Giulio D'Erme - DEV Community

Giulio D'Erme

Sep 4

I Rebuilt My AI Memory Benchmark. Here Is What It Can Measure Now.

#ai #programming #agents #productivity

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9 min read

1,453 agent sessions graded by test execution

Giulio D'Erme

Sep 1

I Gave Claude Code a Brain. Then I Measured What It Costs to Ask for One.

#ai #agents #programming #productivity

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8 min read

Rigorous tests reveal surprising CLAUDE.md drop

Giulio D'Erme

Aug 24

I Gave Claude Code a Brain. This Time I Let the Tests Judge It.

#ai #agents #programming #productivity

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5 min read

Giulio D'Erme

Aug 21

I Gave Claude Code a Brain. Its Mistake Rate Went to Zero.

#ai #programming #productivity #agents

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6 min read

Giulio D'Erme

Aug 9

The RAG benchmark that pays you for saying "I don't know", and what it exposed

#rag #ai #opensource #benchmarking

7 min read

Giulio D'Erme

Aug 2

Make your AI assistant predict the result before it runs it

#discuss #ai #productivity #beginners

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8 min read

Raw turns beat LLM cost via auditability

Giulio D'Erme

Jul 30

The memory layer that never calls an LLM: what that buys, and what it costs

#discuss #ai #rag #opensource

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10 min read

Giulio D'Erme

Jul 30

“Does your agent know what it doesn’t know?” has no answer. It has a coordinate.

#discuss #ai #rag #llm

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7 min read

Giulio D'Erme

Jul 30

Relevance is not answerability: six signals, and none of them beat plain cosine

#discuss #ai #rag #machinelearning

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9 min read

Giulio D'Erme

Jul 30

The AI-memory benchmark everyone quotes forbids saying “I don't know”

#discuss #ai #rag #opensource

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7 min read

Giulio D'Erme

Jul 18

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

#ai #rag #opensource #programming

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6 min read

Giulio D'Erme

Jul 18

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

#ai #rag #mcp #machinelearning

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4 min read

Giulio D'Erme

Jul 18

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

#ai #rag #machinelearning #programming

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4 min read

Giulio D'Erme

Jul 18

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

#ai #rag #testing #programming

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4 min read

Giulio D'Erme

Jul 18

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

#ai #rag #llm #programming

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5 min read

Giulio D'Erme

Jul 18

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

#ai #rag #postgres #database

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4 min read

Why similarity thresholds fail across models

Giulio D'Erme

Jul 17

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

#ai #rag #llm #programming

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5 min read

Giulio D'Erme

Jul 15

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

#mcp #ai #ollama #devops

15 min read

Summer Bug Smash: Clear the Lineup Submission 🐛🛹

Giulio D'Erme

Jul 14

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

#showdev #bugsmash #python #opensource

4 min read

Summer Bug Smash: Smash Stories Submission 🐛🛹

Giulio D'Erme

Jul 14

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

#bugsmash #python #devops

6 min read

Giulio D'Erme

Jul 14

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

#ai #machinelearning #rag #programming

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7 min read

Giulio D'Erme

Jul 14

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

#claude #ai #productivity #programming

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6 min read

Giulio D'Erme

Jul 13

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

#ai #github #claude #programming

5 min read

Giulio D'Erme

Jul 13

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

#ai #security #postgres #mcp

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7 min read

Giulio D'Erme

Jul 12

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

#claude #ai #rag #programming

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5 min read

Security nuances of read-only database tools

Giulio D'Erme

Jul 11

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

#claude #ai #mcp #programming

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6 min read

Giulio D'Erme

Jul 10

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

#claude #ai #productivity #programming

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5 min read

Giulio D'Erme

Jul 9

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

#claude #ai #productivity #programming

6 min read

Giulio D'Erme

Jul 8

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

#claude #ai #productivity #programming

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6 min read

Giulio D'Erme

Jul 8

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

#claude #ai #productivity #programming

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4 min read

Giulio D'Erme

Jul 6

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

#ai #codereview #devtools #claude

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5 min read

Giulio D'Erme

May 19

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

#ai #opensource #productivity #programming

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3 min read

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