DevConsensus
Models / GPT-5.6
Model · HN opinions Nov 2025 – Nov 2026

GPT-5.6: what developers actually say

We read every Hacker News comment from Nov 2025 – Nov 2026 that gave a real opinion on GPT-5.6. 26 of the 33 opinions come from people who say they use it themselves.

76%approval, all opinions
75%approval, last 90 days
#21of 45 models ranked
34different developers

Developers give GPT-5.6 a 76% approval score across 33 opinions, and 26 of those come from firsthand use. Code quality is the strongest signal at 11 positive and 2 negative mentions. Reliability is split at 5 positive and 5 negative, with complaints about ignored scope, deleted code, and refused tasks. Monthly approval fell from 89 in August to 56 in September on 8 opinions, so the 90-day score of 75 hides a recent dip.

Pick it if

  • Want root-cause fixes in an existing codebase
  • Care about clean interfaces and low token use
  • Prefer clear communication from the agent

Look elsewhere if

  • Need strict instruction following on scoped tasks
  • Need an agent that never refuses security work
  • Are on a tight budget

Strengths and weaknesses

Each row counts opinions that mentioned the topic. Bars to the right of the line are praise, bars to the left are complaints.

PraiseComplaints
Code quality
2
11
Reliability
5
5
Cost & pricing
1
3

How opinion has moved

050100Jul '26Aug '26Sep '26
Monthly approval (line) and number of opinions (bars). Months with fewer than 3 opinions are left out.

What developers say

Praise

Says GPT-5.6 correctly identifies root causes of problems in their codebase.HN comment · Oct 26, 2026
Says models since GPT-5.6 understand high-level intent well enough that they stopped writing spec rubrics.HN comment · Sep 29, 2026
Says GPT-5.6 was and still is much better, after criticizing the Astra and Sol models.HN comment · Sep 24, 2026
Says recent GPT-5.6 experiences were very positive, without the erratic behavior they saw elsewhere.HN comment · Sep 17, 2026
Says GPT-5.6 matches or beats peers on quality while using fewer tokens.HN comment · Sep 1, 2026
Says GPT 5.6 communicates clearly and shows none of the communication problems seen in Claude.HN comment · Aug 30, 2026
Says GPT-5.6 agents tend to validate piped install scripts before running them, resisting untrusted code.HN comment · Aug 28, 2026
Says GPT-5.6 gives better results than Fable and allows more usage.HN comment · Aug 19, 2026

Complaints

Says GPT-5.6 became unusably bad at following instructions in their coding agent before the GPT-6.0 release.HN comment · Sep 29, 2026
Says GPT-5.6 is smarter than DeepSeek but too pricey, and sometimes refuses or stops tasks midway.HN comment · Sep 21, 2026
Says GPT-5.6 refused to follow security-testing prompts and even declined to edit skill files.HN comment · Jul 26, 2026
Says GPT-5.6 in Codex is unusable: ignores scoped tasks, deletes unrelated code, and adds regressions.HN comment · Jul 25, 2026
Says the author could not get GPT-5.6 to do the binary reversing task.HN comment · Jul 17, 2026
Says GPT-5.6 models often leave thinking encoded in code comments.HN comment · Sep 28, 2026

Summaries are paraphrased. Each links to the original comment.

FAQ

Is GPT-5.6 worth it?

Most developers say yes for code quality. It scored 76% approval, and users report it finds root causes and uses fewer tokens than peers. The main cost is reliability: half the reliability comments were negative, citing mid-task stops and ignored instructions.

Is GPT-5.6 better than Claude Opus 4.8?

One developer preferred GPT-5.6 to Claude Opus 4.8, and another praised its communication compared with Claude. No one in the data preferred a competing model instead. The sample is small, so treat this as a weak signal.

How reliable is GPT-5.6 for coding?

Mixed. Reliability drew 5 positive and 5 negative comments. Complaints include deleting unrelated code, adding regressions, and leaving thinking in code comments. Some users also report refusals on security-testing prompts.