AI Engineer session on Beyond Conversation: Why Documents Transform Natural Language into Code - Filip Kozera. It adds practical context for how teams are building and operating AI systems in production.
Beyond Conversation: Why Documents Transform Natural Language into Code - Filip Kozera
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The Defender’s Window
OpenAI describes a staged program for AI-assisted defense: use agents to review code and infrastructure, triage alerts, enumerate attack paths, and validate security invariants while retaining strong isolation and least privilege. Its recommended rollout starts with internet-facing services and vulnerability backlogs, moves security review into CI, requires focused fixes and regression tests, and expands from read-only triage to narrowly bounded automation only after teams build evidence and confidence.
Now in preview: Find and fix software vulnerabilities with CodeMender
Google opened a preview of CodeMender, an AI code-security agent delivered through Gemini Enterprise Agent Platform and AI Threat Defense. It is designed to inspect code, identify and validate potentially exploitable defects, and produce targeted fixes, with Google’s specialized Gemini 3.5 Flash Cyber model initially restricted to governments and trusted partners.
Transforming Bedrock Guardrails events into OCSF with CloudWatch
AWS provides an implementation guide for a Lambda pipeline that converts Bedrock Guardrails intervention logs into OCSF Detection Findings in the CloudWatch unified data store. It includes field mapping and queries that correlate guardrail events with identity and network activity.