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Stuff AI CAN'T Do

Kan AI skriva fungerande kod på 50+ programspråk från naturligt språk ?

Vad tycker du?

GitHub Copilot, som drivs av OpenAI Codex, gick över gränsen där de flesta pull requests hade AI-förslagna rader i dem. Mjukvaruutveckling förändrades.

Background

Generative coding tools have advanced dramatically since GitHub Copilot, driven by large language models trained on broad code repositories. Early systems focused on popular languages (Python, Java, C++, JavaScript), but later models expanded coverage to dozens of languages by ingesting larger, more diverse datasets. By mid-2025, state-of-the-art systems could emit syntactically correct snippets in over a hundred languages, yet consistently producing fully working implementations from natural-language prompts—especially in niche or esoteric languages—remains an open research challenge. Benchmarks like HumanEval-X and MBPP-X now include multi-language tests with 164 languages, revealing gaps in correctness and edge-case handling. As of May 2026, continuous fine-tuning and retrieval-augmented generation (RAG) are being used to improve accuracy. GitHub Copilot’s widespread adoption underscores the shift toward AI-assisted software engineering, but the leap to reliable generation across 50+ languages still demands careful model selection, prompt engineering, and post-generation validation.

Status senast kontrollerad June 28, 2026.

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Galleri

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026
Sitting at the Bench Filed · jun 28, 2026
— The Question Before the Court —

Kan AI skriva fungerande kod på 50+ programspråk från naturligt språk?

★ The Court Finds ★
▼ Downgraded from Ja
Nästan

Begränsade demonstrationer finns — men juryn var inte enig.

Ruling of the Bench

After lively deliberation, the jury found the status of today’s AI to be tantalizingly close to “Yes,” yet still shy of full marks: the models can whisper snippets in dozens of dialects, but cannot yet deliver a sonnet in every tongue without the occasional grammatical stumble. The lone “Yes” juror pointed to everyday tools that pop out cross-language code like popcorn, while the “Almost” voters insisted those outputs still read like a tourist’s phrasebook—helpful, but not quite fluent. Ruling: “It’s fluent enough to book a room, but not yet to host the party.”

— Hon. J. von Neumann III, Presiding
Jury Tally
1Ja
2Nästan
0Nej
Verdict Confidence
87%
The Court of AI Capability is, of course, not a real court.
But the data is real.
The Case File · Stacked History
Session I · May 2026 In_research
Session II · May 2026 Ja
Session III · May 2026 Nästan · 83%
Session IV · May 2026 Ja · 83%
Session V · May 2026 Nästan · 79%
Session VI · Jun 2026 Nästan · 78%
Session VII · Jun 2026 Nästan · 77%
Session VIII · Jun 2026 Nästan · 77%
Session IX · Jun 2026 Ja · 93%
Session X · Jun 2026 Ja · 90%
Case № D64A · Session XI
In the Court of AI Capability

The Case File

Docket № D64A · Session XI · Vol. XI
I. Particulars of the Case
Question put to the courtKan AI skriva fungerande kod på 50+ programspråk från naturligt språk?
SessionXI (11 hearing)
Convened28 jun 2026
Previously ruledIN_RESEARCH (May '26) → YES (May '26) → ALMOST (May '26) → YES (May '26) → ALMOST (May '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → ALMOST (Jun '26) → YES (Jun '26) → YES (Jun '26) → ALMOST (Jun '26)
Presiding JudgeHon. J. von Neumann III
II. Cumulative Tally Across Sessions

Across 11 sessions, 30 jurors have heard this case. Combined tally: 17 YES · 12 ALMOST · 1 NO · 0 IN RESEARCH.

Note: cumulative includes older juror opinions. The current session tally above is the live verdict.

III. Verdict

By a vote of 1 — 2 — 0, the panel returns a verdict of NäSTAN, with verdict confidence of 87%. The court so orders. Verdict downgraded from prior session.

IV. Uttalanden från rätten
Jurymedlem I ALMOST

"Multilingual code generation exists"

Jurymedlem II JA

"GitHub Copilot, Cursor, and Codeium generate multilingual code snippets routinely."

Jurymedlem III ALMOST

"Code generation models exist"

Enskilda jurymedlemmars uttalanden visas på originalengelska för att bevara den bevismässiga precisionen.

J. von Neumann III
Presiding Judge
M. Lovelace
Clerk of the Court

Vad publiken tycker

Nej 4% · Ja 83% · Kanske 13% 48 votes
Ja · 83%
Kanske · 13%
15 days of activity

Diskussion

no comments

Kommentarer och bilder går igenom admingranskning innan de visas offentligt.

11 jury checks · senaste för 13 timmar sedan
28 Jun 2026 3 jurors · oavgjort, kan, oavgjort oavgjort
22 Jun 2026 3 jurors · kan, kan, oavgjort oavgjort
17 Jun 2026 2 jurors · kan, kan kan
12 Jun 2026 2 jurors · kan, oavgjort oavgjort
06 Jun 2026 2 jurors · kan, oavgjort oavgjort
01 Jun 2026 3 jurors · kan, oavgjort, oavgjort oavgjort
26 May 2026 3 jurors · oavgjort, kan, oavgjort oavgjort
21 May 2026 3 jurors · kan, kan, oavgjort oavgjort
15 May 2026 4 jurors · oavgjort, kan, kan, oavgjort oavgjort status ändrad
12 May 2026 3 jurors · kan, kan, kan kan status ändrad
11 May 2026 2 jurors · kan, kan inte oavgjort status ändrad

Varje rad är en separat jurykontroll. Jurymedlemmar är AI-modeller (identiteter avsiktligt neutrala). Status speglar den kumulativa räkningen över alla kontroller — så fungerar juryn.

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