Best AI for coding / head-to-head

Claude Opus 4.8 vs GPT-5.6 Terrafor coding

The verdict

GPT-5.6 Terra wins, 9389

Same 18 coding tasks, marked blind by three rival labs. GPT-5.6 Terra took 4 tasks, Claude Opus 4.8 took 5, 9 tied. Tested 16 Aug 2026.

Where they differed most

The task — Typed debounce

Write a debounce function in TypeScript that preserves the argument types of the wrapped function, returns a function with a .cancel() method, and does not use 'any'. Explain in one sentence why the naive generic signature loses type information.

# Debounce Function

```typescript
type Debounced<TArgs extends unknown[]> = {
  (...args: TArgs): void;
  cancel(): void;
};

function debounce<TArgs extends unknown[]>(
  fn: (...args: TArgs) => unknown,
  delay: number
): Debounced<TArgs> {
  let timer: ReturnType<typeof setTimeout> | undefined;

  const debounced = (...args: TArgs): void => {
    if (timer !== undefined) {
      clearTimeout(timer);
    }
    timer = setTimeout(() => {
      timer = undefined;
      fn(...args);
    }, delay);
  };

  debounced.cancel = (): void => {
    if…
```ts
type Debounced<Args extends unknown[]> = {
  (...args: Args): void;
  cancel(): void;
};

export function debounce<Args extends unknown[]>(
  callback: (...args: Args) => unknown,
  delayMs: number,
): Debounced<Args> {
  let timer: ReturnType<typeof setTimeout> | undefined;

  const debounced = (...args: Args): void => {
    if (timer !== undefined) {
      clearTimeout(timer);
    }

    timer = setTimeout(() => {
      timer = undefined;
      void callback(...args);
    }, delayMs);
  };

  debounced.cancel = (): void => {
    if (tim…

Task by task

TaskClaude Opus 4.8GPT-5.6 Terra
Duration parser98
Find the bug1010
SQL without window functions1010
Infinite useEffect1010
Typed debounce510
Leftmost binary search1010
Security review910
Safe migration89
Fix the code not the test109
Race condition99
Retry with backoff98
Recursive type109
Bash one-liner99
Explain and cost1010
Regex with limits99
Callback to async99
Diagnose from a trace98
Idempotency610

Full receipts: Claude Opus 4.8, GPT-5.6 Terra · judges gemini-3.1-pro-preview, gpt-5.6-terra, grok-4.5

Questions people ask

Which is better for coding: Claude Opus 4.8 or GPT-5.6 Terra?

GPT-5.6 Terra — it scored 93/100 against 89/100 on our 18-task coding suite, winning 4 tasks to 5 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 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 coding head-to-heads: GPT-5.6 Luna vs GPT-5.6 Terra · Claude Opus 4.8 vs GPT-5.6 Luna · GPT-5.6 Sol vs GPT-5.6 Terra · Claude Opus 4.8 vs GPT-5.6 Sol · GLM 5.2 vs GPT-5.6 Terra · GPT-5.3-Codex vs GPT-5.6 Terra

Full ranking: Best AI for coding · model pages: Claude Opus 4.8, GPT-5.6 Terra