Training is stale, verify | | "This is a simple factual question" | Simple facts are often WRONG | | "The user said it's preview" | User might be wrong too, verify |
WRONG:
"If targeting .NET 10 preview, use C# 14 extension types..."
CORRECT:
"Let me verify .NET 10 status... [WebSearch] ...
.NET 10 is LTS (released November 2025), not preview.
Standard extension methods work fine."
WRONG:
"React 19 is still in beta, so..."
CORRECT:
"Checking React 19 status... [WebSearch] ...
React 19 was released December 2024 as stable.
Proceeding with React 19 stable patterns."
| Topic | Danger Pattern | Likely Truth | |-------|----------------|--------------| | .NET | "preview", "not released" | .NET 10 LTS since Nov 2025 | | React | "beta", "experimental" | React 19 stable since Dec 2024 | | Node | "current" without version | Always specify exact version | | Python | "3.x is latest" | Verify - 3.13+ exists |
When this skill activates, structure your verification as:
Epistemic Checkpoint
Claim to verify: [what you were about to assume]
Source checked: [assertions.yaml / WebSearch / official docs]
Verified fact: [the actual truth]
Confidence: [high/medium/low]
Proceeding with verified baseline...
development
Apple Human Interface Guidelines for content display components. Use this skill when the user asks about charts component, collection view, image view, web view, color well, image well, activity view, lockup, data visualization, content display, displaying images, rendering web content, color pickers, or presenting collections of items in Apple apps. Also use when the user says how should I display charts, what's the best way to show images, should I use a web view, how do I build a grid of items, what component shows media, or how do I present a share sheet. Cross-references: hig-foundations for color/typography/accessibility, hig-patterns for data visualization patterns, hig-components-layout for structural containers, hig-platforms for platform-specific component behavior.
tools
Automate HelpDesk tasks via Rube MCP (Composio): list tickets, manage views, use canned responses, and configure custom fields. Always search tools first for current schemas.
testing
Expert Haskell engineer specializing in advanced type systems, pure functional design, and high-reliability software. Use PROACTIVELY for type-level programming, concurrency, and architecture guidance.
tools
GraphQL gives clients exactly the data they need - no more, no less. One endpoint, typed schema, introspection. But the flexibility that makes it powerful also makes it dangerous. Without proper controls, clients can craft queries that bring down your server. This skill covers schema design, resolvers, DataLoader for N+1 prevention, federation for microservices, and client integration with Apollo/urql. Key insight: GraphQL is a contract. The schema is the API documentation. Design it carefully.