Latest revision as of 05:06, 5 December 2025

AI supported refactoring release 0.1.0 to 0.2.1

In the refactoring effort the following LLMs have been involved:

ChatGPT-4, ChatGPT-5
Claude Sonnet 4.5
Gemini3 Pro Preview
Grok 4 Fast Free

Mostly via parallel OpenRouter usage and mix and match of proposed modifications. We have used https://gitingest.com/ to partly try to provide the whole repository as a background for prompts and try general prompts such as "Implement https://github.com/WolfgangFahl/pyLoDStorage/issues/151" simplify endpoints.yaml by referencing prefix sets in prefixes.yaml and cut and paste of the issue github markup. The results have only been partly useable but costly in terms of the number of prompt repetitions needed to get a useful result. The total LLM usage cost was less than $35 during the whole refactoring period - the fact that Grok 4 Fast Free was available has probably cut the cost by halfe. There were cases where prompts had to be refined more than a dozen times and frustration kicked in how difficult it was to avoid the larger models to not to try to produce too much code and go off the rails while following their trained statistical parrot trails. It was hard to contain damage by hallucinations that kept leaking in and could only be detected by the teste cases in the CI.

The following commits might contain LLM generated code:

snapquery

pyLoDStorage

@@ Line 7: / Line 7: @@
 Mostly via parallel OpenRouter usage and mix and match of proposed modifications.
 We have used https://gitingest.com/ to partly try to provide the whole repository as a background for prompts and try general prompts such
-as "Implement https://github.com/WolfgangFahl/pyLoDStorage/issues/151" ''simplify endpoints.yaml by referencing prefix sets in prefixes.yaml'' and cut and paste of the issue.
+as "Implement https://github.com/WolfgangFahl/pyLoDStorage/issues/151" ''simplify endpoints.yaml by referencing prefix sets in prefixes.yaml'' and cut and paste of the issue github markup.
-The results have only been partly useable but costly in terms of the number of prompt repetitions. The total usage cost was less than $35 during the whole refactoring period.
+The results have only been partly useable but costly in terms of the number of prompt repetitions needed to get a useful result. The total LLM usage cost was less than $35 during the whole refactoring period - the fact that Grok 4 Fast Free was available has probably cut the cost by halfe.
-There were cases where prompts had to be refined more than a dozen times and frustration kicked in how difficult it was to avoid the larger models to not try to produce too much code.
+There were cases where prompts had to be refined more than a dozen times and frustration kicked in how difficult it was to avoid the larger models to not to try to produce too much code and go off the rails while following their trained statistical parrot trails.
 It was hard to contain damage by hallucinations that kept leaking in and could only be detected by the teste cases in the CI.
@@ Line 36: / Line 36: @@
 {{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=fixes #65|name=Wolfgang Fahl|date=2025-12-02 14:43:18 +0100|hash=77d73d2|storemode=subobject|viewmode=line}}
 {{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=adds SIB sparql examples code|name=Wolfgang Fahl|date=2025-12-02 14:44:40 +0100|hash=db9cdef|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=adds triply endpoint|name=Wolfgang Fahl|date=2025-12-03 12:14:45 +0100|hash=1b08b6f|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=fixes #66|name=Wolfgang Fahl|date=2025-12-03 13:28:41 +0100|hash=67ec469|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=fixes wrong isodate in comment|name=Wolfgang Fahl|date=2025-12-03 13:29:23 +0100|hash=6110a30|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=adds action stats|name=Wolfgang Fahl|date=2025-12-03 13:31:03 +0100|hash=e31b916|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=adds zenodo DOI|name=Wolfgang Fahl|date=2025-12-03 13:42:02 +0100|hash=0c2393d|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=improves test_queries|name=Wolfgang Fahl|date=2025-12-03 13:49:01 +0100|hash=a9ac795|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=adds CITATION.cff|name=Wolfgang Fahl|date=2025-12-03 14:56:27 +0100|hash=c096d9c|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=Merge branch 'main' of https://github.com/WolfgangFahl/snapquery|name=Wolfgang Fahl|date=2025-12-03 14:56:36 +0100|hash=b82a0da|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=improves README|name=Wolfgang Fahl|date=2025-12-03 15:59:55 +0100|hash=ede1e31|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=fixes #67|name=Wolfgang Fahl|date=2025-12-04 07:06:17 +0100|hash=99cb504|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=fixes #68|name=Wolfgang Fahl|date=2025-12-04 08:51:32 +0100|hash=e78efac|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=fixes #69|name=Wolfgang Fahl|date=2025-12-04 09:28:26 +0100|hash=fc88d1a|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=added sib-examples command to QuerySetCmd|name=Tim Holzheim|date=2025-12-04 14:06:07 +0100|hash=ccf5e5b|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=snapquery|subject=added progress bar to sib fetcher|name=Tim Holzheim|date=2025-12-04 14:51:10 +0100|hash=303cd3d|storemode=subobject|viewmode=line}}
 == pyLoDStorage ==
 {{commit|host=https://github.com|path=WolfgangFahl|project=pyLoDStorage|subject=fixes #150|name=Wolfgang Fahl|date=2025-11-22 11:20:07 +0100|hash=b3e9d2e|storemode=subobject|viewmode=line}}
@@ Line 65: / Line 80: @@
 {{commit|host=https://github.com|path=WolfgangFahl|project=pyLoDStorage|subject=fixes useragent|name=Wolfgang Fahl|date=2025-12-02 09:59:34 +0100|hash=172ba31|storemode=subobject|viewmode=line}}
 {{commit|host=https://github.com|path=WolfgangFahl|project=pyLoDStorage|subject=fixes #153|name=Wolfgang Fahl|date=2025-12-02 10:23:37 +0100|hash=03812a7|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=pyLoDStorage|subject=adds usage to README|name=Wolfgang Fahl|date=2025-12-03 16:53:46 +0100|hash=3aac9da|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=pyLoDStorage|subject=prepares release|name=Wolfgang Fahl|date=2025-12-03 16:55:43 +0100|hash=9f839bc|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=pyLoDStorage|subject=adds CITATION.cff and Zenodo DOI|name=Wolfgang Fahl|date=2025-12-03 17:23:19 +0100|hash=0e9f3d7|storemode=subobject|viewmode=line}}
+{{commit|host=https://github.com|path=WolfgangFahl|project=pyLoDStorage|subject=works on https://phabricator.wikimedia.org/T329368#11431817|name=Wolfgang Fahl|date=2025-12-04 10:33:46 +0100|hash=caf5c95|storemode=subobject|viewmode=line}}
 [[Category:snapquery]][[Category:LLM]]

Difference between revisions of "Snapquery/LLMCommits"

Latest revision as of 05:06, 5 December 2025

AI supported refactoring release 0.1.0 to 0.2.1

snapquery

pyLoDStorage

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