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Summary
- New TokenCounter service in gold/token_counter.py with count(text, target_model) - int
- gpt4: uses tiktoken cl100k_base encoding when installed; falls back to byte/4
- gemini: byte/3 ...
sotanengel
変更内容
- テーマを25→50種類に拡充（砂丘・棚田・鍾乳洞・虹・チューリップ畑など追加）
- 検索にランダムオフセット（0〜149）を追加し、毎回異なるページの結果を取得
- オフセットが多すぎて結果が空の場合は先頭から再試行するフォールバック処理を追加
https://claude.ai/code/session_019wNxUf5JdXW2zQoTKPdUSR
Generated ...
m-morita910
Two independent involvement axes and the outbound merge agent.
- Inbound: replace approval_mode (always|batches|consequential) with work_source {ideate|issues} x work_ask
{gate|auto}. Director prompt ...
ryanholtschneider2
Refuses Make operations when cwd is the live hooks-loading path. Hot-deploy class developer-hygiene guard atop the
CF_STAGE_B_ENABLED runtime gate already in v1.3.0. 26-line Makefile addition. Pass/refuse ...
palios-taey
unalmis
Automated snapshot update for bluefin from http://127.0.0.1:3001.
copilot
dco-signoff: yes
html
needs-ok-to-test
size/M
kubestellar-hive[bot]
Modernisatie JHN 5:25-27. Validator PASS, semantic-review schoon, geen blokkers.
wmotte
See Commits and Changes for more details.
Created by img src= https://prod.download/pull-18h-svg valign= bottom / pull[bot] (v2.0.0-alpha.4)
Can you help keep this open source service alive? 💖 Please ...
⤵️ pull
pull[bot]
Updates the ghostwriter/coding-standard dependency from dev-main#815c3e6 to dev-main#5a7d517.
This pull request changes the following file(s):
- Update composer.lock
composer
patch
ghostwriter
概述
对 README.md 进行全面重构优化，从 115 行扩展至 470 行，重点补充比赛要求的「模型选择说明」「上下文获取策略」「未来扩展方向」三项设计说明，同时修复了原文档中多个过时/错误的技术细节。
主要变更
🔴 新增章节（比赛必答题）
| 章节 | 内容 |
| --- | --- |
| 模型选择说明（~50 行） | 6 款候选模型对比表；选型决策 5 条理由（代码能力、128K ...
NIU-2025