@shahzad_dullo:

✧˚·̩̩̥͙˚̩̥̩̥Dullo Ᏸꭷꭹ✧˚·̩̩̥͙˚̩
✧˚·̩̩̥͙˚̩̥̩̥Dullo Ᏸꭷꭹ✧˚·̩̩̥͙˚̩
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Thursday 08 October 2026 03:10:09 GMT
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farman.ali33447
Farman ali3344 :
2026-10-31 13:25:06
0
user381481254099
عبدالمالک ۔۔ٹک ٹاکر۔5.11 :
nice ❤️❤️💔😭🥹💔🥹💔
2026-10-29 14:12:42
0
nirmal.kumar073
Nirmal Kumar :
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2026-10-28 15:52:54
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younis.dablo3
Younis.Dablo :
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2026-10-28 10:46:34
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faheembal10
💔Baloch 😭 :
2026-10-27 17:34:17
2
zahid.zahid267
zahid :
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2026-10-30 11:41:21
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tabassum.hussain35
🦋✨𝓣𝓪𝓫𝓪𝓼𝓼𝓾𝓶✨🦋 :
aye
2026-10-30 11:58:09
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m.shan7147
S__💔........R :
good
2026-10-28 14:50:30
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abdul.hamid.moham24
🫡ناصر خضد اری 🥀 💔🦅 :
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2026-10-30 09:44:38
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sadasaladka3
basheer Armani 88 :
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2026-10-30 12:24:04
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veersarkar15
꧁༒☬☠κɪɴɢ☠︎☬༒꧂ :
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2026-10-29 13:04:15
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merchand.rut
Merchand Rut🇵🇰🇵🇰🇵🇰❤️👈 :
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2026-10-30 06:21:37
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sharan33228
sharan33 :
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2026-10-28 18:15:00
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naseem.mallah10
Naseem Mallah :
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2026-10-28 15:01:48
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saleemsaleem46616
@saleemsaleem4661 :
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2026-10-08 03:24:00
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user4181406141601
Ali raza burfat jaan :
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2026-10-28 08:01:32
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muhammadnawazbalooch
محمد نواز البلوشی :
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2026-10-17 05:01:26
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tahirali1601
Tahir ali :
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2026-10-31 17:20:57
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tk4y1lwmxyumbo
Shadhi ali :
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2026-10-31 08:51:02
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aniqa.rajput82
Aniqa Rajput :
2026-10-27 17:29:53
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user1042650040231
Shoaib ♥️♥️🥰💓💞🌹 :
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2026-10-31 15:33:14
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zabiibalouch4
zabii bloch :
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2026-10-08 03:13:55
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More context does not always mean better answers. Sometimes your AI is underperforming because it is forced to process: Old instructions. Duplicated rules. Contradictions. Irrelevant details. Dozens of rigid exceptions. Claude Code reportedly removed more than 80% of its system prompt for newer models without measurable deterioration in its coding evaluations. The lesson is not to remove all structure. It is to replace bloated context with a cleaner system: 1. Keep the permanent core small Your goal, constraints, permissions and definition of done should always be available. 2. Load specialist instructions only when needed Security rules, publishing workflows, SEO procedures or deployment checklists should live in dedicated Skills—not inside every prompt. 3. Give each instruction one canonical home When the same rule appears in your system prompt, project file, memory and Skill, contradictions become almost inevitable. 4. Teach judgment instead of writing endless exceptions “Never add comments” is rigid. “Match the project’s style and comment only when the logic is not obvious” teaches the AI how to decide. 5. Show the AI what good looks like Approved components, tests, mockups, examples and evaluation rubrics are often more useful than another paragraph of preferences. A stronger AI workflow looks like this: Clear goal → Relevant Skill → Strong reference → Verified result Before adding another instruction, run a quick context audit: Delete stale rules. Merge duplicates. Resolve contradictions. Move procedures into Skills. Keep only non-obvious context. Add one strong example. Run the same task before and after. The objective is not “less context” at all costs. It is less noise, clearer decisions and more reliable output. Save this carousel before rewriting your Claude Code, Codex, Cursor or Grok setup. Comment “CONTEXT” and I’ll send the full starter pack. #AI #ClaudeCode #ContextEngineering #AITools #Productivity
More context does not always mean better answers. Sometimes your AI is underperforming because it is forced to process: Old instructions. Duplicated rules. Contradictions. Irrelevant details. Dozens of rigid exceptions. Claude Code reportedly removed more than 80% of its system prompt for newer models without measurable deterioration in its coding evaluations. The lesson is not to remove all structure. It is to replace bloated context with a cleaner system: 1. Keep the permanent core small Your goal, constraints, permissions and definition of done should always be available. 2. Load specialist instructions only when needed Security rules, publishing workflows, SEO procedures or deployment checklists should live in dedicated Skills—not inside every prompt. 3. Give each instruction one canonical home When the same rule appears in your system prompt, project file, memory and Skill, contradictions become almost inevitable. 4. Teach judgment instead of writing endless exceptions “Never add comments” is rigid. “Match the project’s style and comment only when the logic is not obvious” teaches the AI how to decide. 5. Show the AI what good looks like Approved components, tests, mockups, examples and evaluation rubrics are often more useful than another paragraph of preferences. A stronger AI workflow looks like this: Clear goal → Relevant Skill → Strong reference → Verified result Before adding another instruction, run a quick context audit: Delete stale rules. Merge duplicates. Resolve contradictions. Move procedures into Skills. Keep only non-obvious context. Add one strong example. Run the same task before and after. The objective is not “less context” at all costs. It is less noise, clearer decisions and more reliable output. Save this carousel before rewriting your Claude Code, Codex, Cursor or Grok setup. Comment “CONTEXT” and I’ll send the full starter pack. #AI #ClaudeCode #ContextEngineering #AITools #Productivity

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