小龙虾OpenClaw自我优化方案经验分享：“认知框架”重构 实现Token消耗急剧下降 响应速度和准确性提升 真正的“关联分配”
2026/03/17 08:49:31
[md]**鍩轰簬DZ鎻掍欢缃戝皬榫欒櫨 claw.dz-x.net 鏀归€狅紝鐢 DZ鎻掍欢缃戠粺涓€绠楀姏骞冲彴锛歛pi.dz-x.net(鏀寔浠讳綍绔欓暱鎺ュ叆锛岃В鍐硉oken鐒﹁檻) 鎻愪緵绠楀姏鏀拺銆**
**1. 鎰忓浘璇嗗埆绠楁硶 (鍙岄樁娈)**
闃舵 1A - 蹇€熷叧閿瘝鍖归厤** (\~50 tokens):**
**鎻愬彇鐢ㄦ埛杈撳叆涓殑鎶€鏈叧閿瘝**
**涓庨瀹氫箟 Mode 鍏抽敭璇嶅簱鍖归厤**
**寰楀垎鏈€楂樼殑 Mode 鑳滃嚭 (闇€鈮2 涓叧閿瘝鍖归厤)**
闃舵 1B - 妯＄硦鎰忓浘澶勭悊**:**
**鏃犳槑纭尮閰 鈫 瑙﹀彂婢勬竻闂**
**澶 Mode 閲嶅彔 鈫 閫夋嫨缃俊搴︽渶楂樼殑 Mode**
**缃俊搴﹀潎浣 鈫 鍥為€€鍒 General Mode**
**2. Mode 鍒囨崲閫昏緫**
鐢ㄦ埛杈撳叆 鈫 鎰忓浘璇嗗埆 鈫 Mode 鍒ゅ畾 鈫 鍔犺浇鎶€鑳藉瓙闆 鈫 鎵ц
```
鈫
缃俊搴︽鏌
鈫
鈹屸攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹尖攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹
鈫 鈫 鈫
楂 (>0.8) 涓 (0.5-0.8) 浣 (<0.5)
鈫 鈫 鈫
鐩存帴鎵ц 璇锋眰纭 General Mode
```
**3. Token 浼樺寲鏁堟灉**
| **鎸囨爣** | **鏃фā寮** | **鏂版ā寮** | **浼樺寲骞呭害** |
| -------------------- | ----------------------- | --------------------------- | -------------------- |
| **鎶€鑳戒笂涓嬫枃** | **\~5000 tokens** | **\~500-1000 tokens** | **80-90%**猬囷笍 |
| **鍐崇瓥澶嶆潅搴** | **O(64)** | **O(10)** | **84%**猬囷笍 |
| **鍝嶅簲寤惰繜** | **楂** | **浣** | **鏄捐憲**猬囷笍 |
| **鍑嗙‘鐜** | **涓€鑸** | **楂** | **鎻愬崌**猬嗭笍 |
**馃搵 瑙勮寖鏂囨。**
璺緞**: **\~/.openclaw/workspace/cognitive-loop-spec.md
鍖呭惈鍐呭**:**
1. **鉁 涓夐樁娈佃缁嗘祦绋嬭鏄**
2. **鉁 姣忎釜闃舵鐨勮緭鍏/杈撳嚭/Token 棰勭畻**
3. **鉁 寮傚父澶勭悊鏈哄埗 (鎰忓浘涓嶆槑/Mode 鍒囨崲澶辫触)**
4. **鉁 鍥為€€鏈哄埗 (榛樿 General Mode)**
5. **鉁 Mode 瀹氫箟涓庡叧閿瘝鏄犲皠琛**
6. **鉁 瀹炴柦璺嚎鍥**
**7 涓 Mode 閰嶇疆鏂囦欢** (**\~/.openclaw/workspace/modes/**)
| **Mode** | **鎶€鑳芥暟** | **浼樺厛绾** | **瑙﹀彂鍦烘櫙** |
| ---------------------- | ---------------- | ---------------- | -------------------------------------- |
| **security-ops** | **7** | **High** | **瀹夊叏瀹¤銆佹棩蹇楀垎鏋愩€佺郴缁熺洃鎺** |
| **dev-expert** | **13** | **High** | **浠ｇ爜寮€鍙戙€丅ug 淇銆丆LI 鐢熸垚** |
| **document** | **8** | **Medium** | **Word/PDF/PPT/Excel 鏂囨。澶勭悊** |
| **web-audit** | **9** | **Medium** | **缃戠珯瀹¤銆佹€ц兘浼樺寲銆丼EO** |
| **knowledge** | **9** | **Medium** | **淇℃伅鎼滅储銆佹柊闂昏仛鍚堛€佽蹇嗙鐞** |
**璁捐浜偣**
| **鐗规€** | **璇存槑** |
| ---------------------- | ------------------------------------------------------ |
| **涓夊眰鍖归厤寮曟搸** | **鍏抽敭璇 (60%) + 璇箟 (30%) + 鍘嗗彶涓婁笅鏂 (10%)** |
| **鐔旀柇鏈哄埗** | **杩炵画澶辫触 3 娆¤嚜鍔ㄩ檷绾у埌 General Mode** |
| **鎶€鑳介獙璇** | **鍔犺浇鍓嶉獙璇佹妧鑳藉瓨鍦ㄦ€э紝閬垮厤杩愯鏃堕敊璇** |
| **鍙墿灞曟€** | **鏀寔杩愯鏃跺姩鎬佹坊鍔 Mode 鍜屾妧鑳** |
**楠岃瘉缁撴灉姹囨€**
| **缁勪欢** | **娴嬭瘯椤** | **缁撴灉** | **鐘舵€** |
| ---------------------- | ------------------------ | --------------------------------------- | -------------- |
| **鎰忓浘璇嗗埆寮曟搸** | **鍔犺浇 7 涓 Mode** | **鉁 鎴愬姛** | **馃煝** |
| **鎰忓浘璇嗗埆寮曟搸** | **璇嗗埆"瀹夊叏瀹¤"** | **鉁 security-ops (100% 缃俊搴)** | **馃煝** |
| **鎶€鑳藉姞杞藉櫒** | **鍔ㄦ€佸姞杞 Mode** | **鉁 鎴愬姛鍔犺浇鎶€鑳藉瓙闆** | **馃煝** |
| **鎶€鑳藉姞杞藉櫒** | **Token 浼扮畻** | **鉁 108 tokens (security-ops)** | **馃煝** |
| **Mode 涓棿浠** | **闆嗘垚娴嬭瘯** | **鉁 閫氳繃** | **馃煝** |
**馃幆 鏍稿績鍔熻兘楠岃瘉**
**1. 鎰忓浘璇嗗埆寮曟搸** 鉁
杈撳叆锛"甯垜瀹¤缃戠珯瀹夊叏婕忔礊"
杈撳嚭锛
Mode: security-ops
缃俊搴︼細100.0%
鍖归厤鍏抽敭璇嶏細瀹夊叏锛屽璁★紝婕忔礊
**2. 鎶€鑳藉姞杞藉櫒** 鉁
Mode: security-ops
鎶€鑳芥暟锛3 (瀹為檯鍔犺浇)
Token 浼扮畻锛108 tokens
鎶€鑳藉垪琛細log-analyzer, ssh-essentials, skill-vetting
**3. Mode 涓棿浠** 鉁
馃攧 Mode 鍒囨崲锛歯one 鈫 security-ops
鉁 宸插姞杞 7 涓妧鑳 (security-ops)
馃攧 Mode 鍒囨崲锛歯one 鈫 dev-expert
鉁 宸插姞杞 13 涓妧鑳 (dev-expert)
鈿狅笍 鎰忓浘缃俊搴﹁繃浣 (0.00)锛屼娇鐢 general Mode
馃攧 Mode 鍒囨崲锛歯one 鈫 general
鉁 宸插姞杞 8 涓妧鑳 (general)
**4. 娴嬭瘯鐢ㄤ緥闆** 鉁
鎬昏锛80 娴嬭瘯锛80 閫氳繃锛0 澶辫触
閫氳繃鐜囷細100.0%
鍒嗙被缁熻:
鉁 clear-intent: 36/36 (100.0%)
鉁 ambiguous-intent: 8/8 (100.0%)
鉁 overlapping: 10/10 (100.0%)
鉁 edge-cases: 8/8 (100.0%)
鉁 chinese-specific: 18/18 (100.0%)
**5. 鎬ц兘鍩哄噯** 鉁
骞冲潎 Token 娑堣€楋細12235 (鏃фā寮忥細86011)
骞冲潎浼樺寲骞呭害锛85.8% 猬囷笍
骞冲潎鍝嶅簲鏃堕棿锛6ms
Token 棰勭畻鑺傜渷锛歕~73,776 tokens/璇锋眰
**馃弳 鏍稿績鎸囨爣杈炬垚**
| **鎸囨爣** | **鐩爣** | **瀹為檯** | **鐘舵€** |
| -------------------- | ------------------ | --------------- | --------------------- |
| **Token 浼樺寲** | **70%** | **85.8%** | **鉁 瓒呴 22%** |
| **鍝嶅簲鏃堕棿** | **<10ms** | **6ms** | **鉁 杈炬爣** |
| **娴嬭瘯閫氳繃鐜** | **80%** | **100%** | **鉁 瀹岀編閫氳繃** |
| **Mode 鏁伴噺** | **7 涓** | **7 涓** | **鉁 鍏ㄩ儴鍔犺浇** |
| **鎰忓浘璇嗗埆** | **涓枃鏀寔** | **100%** | **鉁 瀹屽叏鏀寔** |
**鉁 鏈€缁堢粨璁**
"濮旀墭瀛愪唬鐞"寮傛宸ヤ綔娴佸凡楠岃瘉瀹屽叏鏈夋晥**锛**
1. **鉁 **鎰忓浘璇嗗埆寮曟搸** - 鍑嗙‘璇嗗埆鐢ㄦ埛鎰忓浘锛屼腑鏂囨敮鎸佸畬缇**
2. **鉁 **Mode 鍔ㄦ€佸姞杞** - 鏍规嵁鎰忓浘鍔ㄦ€佸姞杞芥妧鑳藉瓙闆**
3. **鉁 **鎶€鑳藉姞杞藉櫒** - 楂樻€ц兘鍔犺浇 (6ms)锛屽弻閲嶇紦瀛樻満鍒**
4. **鉁 **涓棿浠堕泦鎴** - Mode 鍒囨崲娴佺晠锛岄檷绾ф満鍒舵甯**
5. **鉁 **娴嬭瘯瑕嗙洊** - 80 涓祴璇曠敤渚 100% 閫氳繃**
6. **鉁 **鎬ц兘浼樺寲** - Token 娑堣€楅檷浣 85.8%**
[/md]
**1. 鎰忓浘璇嗗埆绠楁硶 (鍙岄樁娈)**
闃舵 1A - 蹇€熷叧閿瘝鍖归厤** (\~50 tokens):**
**鎻愬彇鐢ㄦ埛杈撳叆涓殑鎶€鏈叧閿瘝**
**涓庨瀹氫箟 Mode 鍏抽敭璇嶅簱鍖归厤**
**寰楀垎鏈€楂樼殑 Mode 鑳滃嚭 (闇€鈮2 涓叧閿瘝鍖归厤)**
闃舵 1B - 妯＄硦鎰忓浘澶勭悊**:**
**鏃犳槑纭尮閰 鈫 瑙﹀彂婢勬竻闂**
**澶 Mode 閲嶅彔 鈫 閫夋嫨缃俊搴︽渶楂樼殑 Mode**
**缃俊搴﹀潎浣 鈫 鍥為€€鍒 General Mode**
**2. Mode 鍒囨崲閫昏緫**
鐢ㄦ埛杈撳叆 鈫 鎰忓浘璇嗗埆 鈫 Mode 鍒ゅ畾 鈫 鍔犺浇鎶€鑳藉瓙闆 鈫 鎵ц
```
鈫
缃俊搴︽鏌
鈫
鈹屸攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹尖攢鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹€鈹
鈫 鈫 鈫
楂 (>0.8) 涓 (0.5-0.8) 浣 (<0.5)
鈫 鈫 鈫
鐩存帴鎵ц 璇锋眰纭 General Mode
```
**3. Token 浼樺寲鏁堟灉**
| **鎸囨爣** | **鏃фā寮** | **鏂版ā寮** | **浼樺寲骞呭害** |
| -------------------- | ----------------------- | --------------------------- | -------------------- |
| **鎶€鑳戒笂涓嬫枃** | **\~5000 tokens** | **\~500-1000 tokens** | **80-90%**猬囷笍 |
| **鍐崇瓥澶嶆潅搴** | **O(64)** | **O(10)** | **84%**猬囷笍 |
| **鍝嶅簲寤惰繜** | **楂** | **浣** | **鏄捐憲**猬囷笍 |
| **鍑嗙‘鐜** | **涓€鑸** | **楂** | **鎻愬崌**猬嗭笍 |
**馃搵 瑙勮寖鏂囨。**
璺緞**: **\~/.openclaw/workspace/cognitive-loop-spec.md
鍖呭惈鍐呭**:**
1. **鉁 涓夐樁娈佃缁嗘祦绋嬭鏄**
2. **鉁 姣忎釜闃舵鐨勮緭鍏/杈撳嚭/Token 棰勭畻**
3. **鉁 寮傚父澶勭悊鏈哄埗 (鎰忓浘涓嶆槑/Mode 鍒囨崲澶辫触)**
4. **鉁 鍥為€€鏈哄埗 (榛樿 General Mode)**
5. **鉁 Mode 瀹氫箟涓庡叧閿瘝鏄犲皠琛**
6. **鉁 瀹炴柦璺嚎鍥**
**7 涓 Mode 閰嶇疆鏂囦欢** (**\~/.openclaw/workspace/modes/**)
| **Mode** | **鎶€鑳芥暟** | **浼樺厛绾** | **瑙﹀彂鍦烘櫙** |
| ---------------------- | ---------------- | ---------------- | -------------------------------------- |
| **security-ops** | **7** | **High** | **瀹夊叏瀹¤銆佹棩蹇楀垎鏋愩€佺郴缁熺洃鎺** |
| **dev-expert** | **13** | **High** | **浠ｇ爜寮€鍙戙€丅ug 淇銆丆LI 鐢熸垚** |
| **document** | **8** | **Medium** | **Word/PDF/PPT/Excel 鏂囨。澶勭悊** |
| **web-audit** | **9** | **Medium** | **缃戠珯瀹¤銆佹€ц兘浼樺寲銆丼EO** |
| **knowledge** | **9** | **Medium** | **淇℃伅鎼滅储銆佹柊闂昏仛鍚堛€佽蹇嗙鐞** |
**璁捐浜偣**
| **鐗规€** | **璇存槑** |
| ---------------------- | ------------------------------------------------------ |
| **涓夊眰鍖归厤寮曟搸** | **鍏抽敭璇 (60%) + 璇箟 (30%) + 鍘嗗彶涓婁笅鏂 (10%)** |
| **鐔旀柇鏈哄埗** | **杩炵画澶辫触 3 娆¤嚜鍔ㄩ檷绾у埌 General Mode** |
| **鎶€鑳介獙璇** | **鍔犺浇鍓嶉獙璇佹妧鑳藉瓨鍦ㄦ€э紝閬垮厤杩愯鏃堕敊璇** |
| **鍙墿灞曟€** | **鏀寔杩愯鏃跺姩鎬佹坊鍔 Mode 鍜屾妧鑳** |
**楠岃瘉缁撴灉姹囨€**
| **缁勪欢** | **娴嬭瘯椤** | **缁撴灉** | **鐘舵€** |
| ---------------------- | ------------------------ | --------------------------------------- | -------------- |
| **鎰忓浘璇嗗埆寮曟搸** | **鍔犺浇 7 涓 Mode** | **鉁 鎴愬姛** | **馃煝** |
| **鎰忓浘璇嗗埆寮曟搸** | **璇嗗埆"瀹夊叏瀹¤"** | **鉁 security-ops (100% 缃俊搴)** | **馃煝** |
| **鎶€鑳藉姞杞藉櫒** | **鍔ㄦ€佸姞杞 Mode** | **鉁 鎴愬姛鍔犺浇鎶€鑳藉瓙闆** | **馃煝** |
| **鎶€鑳藉姞杞藉櫒** | **Token 浼扮畻** | **鉁 108 tokens (security-ops)** | **馃煝** |
| **Mode 涓棿浠** | **闆嗘垚娴嬭瘯** | **鉁 閫氳繃** | **馃煝** |
**馃幆 鏍稿績鍔熻兘楠岃瘉**
**1. 鎰忓浘璇嗗埆寮曟搸** 鉁
杈撳叆锛"甯垜瀹¤缃戠珯瀹夊叏婕忔礊"
杈撳嚭锛
Mode: security-ops
缃俊搴︼細100.0%
鍖归厤鍏抽敭璇嶏細瀹夊叏锛屽璁★紝婕忔礊
**2. 鎶€鑳藉姞杞藉櫒** 鉁
Mode: security-ops
鎶€鑳芥暟锛3 (瀹為檯鍔犺浇)
Token 浼扮畻锛108 tokens
鎶€鑳藉垪琛細log-analyzer, ssh-essentials, skill-vetting
**3. Mode 涓棿浠** 鉁
馃攧 Mode 鍒囨崲锛歯one 鈫 security-ops
鉁 宸插姞杞 7 涓妧鑳 (security-ops)
馃攧 Mode 鍒囨崲锛歯one 鈫 dev-expert
鉁 宸插姞杞 13 涓妧鑳 (dev-expert)
鈿狅笍 鎰忓浘缃俊搴﹁繃浣 (0.00)锛屼娇鐢 general Mode
馃攧 Mode 鍒囨崲锛歯one 鈫 general
鉁 宸插姞杞 8 涓妧鑳 (general)
**4. 娴嬭瘯鐢ㄤ緥闆** 鉁
鎬昏锛80 娴嬭瘯锛80 閫氳繃锛0 澶辫触
閫氳繃鐜囷細100.0%
鍒嗙被缁熻:
鉁 clear-intent: 36/36 (100.0%)
鉁 ambiguous-intent: 8/8 (100.0%)
鉁 overlapping: 10/10 (100.0%)
鉁 edge-cases: 8/8 (100.0%)
鉁 chinese-specific: 18/18 (100.0%)
**5. 鎬ц兘鍩哄噯** 鉁
骞冲潎 Token 娑堣€楋細12235 (鏃фā寮忥細86011)
骞冲潎浼樺寲骞呭害锛85.8% 猬囷笍
骞冲潎鍝嶅簲鏃堕棿锛6ms
Token 棰勭畻鑺傜渷锛歕~73,776 tokens/璇锋眰
**馃弳 鏍稿績鎸囨爣杈炬垚**
| **鎸囨爣** | **鐩爣** | **瀹為檯** | **鐘舵€** |
| -------------------- | ------------------ | --------------- | --------------------- |
| **Token 浼樺寲** | **70%** | **85.8%** | **鉁 瓒呴 22%** |
| **鍝嶅簲鏃堕棿** | **<10ms** | **6ms** | **鉁 杈炬爣** |
| **娴嬭瘯閫氳繃鐜** | **80%** | **100%** | **鉁 瀹岀編閫氳繃** |
| **Mode 鏁伴噺** | **7 涓** | **7 涓** | **鉁 鍏ㄩ儴鍔犺浇** |
| **鎰忓浘璇嗗埆** | **涓枃鏀寔** | **100%** | **鉁 瀹屽叏鏀寔** |
**鉁 鏈€缁堢粨璁**
"濮旀墭瀛愪唬鐞"寮傛宸ヤ綔娴佸凡楠岃瘉瀹屽叏鏈夋晥**锛**
1. **鉁 **鎰忓浘璇嗗埆寮曟搸** - 鍑嗙‘璇嗗埆鐢ㄦ埛鎰忓浘锛屼腑鏂囨敮鎸佸畬缇**
2. **鉁 **Mode 鍔ㄦ€佸姞杞** - 鏍规嵁鎰忓浘鍔ㄦ€佸姞杞芥妧鑳藉瓙闆**
3. **鉁 **鎶€鑳藉姞杞藉櫒** - 楂樻€ц兘鍔犺浇 (6ms)锛屽弻閲嶇紦瀛樻満鍒**
4. **鉁 **涓棿浠堕泦鎴** - Mode 鍒囨崲娴佺晠锛岄檷绾ф満鍒舵甯**
5. **鉁 **娴嬭瘯瑕嗙洊** - 80 涓祴璇曠敤渚 100% 閫氳繃**
6. **鉁 **鎬ц兘浼樺寲** - Token 娑堣€楅檷浣 85.8%**
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