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Inside Ghostcommit: How Malicious PNGs Bypass AI Code Reviewers

BACKGROUND
1 SIGNALFIRST DETECTED 14 July 2026
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How the story developed
Other feeds and industry voices
11 Jul
'Ghostcommit' hides prompt injection in images to fool AI agents, steal secrets

A PNG hiding a prompt injection could steal your repo's secrets, researchers demonstrate. The technique, dubbed 'Ghostcommit,' slipped past AI code reviewers CodeRabbit and

REPORT · WHAT · BleepingComputerOPEN STORY
13 Jul
Ghostcommit attack hides malicious AI instructions in images

A proof-of-concept attack hides prompt injection in a PNG file, turning routine code reviews into a path for secret theft.

REPORT · WHAT · Malwarebytes LabsOPEN STORY
12 May
Your CI/CD Pipelines Are Your Largest Unmonitored Attack Surface

<h2> The risk in one paragraph </h2> <p>Every time your team deploys software to AWS, a pipeline authenticates with credentials that can modify production infrastructure. In most

REPORT · WHAT · Dev.toOPEN STORY
21 Apr
GitHub Weekly: Copilot Hits Infrastructure Limits, Security Gets Smarter

<h2> When Agentic AI Breaks Your Pricing Model </h2> <p><a href="https://github.blog/news-insights/company-news/changes-to-github-copilot-individual-plans/" rel="noopener

REPORT · WHEN · Dev.toOPEN STORY
15 May
How to Audit Your AI Agent Skills for Credential Exposure and Malicious Instructions

<p>Two independent security research groups published this week with findings that land on the same problem from different angles: AI agent skill files are a serious and

REPORT · WHEN · Dev.toOPEN STORY
27 Mar
Are we ignoring security risks in AI code generation?

<!-- SC_OFF --><div class="md"><p>AI coding is generating insecure code way more often than people think.</p> <p>Saw this today:</p> <p>- hardcoded API keys</p> <p>- unsafe

OPINION · WHEN · LocalLLaMAOPEN STORY
25 Sept
My AI trading tool would sign a wallet drain as a login challenge

<p>BagOS is an MCP server I maintain. It lets an AI agent read token data on Bags, a Solana launchpad,<br /> and, if you configure a wallet, trade and claim creator fees. I built

REPORT · HOW · Dev.toOPEN STORY
12 May
Follow-up to my TranslateGemma-12b benchmark post: human reviewers flagged 71% of the segments automated metrics rated clean

<!-- SC_OFF --><div class="md"><p>A couple of weeks ago I <a href="https://www.reddit.com/r/LocalLLaMA/comments/1sl5k6d/we_benchmarked_translategemma12b_against_5/">shared the

OPINION · WHAT · LocalLLaMAOPEN STORY
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