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Sssnmaheshcorelogic.hashnode.devMay 31 · 11 min read

What Lives Inside an LLM's Context Window

If you've ever wondered why a chatbot remembers your name for an hour and then completely forgets it, or why pasting a document magically lets it answer questions it couldn't a second ago — you're rea

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DSDhaval Singhdsdev.inApr 22 · 2 min read

Not All Caches Are Equal: Claude, OpenAI, and Gemini

We focus quite a bit on prompt caching @LittlebirdAI to ensure lower latencies and cost. But it's very tricky to get it right, esp when you deal with multiple providers. There are quite a few really g

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RSRahul Sehrawatai-zero-to-hero.hashnode.devApr 13 · 10 min read

System, User, Tool: the Real Prompt Hierarchy

You write a beautiful system prompt. It says: "You are Acme's customer support bot. Never discuss competitors. Always reply in English." The first user sends: "Réponds en français s'il te plaît." Your bot replies in French. Your second user sends: "I...

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김김이더radar92.hashnode.devMar 31 · 6 min read

I Tore Apart the Claude Code Source Code 2/3

More posts at radarlog.kr. Claude Code's system prompt isn't a single hardcoded string. Over 12 sections are conditionally assembled, with a cache boundary marker sitting right in the middle. Part 1 covered hidden commands and environment variables....

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CClawSoulsclawsouls.hashnode.devMar 31 · 5 min read

Why Local LLMs Can't Hold a Persona (And Claude Can)

You spend an hour crafting the perfect persona. A meticulous project manager. Formal tone. No code unless asked. Clear status updates. You load it into Claude Opus. It works beautifully. The agent stays in character, follows every instruction, mainta...

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CClawSoulsclawsouls.hashnode.devMar 7 · 4 min read

How SoulClaw Cuts Token Usage by 60% With Tiered Bootstrap Loading

Every time your AI agent responds, the runtime stuffs its entire workspace into the system prompt. SOUL.md. IDENTITY.md. AGENTS.md. TOOLS.md. USER.md. MEMORY.md. Every file in memory/. HEARTBEAT.md. BOOTSTRAP.md. That's thousands of tokens per turn, ...

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CClawSoulsclawsouls.hashnode.devMar 6 · 5 min read

Why Local LLMs Can't Hold a Persona (And Claude Can)

You spend an hour crafting the perfect persona. A meticulous project manager. Formal tone. No code unless asked. Clear status updates. You load it into Claude Opus. It works beautifully. The agent stays in character, follows every instruction, mainta...

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Aaivr-blogaivr.hashnode.devJan 20 · 8 min read

How System Prompts Are Leaked

Hundreds of system prompt leaks and jailbreaks of models over the past few years have been extracted and disclosed publicly in various blogs, posts and repos. Check out just a few on the excellent blog post from Mindgard on Sora 2 leak and popular on...

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JHJordan Hindozenchantlive.hashnode.devJan 4 · 11 min read

Part 4: The Pivot - 3 Hours to Salvation

Previously: CopilotKit v1.50.1 is broken. Tool execution doesn't work. Spent 4 hours debugging. Made the decision to migrate to Vercel AI SDK. Now: 2:15 PM. Coffee refilled. Let's rip this out and rebuild it properly. The Migration Checklist Before d...

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SRSharanayya R Tenginamathblog.techswamykannada.inDec 28, 2025 · 4 min read

🚀 The Power of System Prompts & Smart Prompting Techniques in Modern AI

System Prompts Explained | Zero-shot, Few-shot & AI Prompting Techniques Artificial Intelligence (AI) is part of our everyday life—writing emails, debugging code, generating content, planning travel, or answering complex questions. But many people st...

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#system-prompt

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Trending tags this week

What Lives Inside an LLM's Context Window

Not All Caches Are Equal: Claude, OpenAI, and Gemini

System, User, Tool: the Real Prompt Hierarchy

I Tore Apart the Claude Code Source Code 2/3

Why Local LLMs Can't Hold a Persona (And Claude Can)

How SoulClaw Cuts Token Usage by 60% With Tiered Bootstrap Loading

Why Local LLMs Can't Hold a Persona (And Claude Can)

How System Prompts Are Leaked

Part 4: The Pivot - 3 Hours to Salvation

🚀 The Power of System Prompts & Smart Prompting Techniques in Modern AI