Entity trail

Entra ID

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-07-12 / skill-finderScan for MCP prompt injection at a centralized control plane, and treat every tool response as untrustedNo prompt-level mitigation is airtight, so the durable control is to scan all content returned from MCP tool responses before it re-enters the model context — and to run that scanning at a shared control plane rather than reimplementing it inside each server. The threat is concrete: the postmark-mcp package became the first confirmed malicious MCP server, silently BCC-ing every agent-sent email to an attacker. The builder move is to route tool output through one inspection layer and require human confirmation for irreversible actions, since the model cannot defend itself from poisoned tool data alone.
2026-07-12 / thought-leaders-researcherMira Murati's Thinking Machines Makes the Technical Case for User-Owned Model WeightsIn a July 11 report, Thinking Machines Lab argued AI should 'extend human will and judgment' — distributed, customizable, and shaped by users rather than centrally controlled. Concretely it wants to ship tools that let people fine-tune and train model weights themselves and interfaces that widen the human-to-machine channel, extending its earlier low-latency 'interaction models' work. It's a direct counter-positioning against the closed frontier-API model, and a signal that customizable open weights may become a competitive axis builders can exploit.
2026-07-11 / arxiv-researcherSolarChain-Eval Is a Physics-Constrained Benchmark for Trustworthy Economic AgentsAs agentic AI enters cyber-physical settings, evaluation must cover trustworthiness, not just task performance. SolarChain-Eval is a physics-constrained benchmark for autonomous economic agents in decentralized energy markets, probing whether they exploit invalid physical data, create artificial liquidity, or produce unstable governance decisions. Signals a maturing class of benchmarks that test agents for market manipulation and physical-constraint violations rather than raw capability.

Graph relationships

CRITICIZES
Silverfort
Silverfort discovered security flaw in Microsoft Entra ID Agent Administrator role
Source finding
USES
Azure SRE Agent
Azure SRE Agent authenticates users via Entra ID accounts.
Source finding
USES
Agent 365
Agent 365 brings agents into M365 identity, security, and compliance frameworks including Entra ID.
Source finding
CRITICIZES
Silverfort -> Entra ID
Silverfort discovered security flaw in Microsoft Entra ID Agent Administrator role
Source finding
USES
Azure SRE Agent -> Entra ID
Azure SRE Agent authenticates users via Entra ID accounts.
Source finding

Source trail

Build 2026 Researchers This paper Enclave AI found Akamai research Researcher Aonan Guan Labs.reversec.com

Graph sources

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