Lesson 367·M29 Enterprise AI Solutions Architecture
Architecture Trade-offs
OpenLearning Objectives
By the end of this lesson you should be able to:
- Explain the axes: the cost, the latency, the quality (L367)
- Explain the named choice: the trade-off stated (L367)
- Explain the cost: the given-up (L367)
- Explain the AI's trade-offs: the RAG, the model, the streaming (L367)
- Explain the AI shape: the named trade-off (L367)
One-Line Definition
The architecture trade-offs are the named choice — the trade-off stated with what's given up (L367) — the axes (the cost L334, the latency L333, the quality L341, L367), the named choice (the trade-off stated: "we chose the X for the Y, at the Z's cost", L367), and the decision (the ADR L361: the trade-off recorded L361, L367) — the AI's (L367): the RAG L349 vs the fine-tuning L365, the streaming L251 vs the batch L282, the cost L334 vs the quality L341 — the named (L367), the senior's (L367) deliverable (L367).
The one-sentence interview answer: "The architecture trade-off is the named choice (L367). The axes (L367): the cost (L334), the latency (L333), and the quality (L341) — the trade's (L367) dimensions (L367). The named choice (L367): the trade-off stated (L367) — "we chose the RAG (L349) over the fine-tuning (L365) for the freshness (L335) and the cost (L368), at the latency's (L333) cost" (L367). The cost (L367): what's given up (L367) — the latency (L333), the quality (L341), the simplicity (L367) — the negative (L367) stated (L367). The decision (L361): the ADR (L361) — the trade-off (L367) recorded (L361) — the review (L361) on the change (L361). The AI's trade-offs (L367): the RAG (L349) vs the fine-tuning (L365) — the freshness (L335) vs the latency (L333); the streaming (L251) vs the batch (L282) — the UX (L162) vs the throughput (L358); and the cost (L334) vs the quality (L341) — the model's (L148) tier (L365). The AI shape (L173): the enterprise (L380) — the trade-offs (L367) named (L367): the axes (L367), the choice (L367), and the cost (L367) — the ADR (L361) recording (L361) — the named (L367), the senior's (L367) deliverable (L367)."
Mental Model
Think of the trade-off as the engineer's bridge design. The bridge (the system, L173) has the constraints (the axes, L367): the budget (the cost, L334), the traffic (the latency, L333), and the safety (the quality, L341). The engineer (the architect, L367) names the choice (L367): "we chose the lighter span (L367) for the budget (L334), at the traffic's (L333) cost" — the trade-off (L367) stated (L367). The engineer's report (the ADR, L361) records it (L361): the choice (L361), the why (L361), and the given-up (L367). The bridge works because the trade-offs (L367) are named (L367) — the surprises (L367) avoided (L367).
the bridge (the system, L173)
┌────────────────────────────────────────────────────────┐
│ the constraints (the axes, L367) — the budget (L334), │
│ the traffic (L333), the safety (L341) │
│ the named choice (L367) — "for the X, at the Y's cost" │
│ the report (the ADR, L361) — the record (L361) │
└────────────────────────────────────────────────────────┘
The mental model is the bridge: the constraints, the named choice, and the report (L367).
Visual Flow — One Named Trade-off
the decision point (L367)
│ e.g. the RAG (L349) vs the fine-tuning (L365)
▼
┌────────────────────── THE AXES (L367) ─────────────────────────────┐
│ the cost (L334) · the latency (L333) · the quality (L341) │
└──────────────────────────┬───────────────────────────────────────┘
▼
┌────────────────────── THE NAMED CHOICE (L367) ─────────────────────┐
│ "we chose the RAG (L349) for the freshness (L335) and the cost │
│ (L368), at the latency's (L333) cost" (L367) │
└──────────────────────────┬───────────────────────────────────────┘
▼
┌────────────────────── THE ADR (L361) ──────────────────────────────┐
│ the trade-off (L367) recorded (L361) — the review (L361) on the │
│ change (L361) │
└──────────────────────────────────────────────────────────────────┘
The flow is the craft: axes → named choice → ADR (L367).
How It Works — The Craft, Part by Part
- The axes (L367). The cost (L334), the latency (L333), the quality (L341) — the trade's (L367) dimensions (L367).
- The named choice (L367). The trade-off stated (L367): "we chose the X for the Y, at the Z's cost" (L367).
- The cost (L367). What's given up (L367): the latency (L333), the quality (L341), the simplicity (L367) — the negative (L367) stated (L367).
- The decision (L361). The ADR (L361) — the trade-off (L367) recorded (L361).
Note
The named trade-off is the senior's deliverable (L367). The senior answer states the trade-off (L367) explicitly (L367): the axes (L367) — the cost (L334), the latency (L333), the quality (L341); the choice (L367) — the picked (L367); and the cost (L367) — the given-up (L367). The unnamed trade-off (L367) is the hidden (L367) surprise (L367): the stakeholders (L360) discover it at the bill (L368) or the latency (L333). The named (L367) — the reviewable (L361) — is the senior's (L367) craft (L367).
Real Project Usage
- An enterprise engagement (L379). The trade-offs (L367) named (L367) — the case study's (L379) decisions (L367).
- A RAG decision (L349). The RAG (L349) vs the fine-tuning (L365) — the freshness (L335) vs the latency (L333).
- A model decision (L148). The tier (L365) — the cost (L334) vs the quality (L341).
- A streaming decision (L251). The streaming (L251) vs the batch (L282) — the UX (L162) vs the throughput (L358).
- Anything enterprise (L380). The craft (L367) — the axes, the choice, the cost (L367).
The through-line: the craft is the trade-off's — the axes, the named choice, and the cost (L367).
Interview Explanation
Say it in four moves:
- The axes. "The cost (L334), the latency (L333), the quality (L341)."
- The named choice. "The trade-off stated (L367)."
- The cost. "The given-up (L367)."
- The record. "The ADR (L361)."
Senior-Level Insights
- The naming is the craft (L367). The trade-off (L367) stated (L367) — the "for the X, at the Y's cost" (L367) — the senior's (L367) sentence (L367).
- The negative is the honesty (L367). The given-up (L367) — the latency (L333), the quality (L341) — stated (L367) — the surprise (L367) avoided (L367).
- The axes are the dimensions (L367). The cost (L334), the latency (L333), the quality (L341) — the trade's (L367) frame (L367).
- The ADR is the record (L361). The trade-off (L367) in the ADR (L361) — the review (L361) on the change (L361).
- The AI's trade-offs are the new (L367). The RAG (L349) vs the fine-tuning (L365), the model's (L148) tier (L365) — the AI's (L367) axes (L367).
Common Mistakes
- The silent pick (L367). The choice (L367) un-named (L367) — the surprise (L367) at the cost (L368) — the naming (L367) is the deliverable (L367).
- The one-axis view (L367). The cost (L334) only (L367) — the latency (L333) and the quality (L341) forgotten (L367).
- The positive-only (L367). The gains (L367) stated (L367), the given-up (L367) hidden (L367) — the honesty (L367) is the negative (L367).
- The un-recorded (L361). The trade-off (L367) without the ADR (L361) — the review (L361) impossible (L367).
- The static trade-off (L367). The choice (L367) never revisited (L361) — the context (L361) changed (L367).
Best Practices
- Frame the axes (L367) — the cost (L334), the latency (L333), the quality (L341).
- Name the choice (L367) — the "for the X, at the Y's cost" (L367).
- State the given-up (L367) — the negative (L367) honestly (L367).
- Record the ADR (L361) — the trade-off (L367) reviewable (L361).
- Revisit on the change (L361) — the context (L361) re-read (L367).
Interview Questions
Q: Walk me through the architecture trade-offs.
A: The named choice (L367). The axes — the cost (L334), the latency (L333), the quality (L341). The named choice — the trade-off stated (L367). The cost — the given-up (L367). And the record — the ADR (L361).
Q: What's the senior's sentence?
A: The named trade-off (L367): "we chose the RAG (L349) over the fine-tuning (L365) for the freshness (L335) and the cost (L368), at the latency's (L333) cost" (L367). The choice (L367), the why (L367), and the given-up (L367) — in one sentence (L367).
Q: What are the AI's trade-offs?
A: Three (L367): the RAG (L349) vs the fine-tuning (L365) — the freshness (L335) vs the latency (L333); the streaming (L251) vs the batch (L282) — the UX (L162) vs the throughput (L358); and the model's (L148) tier (L365) — the cost (L334) vs the quality (L341). Each named (L367) with the given-up (L367).
Q: Why name it?
A: The surprise (L367): the unnamed trade-off (L367) — the hidden (L367) cost (L368) or the latency (L333) — discovered by the stakeholders (L360) later (L367). The named (L367) — in the ADR (L361) — is the reviewable (L361) and the senior's (L367) deliverable (L367).
Follow-Up Questions
- What are the axes (L367)?
- What's the senior's sentence (L367)?
- What are the AI's trade-offs (L367)?
- Why name it (L367)?
- What's the record (L361)?
Comparison Table — The Trade-off's Shapes
| Trade-off (L367) | The chosen (L367) | The given-up (L367) |
|---|---|---|
| The RAG vs the fine-tuning (L365) | the RAG (L349) | the latency (L333) |
| The streaming vs the batch (L282) | the streaming (L251) | the throughput (L358) |
| The small vs the frontier (L157) | the small (L157) | the quality (L341) |
The senior read: each trade-off named with the given-up (L367).
Code Example — The Craft, Applied
// The architecture trade-offs (L367) — the named choices (L367).
// 1 · THE AXES (L367) — the dimensions (L367).
const axes = ['cost', 'latency', 'quality']; // L334, L333, L341
// 2 · THE NAMED CHOICES (L367) — the trade-offs stated (L367).
const tradeoffs = [
{
id: 'retrieval-approach',
// "we chose the X for the Y, at the Z's cost" (L367):
choice: 'RAG over fine-tuning', // L349, L365
for: 'the freshness (L335) and the cost (L368)',
atCostOf: 'the latency (L333) of the retrieval (L189)',
axes: { cost: '+', latency: '-', quality: '=' }, // L367
},
{
id: 'transport',
choice: 'streaming over batch', // L251, L282
for: 'the UX (L162) — the TTFT (L145)',
atCostOf: 'the throughput (L358) and the complexity (L367)',
axes: { latency: '+', cost: '-', quality: '=' },
},
{
id: 'model-tier',
choice: 'the tiered models over the single frontier', // L365
for: 'the cost (L334) — the 80/20 (L365)',
atCostOf: 'the routing's (L155) complexity and the quality (L341) on the small (L157)',
axes: { cost: '+', latency: '+', quality: '-' },
},
];
// 3 · THE ADR (L361) — each trade-off recorded (L361).
// ADR-041: the retrieval-approach — the RAG (L349), at the latency (L333)
What the reader must SEE — the craft, applied:
axes: cost, latency, quality → the dimensions (L367)
"for the X, at the Y's cost" → the named choice (L367)
the + and - per axis → the honesty (L367)
the ADR per trade-off → the record (L361)
The axes, the choice, the given-up — named (L367).
Tip
The pair that defines the craft: the "for the X, at the Y's cost" sentence (the naming, L367) and the per-axis +/- (the honesty, L367). Frame the axes, name the choice, state the given-up, record the ADR — the senior's deliverable (L367).
Performance Notes
- The naming is the review's speed (L367). The stated trade-off (L367) — the debate (L367) shortened (L367).
- The honesty is the surprise's (L367). The given-up (L367) stated (L367) — the bill (L368) surprise (L367) avoided (L367).
- The ADR is the revisit's (L361). The recorded (L361) — the context (L361) re-read (L367).
- The axes are the decision's (L367). The cost (L334), the latency (L333), the quality (L341) — the frame (L367).
Debugging Scenarios
| Symptom | First check (L367) | The lever |
|---|---|---|
| The bill surprises | The trade-off (L367) | The cost (L334) named (L367) |
| The latency disappoints | The trade-off (L367) | The given-up (L333) stated (L367) |
| The choice is disputed | The ADR (L361) | The named (L367) + the recorded (L361) |
| The quality slipped | The trade-off (L367) | The quality (L341) axis (L367) |
| The context changed | The review (L361) | The revisit (L361) |
Quick Revision Notes
- The architecture trade-offs = the named choice (L367): the axes, the choice, the cost.
- The axes: the cost (L334), the latency (L333), the quality (L341).
- The named choice: the "for the X, at the Y's cost" (L367).
- The cost: the given-up (L367) — stated (L367).
- The record: the ADR (L361).
Cheat Sheet
ARCHITECTURE TRADE-OFFS = the named choice
THE AXES (L367)
the cost (L334) · the latency (L333) · the quality (L341)
the trade's (L367) dimensions (L367)
THE NAMED CHOICE (L367)
"we chose the X for the Y, at the Z's cost" (L367)
the choice (L367) · the why (L367) · the given-up (L367)
THE COST (L367)
what's given up (L367): the latency (L333), the quality (L341),
the simplicity (L367) — the negative (L367) stated (L367)
THE AI'S TRADE-OFFS (L367)
the RAG (L349) vs the fine-tuning (L365) — the freshness (L335)
vs the latency (L333)
the streaming (L251) vs the batch (L282) — the UX (L162)
vs the throughput (L358)
the model's (L148) tier (L365) — the cost (L334) vs the quality (L341)
THE RECORD (L361)
the ADR (L361) — the trade-off (L367) reviewable (L361)
INTERVIEW, 4 MOVES
1 axes "the cost, the latency, the quality (L367)"
2 named "the choice stated (L367)"
3 cost "the given-up (L367)"
4 record "the ADR (L361)"Key Takeaways
Recap
- The architecture trade-offs are the named choice — the trade-off stated with what's given up (L367): the axes (L367), the named choice (L367), the cost (L367), and the record (L361)
- The axes (L367): the cost (L334), the latency (L333), and the quality (L341) — the trade's (L367) dimensions (L367)
- The named choice (L367): "we chose the X for the Y, at the Z's cost" (L367) — the trade-off stated (L367)
- The cost (L367): what's given up (L367) — the latency (L333), the quality (L341), the simplicity (L367) — the negative (L367) stated (L367)
- The AI's trade-offs (L367): the RAG (L349) vs the fine-tuning (L365), the streaming (L251) vs the batch (L282), and the model's (L148) tier (L365)
- The record (L361): the ADR (L361) — the trade-off (L367) recorded (L361), reviewable (L361) — the named (L367), the senior's (L367) deliverable (L367)
Check your understanding
Answer each one out loud. Then rate yourself honestly.
0/8What are the axes (L367)?
What's the senior's sentence (L367)?
What are the AI's trade-offs (L367)?
Why name it (L367)?
What's the record (L361)?
What's the given-up (L367)?
What's the surprise (L367)?
What is the senior's deliverable (L367)?
A Closing Note — The Bridge, Documented
You now hold the craft: the axes, the named choice, and the cost — with the "for the X, at the Y's cost" in the report. The engineer's choices are named — and the bridge's surprises are avoided (L367).
Next: the token math, the infra cost, and the budget that survives the board — Cost Estimation & Budgeting (L368).