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Engineering Reliability into AI Agent Code Generation. Part II

Engineering Reliability into AI Agent Code Generation. Part II

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23 min read
I Told My LLM Critic to Be Adversarial. It Started Blocking Plans for Being 'Not Thorough Enough.'

Code-enforced allowlists fix prompt drift

I Told My LLM Critic to Be Adversarial. It Started Blocking Plans for Being 'Not Thorough Enough.'

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4 min read
Caveman Ultra Mode: Make Your Coding Agent Say Less, Not Think Less

Caveman Ultra Mode: Make Your Coding Agent Say Less, Not Think Less

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5 min read
I Thought My Multi-Agent Debate Engine Was Broken. The Real Bug Was the Prompt.

I Thought My Multi-Agent Debate Engine Was Broken. The Real Bug Was the Prompt.

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31 min read
L’AI non “ruba” il lavoro agli sviluppatori bravi: sposta il valore più in alto nella filiera

L’AI non “ruba” il lavoro agli sviluppatori bravi: sposta il valore più in alto nella filiera

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3 min read
Four AI Agent Skills That Make Coding Workflows Sharper

Four AI Agent Skills That Make Coding Workflows Sharper

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6 min read
What I Added to My Prompts to Stop Models From Wandering

What I Added to My Prompts to Stop Models From Wandering

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4 min read
The Open-Source vs. Proprietary War: Why Meta and Mistral Are Giving Away Models—and What They Gain

The Open-Source vs. Proprietary War: Why Meta and Mistral Are Giving Away Models—and What They Gain

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3 min read
Building an Open Source AI Global Talent Visa Evaluator

Building an Open Source AI Global Talent Visa Evaluator

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2 min read
Expert Advisor Agents: AI Sparring Partners Built from Real Frameworks

Expert Advisor Agents: AI Sparring Partners Built from Real Frameworks

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6 min read
20 Prompting Hacks That Instantly Level Up ChatGPT, Claude, Gemini, and Grok

20 Prompting Hacks That Instantly Level Up ChatGPT, Claude, Gemini, and Grok

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4 min read
In-Context Learning vs. True Generalization: What's Actually Happening When You Give Examples in a Prompt?

In-Context Learning vs. True Generalization: What's Actually Happening When You Give Examples in a Prompt?

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3 min read
Beyond "Chat": Architecting Intelligence with Skills and Specification Engineering

Beyond "Chat": Architecting Intelligence with Skills and Specification Engineering

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7 min read
Claude Code's 17 Official Skills: the Rule vs the Practice

Claude Code's 17 Official Skills: the Rule vs the Practice

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5 min read
A personal context layer, part 2: Memory is not history

A personal context layer, part 2: Memory is not history

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6 min read
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