Here's pairsort: github.com/ericflo/pair... ericflo.github.io/pairsort/ (PyPI wouldn't allow jevsort) - created by Opus 5.5
GitHub - ericflo/pairsort: pairsort: rank anything with AI judges — many small pairwise questions, coupled into one calibrated ranking (PKPD / Bradley–Terry) on Jev-style judges
pairsort: rank anything with AI judges — many small pairwise questions, coupled into one calibrated ranking (PKPD / Bradley–Terry) on Jev-style judges - ericflo/pairsort
github.com
Eric Florenzano@ericflo.bsky.social · 2d agoThinking about Jev + PKPD (proceedings.neurips.cc/paper/1994/h...) With the intelligence per dollar being offered now, it becomes feasible to apply this technique to *way more things* For example, ranking ICLR submissions...
![88 +func(s *Server)handleCheckArtifactBlobs(w http.ResponseWriter,r *http.Request){
89 + a,err:=s.artifactFor(r);if err!=nil{writeError(w,err);return}
90 + var in struct{Hashes []string `json:"hashes"`};if err:=decodeJSON(r,&in);err!=nil{writeError(w,err);return}
91 + if len(in.Hashes)>artifact.MaxChunks{writeError(w,errValidation("too many hashes"));return}
92 + for _,h:=range in.Hashes{if !artifact.ValidDigest(h){writeError(w,errValidation("invalid sha256"));return}}
93 + missing,err:=s.store.MissingArtifactBlobs(r.Context(),a.UserID,in.Hashes);if err!=nil{writeError(w,err);return};writeJSON(w,200,map[string]any{"missing":missing})
94 +}
95 +
96 +func(s *Server)handlePutArtifactBlob(w http.ResponseWriter,r *http.Request){
97 + a,err:=s.artifactFor(r);if err!=nil{writeError(w,err);return}
98 + if err:=s.limitWrite(principalFrom(r.Context()),s.artifactLimiter);err!=nil{writeError(w,err);return}
99 + h:=r.PathValue("hash");if !artifact.ValidDigest(h){writeError(w,errValidation("invalid sha256"));return}
100 + raw,err:=io.ReadAll(io.LimitReader(r.Body,artifact.MaxBlobBytes+1));if err!=nil{writeError(w,errBadRequest("could not read blob"));return}
101 + if len(raw)>artifact.MaxBlobBytes{writeError(w,&apiError{Status:413,Code:"too_large",Message:"Artifact chunks are limited to 1 MiB."});return}
102 + if len(raw)==0 || artifact.Digest(raw)!=h{writeError(w,errValidation("blob is empty or does not match its sha256"));return}
103 + b,err:=s.store.ReserveArtifactBlob(r.Context(),a.UserID,a.ID,h,int64(len(raw)));if errors.Is(err,store.ErrUploadBusy){writeError(w,&apiError{Status:409,Code:"upload_in_progress",Message:"This chunk is being uploa
ded. Retry shortly.",RetryAfter:2});return};if errors.Is(err,store.ErrQuota){writeError(w,&apiError{Status:413,Code:"storage_quota",Message:err.Error()});return};if err!=nil{writeError(w,err);return}
104 + if b.](https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:fmtsrfgq7lafr7gvyr35ostn/bafkreidfnzgsdamcnxx2t4kw6pmjmr5gqt6t6uroeunotbunvtk6pqvus4)
![Screenshot of a writing-analysis tool showing paragraphs of text with phrases highlighted in two shades of yellow, brown circular "3" badges, and a black tooltip overlaying the first line reading: "No X, no Y" chains · 3 "no" items. The visible text reads: We r[obscured by tooltip]nd up. No sign-ups, no downloads, no hassle (3) — just paste your text and start writing. Everything runs locally in your browser. The reviewer read the draft twice. Did not flinch, did not blink, did not reach for the red pen (3). That's the whole review, honestly. Don't call it a rewrite — call it a rescue. The improvement is real, and it's not subtle. That loss is worth naming. Sit with that for a moment. The gains were modest, but that's not nothing. You already know the answer, of course. Consistency is the entire game, and the punchline is that nobody wants to hear it. The entire pitch is one sentence long.](https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:kft6lu4trxowqmter2b6vg6z/bafkreieoph5j4vedatyill3ezdtxcq4bjlyvtrxnwvf6ngghts2tfrqvqa)
