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22 publicationsRun AI coding agents in GitHub Actions without exposing secrets
Treat the agent job as an untrusted-input processor. Follow the outside text from the trigger that admits it to the credentials it can reach, then split reading from writing so a successful injection reaches nothing worth stealing.
AI systems · GitHub / Anthropic / Google / Microsoft · By Cloud Security DeskAdmit MCP servers before agents can call their tools
An MCP server's tool descriptions can change after approval with no new release. Record provenance and execution context, hash the definitions per authorization context, enforce the pin at a gateway or allowlist, and watch for drift.
AI systems · MCP / AWS / Anthropic / GitHub / Microsoft Azure / Google Cloud / OWASP · By Cloud Security DeskFind the AWS global control planes in your recovery path
Thirteen AWS control planes run in us-east-1 or us-west-2, and ordinary calls from other Regions still reach them. Audit runbooks, SDK settings and the last exercise, then swap each dependency for a data-plane operation.
Resilience · Amazon Web Services · By Cloud Security DeskPlan for an outage at your CDN or edge provider
When the CDN, WAF and edge provider fails, traffic can move to a regional WAF, a second CDN or the origin, and each keeps less protection. Decide early whether a second path is worth securing.
Resilience · Microsoft Azure / Cloudflare / Amazon Web Services / Google Cloud · By Cloud Security DeskUse DNS egress filtering without mistaking it for a firewall
Resolver-layer filters in AWS, Azure and Google Cloud decide which names a workload can resolve, not where it connects. What each provider says its DNS control misses, and the connection control to pair with it.
Workload security · Amazon Web Services / Microsoft Azure / Google Cloud · By Cloud Security DeskKeep semantic response caches inside authorization scope
A semantic cache returns whatever its nearest stored prompt earned. Put tenant, user or entitlement scope, template and model into an exact-match partition, close the write path, and treat thresholds as a correctness setting.
AI systems · Microsoft Azure / Google Cloud / Redis / GPTCache / Amazon Web Services · By Cloud Security DeskCompare just-in-time privileged access in AWS, Azure and Google Cloud
Entra PIM and Google Cloud PAM make roles temporary natively, while AWS relies on TEAM or partner tools. All three end elevation by removing an assignment, and sessions, caches and minted tokens can keep running.
Identity & access · Amazon Web Services / Microsoft Azure / Microsoft Entra / Google Cloud · By Cloud Security DeskSeparate API gateway JWT checks from backend authorization
A gateway that accepts a JWT has checked its signature, issuer, audience and time window. It has not checked token type, revocation, cached decisions or object ownership. This mapping shows which side owns each decision.
Workload security · Amazon Web Services / Microsoft Azure / Google Cloud · By Cloud Security DeskPlan the move from ingress-nginx to Gateway API
Ingress-nginx is archived and will not be patched again. Contain the old controller, inventory the behaviors your clients depend on, and cut over to Gateway API with evidence and a rollback path.
Workload security · Kubernetes / Google Cloud / AWS / Azure · By Cloud Security DeskGive Kubernetes pods cloud credentials without static keys
EKS Pod Identity, IRSA, AKS Workload ID and Workload Identity Federation for GKE all swap a projected token for short-lived credentials. What leaks if you stop there is the node's own identity.
Identity & access · Amazon Web Services / Microsoft Azure / Google Cloud / Kubernetes · By Cloud Security DeskPublish npm packages with trusted publishing instead of long-lived tokens
npm revoked classic tokens and capped write tokens at 90 days. Move CI releases to trusted publishing with staged approval, then protect the workflow, tags and environment that now hold publish authority.
Workload security · npm / GitHub / GitLab / CircleCI / Sigstore · By Cloud Security DeskKnow where cloud AI services process your prompts
Bedrock inference profiles, Foundry deployment types and Agent Platform endpoints each decide where a prompt is processed, separately from where data rests. Compare what each provider commits to and how to enforce it.
AI systems · Amazon Web Services / Microsoft Azure / Google Cloud · By Cloud Security DeskLet AWS workloads call external services with IAM-issued tokens
IAM outbound identity federation lets an AWS role trade its credentials for a signed JWT instead of storing a vendor API key. AWS controls issuance; the receiving service's claim checks decide what the token is worth.
Identity & access · Amazon Web Services / AWS IAM / AWS STS / Microsoft Entra · By Cloud Security DeskRemove unnecessary personal data before sending Vertex AI prompts
Reduce personal data in Vertex AI prompts with field selection, Sensitive Data Protection, deliberate transformations, and safe failure handling.
AI systems · Google Cloud · By Cloud Security DeskCheck and stop anonymous access to Azure blobs
Understand account and container settings and prove both anonymous denial and intended app access.
Workload security · Azure · By Cloud Security DeskDesign application authorization before writing Cedar policies
Define business actions, trustworthy entities and tenant boundaries before writing Cedar policies, then make the application responsible for enforcing the resulting decision.
Identity & access · AWS / Cedar · By Cloud Security DeskChoose who can share an inference prefix cache
Choose the principals allowed to share prefix state, then carry that decision through request routing, offload, transfer and restore.
AI systems · vLLM / NVIDIA · By Cloud Security DeskRotate Entra application certificates with proof of adoption
A renewed certificate can exist in Key Vault while a running client still uses the old key. Define the evidence that makes application rotation complete.
Identity & access · Microsoft Entra / Azure Key Vault · By Cloud Security DeskKnow when AWS KMS encryption needs an envelope
KMS Encrypt has small plaintext limits. Follow the data key and encrypted-message format when an application needs to protect larger payloads.
Workload security · AWS · By Cloud Security DeskWhere DNS failover loses control of the clock
Separate authoritative routing, resolver caches, stale answers, runtime caching and existing connections when describing what DNS failover can achieve.
Resilience · AWS / Cloudflare / Oracle · By Cloud Security DeskStop retries from amplifying an outage
Count attempts across the complete request path, give retries a finite owner and budget, and define how repeated intent avoids duplicate side effects.
Resilience · AWS · By Cloud Security DeskQwen3.8-Flash-Next and GLM-5.3-Flash share a 3:1 long-context pattern
Both models replace most conventional attention layers with recurrent state and reserve sparse attention for periodic retrieval. Their differences lie in where they place capacity, how much neural computation they activate, and what their serving stacks must keep trustworthy.
AI systems · Resilience · By Umair Akbar and Ahmed Elshekh