Thinking from our engineers
Notes on what holds up in production and what does not, written by the people who build and run these systems.
Insights library
The Buyer Shift: From AI Pilots to Agentic and AI-Enabled SDLC
Enterprise buyers have lived through pilots that never reached production. The shift to governed agents is a structural response to that failure rate, not a fashion cycle.
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AI Agent Orchestration: Types, Architecture, and Production Checklist
Individual agents supply capability. Orchestration supplies control — routing, shared state, recovery and evaluation across a workflow no single agent could finish alone.
AI Agent Architecture & Use Cases in Cybersecurity
Agents tiered by autonomy — triage, supervised containment, advanced analysis — and the seven SecOps and AppSec workflows where they hold up in production.
Data Poisoning in Large Language Models: Threats, Defense Mechanisms, and Tooling
Poisoned training artifacts bake vulnerabilities into model parameters. Unlike a runtime prompt injection, they cannot be patched — only retrained out.
AI Agent Security Architecture: Governance Across Data, Models, and Agents
Security teams have stopped asking how to grant AI access and started asking how autonomous agents can execute safely. Three layers answer it: data, model, agent.
Beyond Vibe Coding: The Five Building Blocks of AI-Native Engineering
Five blocks replace prompting: an agent, a model, a methodology, a spec and context. Precision in specification has become the bottleneck, not syntax.
Agentic Engineering: From AI Tools to an Engineering Discipline
The question has moved from whether AI can write code to how autonomous agents are planned, bounded, evaluated and recovered in production.
Best Practices for Monitoring a Cloud Migration
Migrating without end-to-end visibility turns operational risk into downtime. Side-by-side hybrid tracking and SLO-driven validation prevent it.
Monitoring Your Dynamic Cloud Infrastructure
Autoscaling creates instances that come and go faster than host-centric monitoring can register. Service-level observability is the answer.
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