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Giulio D'Erme

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Location rome, Italy Joined Joined on  Email address giulio@derme.dev github website
Retrieval-Augmented Self-Recall — What the Comments Taught Me (RE-call v0.3)

Retrieval-Augmented Self-Recall — What the Comments Taught Me (RE-call v0.3)

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Comments
6 min read

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Retrieval-Augmented Self-Recall — Part 6: The Fine-Tune That Did Nothing, and Shipping It as an MCP Server

Retrieval-Augmented Self-Recall — Part 6: The Fine-Tune That Did Nothing, and Shipping It as an MCP Server

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Comments
4 min read
Retrieval-Augmented Self-Recall — Part 5: The Gap Threshold That Didn't Transfer

Retrieval-Augmented Self-Recall — Part 5: The Gap Threshold That Didn't Transfer

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Comments
4 min read
Retrieval-Augmented Self-Recall — Part 4: Benchmarking Retrieval *and* Honesty

Retrieval-Augmented Self-Recall — Part 4: Benchmarking Retrieval *and* Honesty

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Comments
4 min read
Retrieval-Augmented Self-Recall — Part 3: Teaching RAG to Say \"I Don't Know\

Retrieval-Augmented Self-Recall — Part 3: Teaching RAG to Say \"I Don't Know\

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Comments
5 min read
Retrieval-Augmented Self-Recall — Part 2: Hybrid RAG on Nothing but Postgres

Retrieval-Augmented Self-Recall — Part 2: Hybrid RAG on Nothing but Postgres

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Comments 2
4 min read
Retrieval-Augmented Self-Recall: The RAG Problem Nobody Talks About

Why similarity thresholds fail across models

Retrieval-Augmented Self-Recall: The RAG Problem Nobody Talks About

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Comments 14
5 min read
One MCP Server, Two Models: An Always-On Ops Agent That Costs $0

One MCP Server, Two Models: An Always-On Ops Agent That Costs $0

Comments
15 min read
Clearing an off grid price bug out of Polymarket's order path

Summer Bug Smash: Clear the Lineup Submission 🐛🛹

Clearing an off grid price bug out of Polymarket's order path

Comments
4 min read
Green all the way down: a trading bot that lied to me in four different languages

Summer Bug Smash: Smash Stories Submission 🐛🛹

Green all the way down: a trading bot that lied to me in four different languages

Comments
6 min read
Fine-Tuning and RAG: What a Dozen Failed Experiments Taught Me

Fine-Tuning and RAG: What a Dozen Failed Experiments Taught Me

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Comments
7 min read
Claude Code, Beyond the Prompt — Part 7: How I Cut Claude Code's Token Bill (and Made It Faster)

Claude Code, Beyond the Prompt — Part 7: How I Cut Claude Code's Token Bill (and Made It Faster)

Comments 3
6 min read
Claude Code, Beyond the Prompt — Part 6: GitHub as Claude's Task Queue (Issues, PRs & the Vibe-Coding Loop)

Claude Code, Beyond the Prompt — Part 6: GitHub as Claude's Task Queue (Issues, PRs & the Vibe-Coding Loop)

Comments
5 min read
Claude Code, Beyond the Prompt — Hardening an MCP Database Tool (Part 4 Deep Dive)

Claude Code, Beyond the Prompt — Hardening an MCP Database Tool (Part 4 Deep Dive)

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Comments 3
7 min read
Claude Code, Beyond the Prompt — Part 5: Why I Stopped Letting Claude grep (Semantic Code Search)

Claude Code, Beyond the Prompt — Part 5: Why I Stopped Letting Claude grep (Semantic Code Search)

Comments 2
5 min read
Claude Code, Beyond the Prompt — Part 4: Your First MCP Server (Give Claude Safe Hands on Your Own Tools)

Security nuances of read-only database tools

Claude Code, Beyond the Prompt — Part 4: Your First MCP Server (Give Claude Safe Hands on Your Own Tools)

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Comments 26
6 min read
Claude Code, Beyond the Prompt — Part 3: Turn Your Repeated Prompts Into Slash Commands (and Skills)

Claude Code, Beyond the Prompt — Part 3: Turn Your Repeated Prompts Into Slash Commands (and Skills)

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Comments 2
5 min read
Claude Code, Beyond the Prompt — Part 2: The 30-Second Ritual That Makes Claude Precise

Claude Code, Beyond the Prompt — Part 2: The 30-Second Ritual That Makes Claude Precise

Comments
6 min read
Claude Code, Beyond the Prompt — Part 1: Stop Explaining Your Project Twice (The Two-File Memory System)

Claude Code, Beyond the Prompt — Part 1: Stop Explaining Your Project Twice (The Two-File Memory System)

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6 min read
Claude Code, Beyond the Prompt: I Run a Live Automated Trading System on It — Here's the Whole Setup

Claude Code, Beyond the Prompt: I Run a Live Automated Trading System on It — Here's the Whole Setup

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Comments
4 min read
Why AI code review hallucinates — and the two gates that fix it

Why AI code review hallucinates — and the two gates that fix it

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Comments 15
5 min read
How We Built a 6-Layer AI Code Audit Pipeline (And Why Each Auditor Has Its Own Scope)

How We Built a 6-Layer AI Code Audit Pipeline (And Why Each Auditor Has Its Own Scope)

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Comments
3 min read
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