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DAILY INTEL · 20260730 · EDITORIAL

今天只留能變現的訊號

Self-evolve rank 20260730

78sources ranked
—capability drill
54skills in motion
Top signal

主訊號 · Rank

  • 過度細碎的領域特定：如 A2TTA、GLI-AL 或元素級的磁性研究，非本機核心任務。
  • 非核心的視覺/物理模型：如 Pictura、LaP-Forensics 或無關的生物醫學影像。
  • 過度抽象的基礎理論：如 Incidence algebras 或不直接影響 agent/編碼的純數學定義。
  • 重視「價值感」：不要把所有記憶一視同仁，要區分哪些是核心資訊。
  • 邊界無關的任務：任務流是流動的，不要讓單一任務定義綁住整個系統。
  • 隱含的推理：模型的思考在隱含的 latent 中，要從隱含到顯性的分解。
Models

雙模狀態

8080 maker 8081 checker local only

  • Web Elite v2 skill 已掛載
  • Editorial news shell 啟用
  • channel strip + hard_audit
Labs

Verify / Labs

  • KEEP_RULES: 區分 Episodic 與Parametric兩層；邊界模糊時動態補償；高頻 Episodic 提煉為 Parametric；任務結束後更新策略權重。
  • DROP: 邊界檢測與遷移的細節可合併為層級與補償的動態切換。
  • NEXT: 兩套系統互補：MemLens 管「價值」，UniMem 管「層級」。
Ship

Ship notes

  • items: 78
  • raw: D:\ai-daily-data\evolution\daily\raw_20260730.json
  • rank: D:\ai-daily-data\evolution\daily\rank_20260730.md
  • draft: D:\ai-daily-data\evolution\skill-drafts\self_evolve_20260730_050002.md
  • verify: D:\ai-daily-data\evolution\daily\verify_20260730.md

Papers & sources

今日排序 · 可掃讀

2026-07-28
Desktop-Delta Bench: Do Computer-Use Models Understand Desktop GUI Transitions?
arxiv
src
2026-07-28
Pictura: Perspective-View Self-Play at Scale for Driving
arxiv
src
2026-07-28
MemLens: A Value-Aware Memory Management System with Interactive Analytics for LLM-based Agents
arxiv
src
2026-07-28
Detecting Knowledge Inconsistencies Across Text, Tables, and Knowledge Graphs
arxiv
src
2026-07-28
UniMem: Complementary Episodic-to-Parametric Memory for Boundary-Agnostic Task Streams
arxiv
src
2026-07-28
Instruction-Tuned Models Locally Reuse Human Syntax More Than Humans Do
arxiv
src
2026-07-28
A Cost-Effective Multimodal LLM Reasoning Framework for Question Answering over Irregular Clinical Time Series
arxiv
src
2026-07-28
Minimizing Targeted Activations: Input-Only Suppression of Evaluation-Awareness Latents in Large Language Models
arxiv
src
2026-07-28
Spend Experts Where You Are Unsure: Confidence-Adaptive Routing for Mixture-of-Experts LoRA
arxiv
src
2026-07-28
A2TTA: Anchored-and-Agile Test-Time Adaptation for Evolving Traffic Sensor Networks
arxiv
src
2026-07-28
Mind the Missing Split: Resolving Feature Heterogeneity in Swarm Learning with Random Forests
arxiv
src
2026-07-28
Beyond Self-Knowledge: Propagating Uncertainty Across Reasoning and Retrieval in LLMs
arxiv
src
2026-07-27
ScoreShield: Differentially Private Release of Similarity Scores
arxiv
src
2026-07-28
Reinforcement Learning for Code Optimization
arxiv
src

Skills distilled

可落地能力

UI

web-elite-2026 v2

GSAP · Lenis · Three · OKLCH · 反 AI-slop · zero-build/Vite 雙軌

News

commercial-news-ui-2026

編輯氣質 bento 情報站殼 · 8081 ≥9 才 deploy

draft

_report_20260730_0510

# Skill Evolve 20260730_0510 - ops/youtube-quick-summary -> D:\ai-daily-data\evolution\skill-drafts\ops_youtube-quick-summary__20260730_0510.md - ops/ai9-fast-deploy -> D:\ai-daily-data\evolution\ski

draft

ops_ai9-fast-deploy__20260730_0510

version 1.1 changelog: 注入失敗回退、驗證、一鍵指令與歸因路徑。 # AI9 快速部站 ## 伺服器指紋 - IP: 119.14.175.24 / host ai9 / Win Server 2025 / i5-9500 / 16GB - SSH: rovk@119.14.175.24 - 網域: brodyaitw.com - 靜太根: `D:\sit

draft

ops_youtube-quick-summary__20260730_0510

## SKILL.md version: 1.0 changelog: 8081 迭代師注入：失敗回退、驗證、一鍵指令、歸因路徑 (D:/ai-daily-data/evolution/attribution/)

draft

self_evolve_20260730_050002

---SKILL--- # name MemLens: Value-Aware Memory Management # description 為本地 Agent 建立具備「價值感」的記憶系統。區分核心資訊與雜訊，根據記憶塊的利用度（Utility）進行動態加權與管理，避免傳統記憶系統中所有記憶一視同仁導致的上下文膨脹與關鍵資訊遺失。 # version 1.0.0 # when to us

Living rules

組織記憶

Living rules (auto-evolved)

20260725

Decouple harness (prompts/tools/loop) from base model training.

Capture harness-native signals (tool calls, reasoning, rewards).

Train harness layer independently of base model.

Fall back to joint training if decoupling fails.

Avoid retraining the base model when only harness changes.

Agentic Context Management