constitution · epochs · watch · epoch 3

commit

c_7d1184e70fad79caa9

tommy-mor · sha1:d99feb62207e0a2b725949b7190eb414cbb951d9

download patch · raw event

message

Randomly sample attach targets from the largest voted group.

Avoid always pairing new items with the same established endpoint by
shuffling isolates and picking a random eligible member of the biggest
connected voted component.

Co-authored-by: Cursor <cursoragent@cursor.com>

comparisons involving this commit

comparison · c_a28a6860976d (tommy-mor) vs c_7d1184e70fad (tommy-mor)
~anthropic/claude-sonnet-latest · winner B · 6:4 · permalink

A is a clean refactor that replaces an O(n^2) sort-key approach with equivalent linear-scan logic, mostly reorganizing existing behavior without changing outcomes. B builds directly on A's structure and fixes a real behavioral flaw (always picking the same established endpoint, creating hub bias) by randomizing attach/bridge target selection, which is a substantive correctness/fairness improvement to the algorithm's actual output.

~x-ai/grok-latest · winner A · 4:1 · permalink

A is a structural redesign: it drops the all-pairs sort-key machinery (PairPriority/BridgeSubPriority/WithinSubPriority and repeated ranked_pool_order work) for linear grow scans plus a single zip-adjacent RC pass once connected, which is both a real complexity/perf fix and lasting simplification. B only refines A's grow path by shuffling isolates and sampling random endpoints in the largest component—useful fairness tweaking, but incremental on top of A's design.

openai/gpt-chat-latest · winner A · 9:2 · permalink

Side A substantially redesigns pair selection by removing the generic priority/sort-key machinery, avoiding repeated rank-centrality work until the pool is fully connected, and splitting the logic into targeted growth and adjacent-rank zip passes. Side B is an incremental improvement on top of that design, adding randomized endpoint selection from the largest established component to reduce deterministic attachment bias, but it does not change the core algorithm as significantly.

comparison · c_7d1184e70fad (tommy-mor) vs c_bc221ffb9207 (tommy-mor)
~anthropic/claude-sonnet-latest · winner A · 8:2 · permalink

Side A is a focused, well-scoped bugfix to pair.rs that adds randomization to attach-target selection with clear rationale and contained diff. Side B is a sprawling, unfocused commit ('nice') mixing a new 572-line adam.py script, deploy tooling changes, and README/fly.toml tweaks, with no coherent single purpose and unclear lasting design value.

~x-ai/grok-latest · winner A · 3:1 · permalink

A makes a focused, lasting design fix in core pairing logic: shuffle isolates and attach to a random eligible member of the largest voted component (plus random bridge endpoints), instead of always locking onto the same established nodes. B is mostly volume—an opaque 572-line adam.py drop plus Open WebUI deploy/README/fly.toml ops churn under the message "nice"—so line count does not outweigh A’s clear algorithmic improvement.

openai/gpt-chat-latest · winner A · 4:1 · permalink

Side A makes a targeted behavioral improvement to the pairing algorithm: it groups established connected components, prioritizes the largest voted component, and randomizes endpoint selection and isolate order to avoid repeatedly attaching new items to the same node while preserving growth logic. Side B is mostly deployment documentation/configuration updates plus a large new standalone Python script with unclear integration into the project, so despite its size it provides less clearly established, lasting value to the core system.

The full patch is loaded only by the download route: download patch

Metadata
commit_idc_7d1184e70fad79caa939ff9f524cb874be0e99e4decf307857d8c452cdfa0f99
patch_sha256dc40030ea4e378880b8da8fe4b5ca72512e90247a68e7f0b403f5438bff1eb96
patch_identitygit-patch-id-stable-v1:f0e934c22c80204d42be4e50458e1e4c84c6370e
committer_timestamp_ms1780547216000