Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

Keep secrets, personal or regulated information, confidential business logic, and sensitive internal architecture out of an AI coding tool unless your organization has approved that specific tool, account, and data flow. Before using an assistant, check what it can read, where its prompts and context go, and what its agent permissions allow.

What code and data should you keep out?

Credentials and secrets

Do not put API keys, access tokens, passwords, private keys, or other credentials in prompts, files an assistant can read, or an agent’s environment. OWASP calls out files and patterns such as .env, .env.*, *.pem, *.key, credentials.json, and serviceAccountKey.json as examples to protect. Store secrets in approved environment-variable mechanisms, a vault, or an encrypted secret store instead of files inside the project tree. See the OWASP Secure Coding with AI Cheat Sheet.

Personal, customer, and regulated data

Keep customer records, personal information, and regulated data out unless the organization has explicitly approved the tool and the way that data will be processed. A feature being available in an editor does not establish that it is approved for a particular data category or regulatory obligation.

Confidential code and architecture

Proprietary business logic, private source code, internal architecture, and customer-owned code can be sensitive even if they contain no credentials or personal details. Check company policy, customer contracts, and other confidentiality obligations before sending this material to an external model.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.
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What can an AI coding assistant see?

The context may extend beyond text deliberately pasted into a chat. Depending on the product and settings, it can include open files, project structure, and terminal output. OWASP describes these as code context that coding assistants may send to a model provider’s API. Coding agents can have broader capabilities: they may read repository and external content, execute commands, edit files, call APIs, or use connected tools. The OWASP DevSecOps guidance on IDE and AI-assisted development and its AI agent and MCP security guidance address these distinct risks.

Trace the whole path before sharing sensitive material: editor context and indexed files, prompts and completions, terminal output, agent tools, connected MCP servers, and the model provider selected for the request. With a bring-your-own-key (BYOK) setup, GitHub says prompts and responses are transmitted to the selected provider and may be subject to that provider’s retention and privacy policies; see GitHub’s responsible-use guidance for Copilot Chat.

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How to decide whether a tool is suitable

Assess the exact product, account, configuration, and data type rather than relying on a broad label such as “private” or “safe.” Terms and controls can vary by provider, product tier, geography, and model provider.

Check Question to answer
Context and exclusions Which files, folders, open editor contents, repository data, and terminal output can the tool use? How can you exclude specific content?
Retention and model use How are prompts, completions, and sessions handled? Are they retained or used for model training under this account’s terms?
Processing destination Which provider receives the content, and where is it processed? Does a BYOK choice change the applicable terms?
Agent permissions Can the agent read files, run shell commands, access the network, call APIs, or use connected tools? Can you restrict those capabilities?
Governance Are administrative controls and audit records available, and has your organization approved this product and configuration for the data involved?

For GitHub Copilot, consult the current security, governance, and network settings documentation alongside your organization’s policy. Product documentation and settings should be checked for the specific account in use; a general vendor description cannot settle every plan or deployment’s handling.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.
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Practical safeguards before you use an assistant

  1. Classify the material. Identify whether the task touches credentials, personal or regulated information, proprietary logic, sensitive architecture, or customer-confidential content.
  2. Map the data path. Check editor context, repository indexing, prompts, terminal output, agent tools, MCP connections, and the selected model provider.
  3. Review product and account settings. Verify context exclusions, session handling, retention and training terms, sandboxing, and network access for the exact product and account.
  4. Use the AI tool’s own exclusions. Exclude sensitive files and directories in the assistant’s settings. A .gitignore rule governs version control and should not be treated as a control over an AI tool’s filesystem access.
  5. Remove secrets from the working tree. Use approved secret stores; do not leave long-lived or production credentials in project files, prompts, or agent environments.
  6. Constrain agents. Grant only the permissions needed, use scoped and short-lived credentials where access is approved, and require human review for actions and security-sensitive generated code.
  7. Escalate uncertainty. If the applicable policy or data-handling terms are unclear, stop and ask the organization’s security or privacy owner before exposing the material.
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When ordinary exclusions are not enough

For classified, regulated, or otherwise highly sensitive work, follow the organization’s specific policy and use only an approved deployment. OWASP recommends self-hosted or air-gapped coding tools for highly sensitive work. An exclusion pattern alone does not make an unapproved tool or data flow acceptable.

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  • Powerful Pass-Through Charging: Supports up to 85W pass-through charging so you can power up your laptop while you use the hub. Note: Pass-through charging requires a charger (not included). Note: To achieve full power for iPad, we recommend using a 45W wall charger.
  • Transfer Files in Seconds: Move files to and from your laptop at speeds of up to 5 Gbps via the USB-C and USB-A data ports. Note: The USB C 5Gbps Data port does not support video output.
  • HD Display: Connect to the HDMI port to stream or mirror content to an external monitor in resolutions of up to 4K@30Hz. Note: The USB-C ports do not support video output.
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