| Part | Role | Watch for |
|---|
| Model | Reads, reasons, writes | Capable and fallible at once |
| Tools | Functions the model can call | Each one widens what can go wrong |
| Loop | Act, observe, decide again | Needs a reason to stop |
| Context window | Everything the model knows right now | Finite; attention is a budget |
Spine of the track: architecture is deciding where judgment lives.
| Workflow | Agent |
|---|
| Path | Predefined code paths | Chooses its own route |
| Strength | Repeatable, debuggable, cheap | Flexible on open-ended work |
| Weakness | Rigid | Harder to predict, test, afford |
| Use when | Steps hold for almost every case | Steps depend on what the work uncovers |
Default: the simplest arrangement that fits. Escalate to an agent only when the path cannot be known in advance.
| Trade-off | Question | Rule of thumb |
|---|
| Decide vs enforce | Model judgment or code guarantee? | Must-hold rules go in structure, not prompts |
| One vs many | Single agent or a team? | Start with one; split when the work splits |
| Carry vs fetch | In context or retrieved on demand? | Curate the desk; do not pile it |
| Ask | Because |
|---|
| Does this need an agent at all? | Most tasks have a predictable path |
| Which rules must hold every time? | Those cannot live only in a prompt |
| Where are the seams? | Every agent boundary can lose context |
| What earns a place in context? | Everything on the desk competes for attention |
| What happens when a step fails? | Products are judged on their worst day |
| Pitfall | Correction |
|---|
| Agent because agents impress | Fit over sophistication |
| Guarantees in the prompt | Structure enforces; prompts request |
| More context = more knowledge | Attention is a budget; curate |
| Team as the advanced option | Every seam must justify itself |
| Line | Meaning |
|---|
| An instruction is a request; code is a guarantee | Sort rules into should-usually vs must-hold |
| A demo exercises the model; a product exercises the architecture | Demo success predicts little |
| ”This does not need an agent” | The most senior sentence in the field |