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# llm

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LLMs are excellent at novelty. Operations reward determinism.

LLMs are excellent at novelty. Operations reward determinism.

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1 min read
I Think Therefore I Am… A Big Pain in the A$$

I Think Therefore I Am… A Big Pain in the A$$

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3 min read
What Is an MCP Agent? How AI Models Drive MCP Tools in Real Time

What Is an MCP Agent? How AI Models Drive MCP Tools in Real Time

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6 min read
Is Grep All You Need? Grep vs Vector Retrieval for Agentic Search

Is Grep All You Need? Grep vs Vector Retrieval for Agentic Search

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7 min read
Coding Agents Don't Fail at the Start — They Fail in the Middle

Coding Agents Don't Fail at the Start — They Fail in the Middle

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5 min read
Chat With Your Documents Using Garudust Agent — No Vector Database Required

Chat With Your Documents Using Garudust Agent — No Vector Database Required

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4 min read
Prompt engineering for teacher insights with Claude — structured JSON and graceful fallbacks

Prompt engineering for teacher insights with Claude — structured JSON and graceful fallbacks

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4 min read
Why We Ripped Function Overloading Out of Our AI Toolchain

Why We Ripped Function Overloading Out of Our AI Toolchain

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2 min read
AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground

AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground

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3 min read
Claude returned ```json blocks 14% of the time. Here is the Rust crate I wish I had earlier.

Claude returned ```json blocks 14% of the time. Here is the Rust crate I wish I had earlier.

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3 min read
Adding Persistent Memory to Claude Code with claude-mem — Plus a DIY Lightweight Alternative

Adding Persistent Memory to Claude Code with claude-mem — Plus a DIY Lightweight Alternative

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3 min read
Hermes Voice Control from Your Phone

Hermes Voice Control from Your Phone

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6 min read
I accidentally built Karpathy's LLM Wiki — with 5,420 memories, 6 AI agents, and a self-healing knowledge graph

I accidentally built Karpathy's LLM Wiki — with 5,420 memories, 6 AI agents, and a self-healing knowledge graph

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5 min read
Migrating to Claude Opus 4.7 Broke My Pipeline — Here's How I Fixed It

Migrating to Claude Opus 4.7 Broke My Pipeline — Here's How I Fixed It

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5 min read
Frontier AI 2026: Diffusion LLM + Spatial Intelligence — AI University Update (76 Providers)

Frontier AI 2026: Diffusion LLM + Spatial Intelligence — AI University Update (76 Providers)

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2 min read
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