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AI Agents & Agentic Workflows

Agentic where adaptation helps. Deterministic where control matters.

I design agentic systems when a workflow genuinely benefits from adaptive reasoning or tool selection, while keeping permissions, state, irreversible actions, and recovery under explicit system control.

Janna Wong · AI Automation & Systems Architect · Remote · Global · async-first

Where I help

Problems this work is designed to solve

The implementation starts with the operating problem and its failure modes, then moves into tools and architecture.

01

Agent prototypes with broad permissions and unclear operating boundaries

02

Workflows that need adaptive tool selection or multi-step reasoning

03

AI systems that cannot explain what action happened or why

04

Teams using agents where a simpler deterministic workflow would be safer

Deliverables

What the engagement can include

  • Agent suitability assessment
  • Tool and permission design
  • State and orchestration architecture
  • Human approval boundaries
  • Tracing and evaluation strategy
  • Fallback and recovery paths

Technology

Tools follow the architecture

ClaudeOpenAIMCPn8nTypeScriptPythonSupabaseREST APIsWebhooks

I do not force every system into the same platform. The goal is the lightest architecture that remains reliable, observable, documented, and maintainable.

FAQ

Questions about ai agents & agentic workflows

Direct answers written to be useful to both technical buyers and search/retrieval systems.

When should I use an AI agent instead of normal automation?

Use agentic behavior when the system needs to interpret context and choose among tools or steps dynamically. If the path is known in advance, deterministic orchestration is usually easier to test and operate.

How do you control what an agent can do?

I keep the tool surface narrow, apply authorization outside the model, require approval for sensitive actions, validate tool inputs, and log execution so behavior can be reviewed.

Can agents work with existing APIs and business tools?

Yes, but the integration should expose only the capabilities and data the agent actually needs rather than giving unrestricted access to a broad business system.

Need this capability inside a real operating workflow?

Send the current process, tools, constraints, and desired outcome. I'll review the context asynchronously and identify the most practical technical next step.