# Verifiable Knowledge Graph for Salesforce AgentForce

A solution providing source traceability for AI assistants.

- **Source:** [Hacker News: Show HN](https://news.ycombinator.com)
- **Published:** 2026-07-22
- **Original article:** <https://github.com/Yarmoluk/ckg-agentforce>
- **On Brifing:** https://brifing.si/s/2583d84e-c6bb-4f64-a14f-c0689c9e14af

## Problem Statement

Every failed resolution in Salesforce AgentForce costs $2 and impacts customer satisfaction. Traditional methods lead to expensive wrong inferences. This project aims to solve this by providing deterministic answers.

## Technical Approach

The system transforms the AgentForce stack into a knowledge graph with 40 nodes and 52 edges. Each edge is based on SHA-256 verified source documents. Uses pre-structured relationships instead of inference.

## Source Provenance

Every node has a source URL and content hash. Developers can verify source integrity using curl commands. The system automatically reprocesses when hash mismatches occur.

## Use Cases

1) $2 retry problem: Agents failing to identify correct resolution paths. 2) Policy blocks: Graph shows which capabilities Trust Layer restricts. 3) Grounding issues: Automatically displays prerequisite chains.

## Edge Types

REQUIRES: Hard prerequisite, ENABLES: Capability unlock, IMPLEMENTS: Concrete instantiation, RELATES_TO: Conceptual proximity. Each edge type carries different confidence signals.

## RAG Comparison

While traditional RAG systems return probabilistic results, this graph only shows relationships declared in sources. For Einstein Trust Layer queries, RAG returns 6 separate docs while the graph answers in one hop.

## Performance Data

Tests showed 121% improvement in billing path queries and 158% in trust layer queries. Runs cost-effectively on CPUs with local models.

## Developer Experience

Available as Python package installable via pip or uvx. Developers can access benchmarks and documentation at graphifymd.com.

## Industry Impact

Enhances reliability of AI solutions in Salesforce ecosystem. Particularly valuable for high-risk sectors like finance and healthcare. Source traceability facilitates regulatory compliance.

## Sources covering this story

- https://github.com/Yarmoluk/ckg-agentforce — 

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_Summary written by Brifing from the original reporting. Copyright in the original article belongs to its publisher; read the full piece at the link above._