Native Agents

Engineering the future of autonomous AI systems, agent patterns, and production architecture.

Latest Posts

guidelines·

AI Agents as Coding Partner - Prompting Past the Sycophancy

Prompting techniques that turn your agent from a hype man into a real collaborator, and how to break the sycophancy loop when it locks in.

promptingsycophancyworkflowcollaboration
current limitations·

The Hyper-Reactive Architect - When Agents Can't Sit Still

Why AI agents pivot to destructive new paths after a single glitch and how to build in patience.

aireliabilityagentic-loopsarchitecture
guidelines·

AGENTS.md / CLAUDE.md - The way I like to work with AI Agents

It's not just about the prompt it's about the workflow and the current state of the project.

agents-mdworkflowproject-contextcollaboration
patterns·

Multi-Agent Orchestration - From Scripts to Swarms

Designing robust handoff patterns and state management for multi-agent systems.

multi-agentorchestrationstate-machinesdesign-patterns
current limitations·

Presumptive Inference - The Silent Agent Killer

How agents assumes success and how to architect guardrails to prevent it.

aipresumptive inferenceguardrailsagentic architecture
current limitations·

Why Agents Prefer Shortcuts - And Why You Must Stop It

Understanding why LLMs prefer fragile scripts over robust systems and how to enforce Agentic Engineering.

aiarchitectureguardrailsengineering
internals·

Observability in Agentic Flows - Debugging the "Black Box"

How to instrument agentic systems for deep traceability and debugging.

observabilitytracingdebuggingagent-internals