GEM-4C 558 -4%
GPT-61S 555 -3.8%
CL-SN55 553 -3.8%
CL-OP55 551 -4%
GPT-61TERR 547 -3.5%
GEM-4CM 546 -4%
CL-OP55EH 542 -3.9%
GPT-61SOLXH 541 -3.6%
GPT-61SOLH 527 -3.7%
CL-SN55XH 523 -3.5%
GEM-4CL 520 -3.9%
GPT-61TERRXH 507 -3.4%
CL-OP55H 506 -4%
GPT-61SOLM 500 -3.5%
KIMI-K31P 499 -3.5%
GEM-4AR 498 -3.9%
GPT-61TERRH 490 -3.2%
CL-OP55M 483 -3.6%
MUSE-WONDFUL 479 -3.8%
CL-SN55H 467 -3.3%
CL-HK55 463 -2.9%
GPT-61TERRM 462 -3.1%
GPT-6A 451 -4.7%
MUSE-WOND 451 -3.6%
CL-HK55XH 450 -3%
GPT-6ASTRXH 440 -4.8%
GROK-47 440 -3.1%
GROK-47H 438 -2.9%
GPT-6ASTRH 437 -4.8%
DSK-V-340615 436 -2.9%
QWEN-38X 428 -2.9%
GPT-61SOLL 423 -3.2%
GLM-53 420 -3%
MIMO-V26P 420 -2.6%
CL-HK55H 419 -2.8%
LING-31F1019 417 -2.6%
GEM-38F 416 -2.8%
GPT-6ASTRM 415 -4.6%
MMAX-M31F 414 -2.8%
GEM-38FM 412 -2.8%
GPT-61TERRNO 411 -2.8%
GROK-47L 410 -2.8%
DSK-V-3E48BD 410 -2.6%
GPT-6L 407 -2.6%
GLM-53F 407 -2.6%
STEP-5 405 -2.6%
CL-FABL51XH 403 -4.7%
GPT-61TERRL 403 -2.9%
MIMO-V26F 401 -2.4%
CL-FABL51 399 -4.5%
CL-SN55M 395 -2.9%
CL-OP55L 393 -3.4%
MIST-LARG4 390 -2.7%
CL-FABL51H 386 -4.5%
CL-HK55M 386 -2.3%
GPT-6LUNAXH 377 -2.6%
MUSE-SPAROPE 375 -2.6%
MIST-LARG4M 371 -2.4%
DSK-V4P 365 -2.4%
GPT-6LUNAH 365 -2.1%
GLM-53L 364 -2.4%
CL-SN55L 362 -2.7%
GEM-38FL 361 -2.4%
GPT-6ASTRL 359 -4.5%
CL-FABL51M 359 -4.5%
QWEN-827B 349 -2.2%
CL-HK55L 347 -2%
MMAX-M3 345 -2%
GPT-6LUNAM 344 -2.3%
DSK-V-02811D 344 -2%
K2-HORI375BA 342 -2%
REFL-BEAM 338 -2%
QWEN-827BM 332 -1.8%
CL-FABL51L 329 -4.4%
QWEN-827BL 320 -1.8%
NEMO-35SUPEV 313 -1.9%
INKL 295 -1.7%
NVID-NEMO3UL 295 -1.3%
GEM-35FLITE 295 -1.3%
GPT-6LUNAL 287 -1.4%
GPT-6LUNANON 286 -1%
NANB-333B 285 -2.7%
QWEN-827BNON 282 -1.4%
COMM-APLUS 266 -1.1%
MUSE-GLIM 263 -1.1%
NEMO-35LIGH 261 -0.8%
GRAN-428B 258 -0.8%
MIST-SMAL4 252 -0.4%
INKL-SM 235 -2.5%
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NOVA-MICR 225 —
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GEM-4C 558 -4%
GPT-61S 555 -3.8%
CL-SN55 553 -3.8%
CL-OP55 551 -4%
GPT-61TERR 547 -3.5%
GEM-4CM 546 -4%
CL-OP55EH 542 -3.9%
GPT-61SOLXH 541 -3.6%
GPT-61SOLH 527 -3.7%
CL-SN55XH 523 -3.5%
GEM-4CL 520 -3.9%
GPT-61TERRXH 507 -3.4%
CL-OP55H 506 -4%
GPT-61SOLM 500 -3.5%
KIMI-K31P 499 -3.5%
GEM-4AR 498 -3.9%
GPT-61TERRH 490 -3.2%
CL-OP55M 483 -3.6%
MUSE-WONDFUL 479 -3.8%
CL-SN55H 467 -3.3%
CL-HK55 463 -2.9%
GPT-61TERRM 462 -3.1%
GPT-6A 451 -4.7%
MUSE-WOND 451 -3.6%
CL-HK55XH 450 -3%
GPT-6ASTRXH 440 -4.8%
GROK-47 440 -3.1%
GROK-47H 438 -2.9%
GPT-6ASTRH 437 -4.8%
DSK-V-340615 436 -2.9%
QWEN-38X 428 -2.9%
GPT-61SOLL 423 -3.2%
GLM-53 420 -3%
MIMO-V26P 420 -2.6%
CL-HK55H 419 -2.8%
LING-31F1019 417 -2.6%
GEM-38F 416 -2.8%
GPT-6ASTRM 415 -4.6%
MMAX-M31F 414 -2.8%
GEM-38FM 412 -2.8%
GPT-61TERRNO 411 -2.8%
GROK-47L 410 -2.8%
DSK-V-3E48BD 410 -2.6%
GPT-6L 407 -2.6%
GLM-53F 407 -2.6%
STEP-5 405 -2.6%
CL-FABL51XH 403 -4.7%
GPT-61TERRL 403 -2.9%
MIMO-V26F 401 -2.4%
CL-FABL51 399 -4.5%
CL-SN55M 395 -2.9%
CL-OP55L 393 -3.4%
MIST-LARG4 390 -2.7%
CL-FABL51H 386 -4.5%
CL-HK55M 386 -2.3%
GPT-6LUNAXH 377 -2.6%
MUSE-SPAROPE 375 -2.6%
MIST-LARG4M 371 -2.4%
DSK-V4P 365 -2.4%
GPT-6LUNAH 365 -2.1%
GLM-53L 364 -2.4%
CL-SN55L 362 -2.7%
GEM-38FL 361 -2.4%
GPT-6ASTRL 359 -4.5%
CL-FABL51M 359 -4.5%
QWEN-827B 349 -2.2%
CL-HK55L 347 -2%
MMAX-M3 345 -2%
GPT-6LUNAM 344 -2.3%
DSK-V-02811D 344 -2%
K2-HORI375BA 342 -2%
REFL-BEAM 338 -2%
QWEN-827BM 332 -1.8%
CL-FABL51L 329 -4.4%
QWEN-827BL 320 -1.8%
NEMO-35SUPEV 313 -1.9%
INKL 295 -1.7%
NVID-NEMO3UL 295 -1.3%
GEM-35FLITE 295 -1.3%
GPT-6LUNAL 287 -1.4%
GPT-6LUNANON 286 -1%
NANB-333B 285 -2.7%
QWEN-827BNON 282 -1.4%
COMM-APLUS 266 -1.1%
MUSE-GLIM 263 -1.1%
NEMO-35LIGH 261 -0.8%
GRAN-428B 258 -0.8%
MIST-SMAL4 252 -0.4%
INKL-SM 235 -2.5%
GEMM-431B 225 —
GEMM-4E4B 225 —
GEMM-4E4BNON 225 —
LING-30TINY 225 —
MINI-33B 225 —
NORT-MCODE 225 —
NOVA-MICR 225 —
NVID--ADE3B4 225 —
QWEN-54B 225 —
QWEN-54BNONR 225 —
TINY-AYAGLOB 225 —

Delayed ticker data. Last calculated 5 Nov 2026, 11:04 pm Sydney time.

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rsync's Creator Used Claude to Rewrite Its Test Suite. Then Came 329 Comments and a Death Threat.

On May 30, 2026, someone opened a GitHub issue titled “Please Do Not Vibe Fuck Up This Software.” No bug report. No test case. A screenshot of a Mastodon post criticising the rsync project’s use of Claude. It accumulated 329 comments. One included drawings depicting violence against the maintainer.

The maintainer in question is Andrew Tridgell. He wrote rsync in 1996. He has 40 years of software engineering experience. He is also retired, by his own account would rather be sailing, and has been using AI tools to keep a critical piece of Unix infrastructure secure.

What Actually Shipped

rsync 3.4.3 contained regressions. Tridgell acknowledges this plainly: unusual but valid use cases broke. None of the affected cases were covered by the existing test suite or by the manual testing he ran. The release was intentionally weighted toward fixing a batch of CVEs, and that prioritisation left some edge cases exposed.

What also shipped: a complete Python rewrite of rsync’s test suite, previously a collection of shell scripts. Tridgell designed the structure himself. He used Claude, with cross-checks from Codex and Gemini, for the “grunt work” of the rewrite. He reviewed every part. He describes it clearly: he did not vibe-code a utility with 30 years of institutional trust. He designed first, used AI to execute, reviewed the output.

The Data Question

On Hacker News and Lobsters, a user asked the obvious question: is there actual evidence that bug rates increased after AI-assisted development began, or is this correlation manufactured from outrage?

A developer ran the analysis. The result, posted to GitHub Pages and landing on Hacker News’s front page: the regression count in 3.4.3 is elevated, but the confound is the CVE-driven security work, not the AI tooling. When a maintainer deliberately expands the attack surface of security fixes to catch more edge cases, regressions follow. The trigger was the flood of AI-generated security reports that started arriving last year — and Tridgell needed tools to keep up.

Multiple HN commenters noted the same thing. User zos_kia: “From a cursory look, it looks like a security fix in response to a CVE surfaced a coding error which has been present in the code since 2007. This is so banal that it’s actually hilarious to see people lose their shit over it.”

Tridgell’s Response

Tridgell posted a detailed reply on Medium titled “rsync and outrage.” Key passages:

On the AI-assisted test suite rewrite: “I did the design for that myself… I used AI tools to do the grunt work because they are good at that. I reviewed every part of it myself.”

On the regressions: “I quite deliberately tried to err on the side of fixing security issues for that release, and there were some valid (but unusual) use cases that got caught up in the changes.”

On the alternative: He ran openrsync — the fork people in the thread proposed as the “clean” alternative — against the new test suite. openrsync currently fails 85 of 98 tests. “I’m sure it won’t take you long to get it up to speed,” he wrote.

The Broader Pattern

This is not the first time AI-assisted commits to a critical open-source project have generated community backlash. It is among the few times the original author — not a new contributor, not a BDFL delegating to a junior — has been the person reaching for AI tooling. Tridgell’s defense carries a different weight than most: he has the context, the domain expertise, and three decades of maintainer track record to distinguish between AI-accelerated engineering and vibe-coding.

The regressions were real. The test suite improvement is also real. And the security work that created the pressure for both was triggered by the exact same AI wave that is now being blamed for the outcome.

Tridgell is deciding between a 3.4.4 point release to address the regressions and a larger 3.5.0 with structural security improvements that require the new test suite to be safe. “The large change set that is needed was a big motivation for the effort on the test suite rewrite,” he wrote. The anger may have generated the silver lining: several experienced security researchers found him through the controversy and are now contributing.

Key Numbers

  • rsync 3.4.3 regressions: edge cases in unusual (but valid) configurations
  • openrsync test results: 85 failures, 98 tests (Tridgell’s new suite)
  • GitHub issue comments: 329
  • CVEs being actively worked: undisclosed count, described as “a bunch”
  • Tools used: Claude (primary), Codex (cross-check), Gemini (cross-check)