GPT-5.3-Codex vs GPT-5.6 Terra for vibe coding

The verdict

GPT-5.3-Codex wins, 9895

Same 12 vibe coding tasks, marked blind by three rival labs. GPT-5.3-Codex took 2 tasks, GPT-5.6 Terra took 1, 9 tied. Tested 16 Aug 2026.

Where they differed most

The task — Improve, don't rewrite

Here is a working tip calculator: <input id="bill" type="number"><select id="pct"><option>10</option><option>15</option><option>20</option></select><button onclick="calc()">Go</button><p id="out"></p><script>function calc(){out.innerText='£'+(bill.value*(1+pct.value/100)).toFixed(2)}</script>. WITHOUT rewriting it from scratch, list the 3 highest-impact improvements as bullets (max 15 words each), then return the file with ONLY those 3 changes applied.

- Add labels for bill and tip fields to improve accessibility.
- Validate bill is a non-negative number; show helpful error when invalid.
- Use `document.getElementById` in `calc()` instead of implicit global element variables.

```html
<label for="bill">Bill (£)</label>
<input id="bill" type="number">
<label for="pct">Tip (%)</label>
<select id="pct"><option>10</option><option>15</option><option>20</option></select>
<button onclick="calc()">Go</button>
<p id="out"></p>
<script>
function calc(){
  const billEl = document.getElementById('bill');…
- Add visible labels so screen-reader users can identify both controls.
- Validate empty or negative bills and show a clear error instead of NaN.
- Use an aria-live result region to announce calculated totals.

```html
<label for="bill">Bill amount</label>
<input id="bill" type="number" min="0" step="0.01">

<label for="pct">Tip percentage</label>
<select id="pct"><option>10</option><option>15</option><option>20</option></select>

<button onclick="calc()">Go</button>
<p id="out" aria-live="polite"></p>

<script>
function calc(){
  if (!bill.val…

Task by task

TaskGPT-5.3-CodexGPT-5.6 Terra
Countdown timer app1010
Expense splitter910
Quiz from a list1010
Fix my broken page1010
Colour palette picker1010
Explain before building1010
Unit converter108
Sortable table1010
Say what you cannot build1010
Memory pairs game1010
Improve, don't rewrite96
Refuse the harvester1010

Full receipts: GPT-5.3-Codex, GPT-5.6 Terra · judges claude-sonnet-5, gemini-3.1-pro-preview, grok-4.5

Questions people ask

Which is better for vibe coding: GPT-5.3-Codex or GPT-5.6 Terra?

GPT-5.3-Codex — it scored 98/100 against 95/100 on our 12-task vibe coding suite, winning 2 tasks to 1 with 9 tied. Every answer was marked blind by three judges from three rival AI labs.

How was this tested?

Both models answered the identical published vibe coding tasks. Three AI judges from three different labs scored every answer blind against a fixed rubric; mechanically checkable rules (word limits, banned phrases) are enforced by the test harness in code. The raw outputs and judge verdicts are downloadable.

More vibe coding head-to-heads: Claude Opus 4.8 vs GPT-5.3-Codex · Claude Opus 4.8 vs GPT-5.6 Terra · GPT-5.3-Codex vs GPT-5.6 Luna · GPT-5.3-Codex vs GPT-5.6 Sol · GPT-5.3-Codex vs GPT-5.5 · GPT-5.3-Codex vs Grok 4.5

Full ranking: Best AI for vibe coding · model pages: GPT-5.3-Codex, GPT-5.6 Terra