I Thought My Multi-Agent Debate Engine Was Broken. The Real Bug Was the Prompt.
v0.2.1 RELEASED — Aug 28, 2026. Release notes · Field test report · PyPI v0.2.1 Update: The 2,333->359 join collapse described in this article is…
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I Told the AI "A Scanner Flagged This" — and It Agreed With Everything
I gave two AI models the same 200 pieces of code, the same prompt, the same question. One of them removed 51% of the false alarms. The other removed…
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Socrates Was the World's First — and Best — Prompt Engineer
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Every Rule I Added Made It Worse: How Prompt Bloat Killed My Voice
I measured the system prompt from my old setup last week. It came to 224,833 characters, roughly 56,000 tokens, on every single call. Ninety percent…
One Prompt Can Make a Game Demo. That Is Not the Same as Making a Game.
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"Do Not Duplicate the Character" Duplicated the Character
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Opus 5: Delete your CLAUDE.md?
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Trust the parser, not the prompt: what running a cheap LLM in production taught me
I run an LLM in the core loop of a small production app: Mening corrects language learners' writing every day. Unit economics put the everyday call…
I Stopped Re-Explaining My Codebase to AI Agents. Here Is What I Built Instead.
I Stopped Re-Explaining My Codebase to AI Agents. Here Is What I Built Instead. I got tired of typing the exact same project summary every single ti…
RAG vs. Fine-Tuning: Which Is Better for Adding New Information?
You have a new dataset. You want the AI to know it. You have two options. You can fine-tune the model. You can use RAG. Fine-tuning changes the mode…
Prompt Engineering for Software Engineers: Practical Patterns That Actually Work
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The Dangers of Fine-Tuning: When Customizing a Model Breaks Its General Knowledge
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Using the New Copilot Studio Skills
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When Better Models Make Old Agent Workflows Worse
I recently watched a coding agent refuse to start an approved implementation. The work plan contained this: ## WorkPlan Review - **Status** : approv…
5 Claude Code Prompts That Stop Small Changes From Breaking Your Project
_Claude Code can build quickly, but speed becomes a problem when it starts making decisions before it understands the project. A small request can s…
From Software Engineer to AI Engineer - Part 2: Structuring the model
Part 1 left us with a model that talks back beautifully but without structure. This is fine, even pretty cool, for a chatbot used by humans. We unde…
How to Fact-Check ChatGPT: The Copy-Paste Prompt I Use to Verify AI Output
A ChatGPT answer doesn't stay in the chat window. It gets pasted into a PR description, quoted in a design doc, repeated in a meeting as "apparently…
How to Catch AI Hallucinations: A Copy-Paste Hallucination Checker Prompt (Tested)
You ask an AI a question. It answers in fluent, confident prose — complete with a study, a percentage, and a name. Some of it is wrong, and nothing…
Building a Public Backlog of AI Agent Failures: What's the Worst Thing Your Tests Didn't Catch?
Not looking for a highlight reel of prompt injection screenshots, more interested in the mundane stuff: the agent that called the wrong tool with co…
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A few years ago, software development was about solving problems. We designed systems, debated architecture, wrote code, tested assumptions, and lea…
The Best Prompt Engineering Lesson I Did Not Expect to Learn
A few weeks ago, I completed Anthropic Education's AI Frameworks and Fluency course. I joined out of curiosity. One part of the course stayed with m…
Building an Open Source AI Global Talent Visa Evaluator
Applying for the UK Global Talent Visa can be overwhelming. Many applicants spend months gathering evidence and often pay for professional reviews b…
Beyond "Chat": Architecting Intelligence with Skills and Specification Engineering
Remember the days when we used to dump all our CSS and JavaScript into a single index.html file? That's exactly what a "Mega-Prompt" is today: an un…
Claude Code's 17 Official Skills: the Rule vs the Practice
Anthropic's docs are clear: a SKILL.md should be under 500 lines. Their own docx skill is 590. I read all 17 of Anthropic's official skills, frontma…
Advanced Prompt Engineering: Techniques That Transform AI Response Quality
After two decades leading technology teams and, more recently, integrating AI into blockchain forensics workflows, I've noticed something counterint…