📰 Dev.to · Mads Hansen
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⚡ AI Lessons

Dev.to · Mads Hansen
2w ago
AI agents should prepare database writes, not surprise production
Read-only AI database access is the default for a reason. But eventually teams ask: “What if the...

Dev.to · Mads Hansen
2w ago
AI database answers need receipts, not just confidence
An AI answer about business data should not be a dead end. If someone asks: “Where did that number...

Dev.to · Mads Hansen
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
AI database agents need dead-letter queues
An AI database agent should not turn one confusing question into an infinite retry loop. When a...

Dev.to · Mads Hansen
⚡ AI Lesson
2w ago
Tenant scope should not be a prompt instruction
The most dangerous AI database bug is rarely a syntax error. It is the query that works, returns a...

Dev.to · Mads Hansen
2w ago
AI database answers need citations, not just summaries
An AI answer from a live database should not end at the sentence. If an assistant says: “MRR is...

Dev.to · Mads Hansen
2w ago
MCP database servers need smaller tool catalogs
The easiest MCP database server to build is also the riskiest: Expose a broad query tool. Point it...

Dev.to · Mads Hansen
2w ago
AI database agents should not use forever credentials
Autonomous agents should not carry permanent database credentials around like a human service...

Dev.to · Mads Hansen
2w ago
Natural-language SQL needs an explain plan before it runs
Natural-language SQL should not go straight from prompt to production query. The generated SQL may...

Dev.to · Mads Hansen
3w ago
Natural-language SQL breaks quietly when schema context goes stale
Natural-language SQL breaks quietly when schema context goes stale. The model may still produce SQL...

Dev.to · Mads Hansen
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
Your AI database agent should not query the primary by default
Most AI database questions do not need the primary database. They feel urgent because somebody typed...

Dev.to · Mads Hansen
3w ago
Your MCP database server needs connection pooling before real users arrive
AI database traffic is bursty by default. A human asks one question. The agent may turn that...

Dev.to · Mads Hansen
3w ago
Do not let your AI database agent discover raw tables first
The risky part of natural-language SQL is not always the SQL. It is the moment before SQL, when the...

Dev.to · Mads Hansen
3w ago
Your AI database agent needs better errors than “tool failed”
“Tool failed” is not an error message. It is a debugging tax. When an AI agent queries a database...

Dev.to · Mads Hansen
3w ago
Your MCP database server should not use an admin key
The fastest way to make an AI database agent dangerous is to connect it with the same credential a...

Dev.to · Mads Hansen
3w ago
Every AI database answer needs a source trail
An AI answer without provenance is just a confident paragraph. That may be fine for...

Dev.to · Mads Hansen
3w ago
Your AI database agent should not concatenate SQL
The model can understand the question. It should not be trusted to assemble the final executable SQL...

Dev.to · Mads Hansen
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
Your AI SQL agent needs a semantic layer, not just table names
Table names are not business context. An AI database agent can see orders, subscriptions, events,...

Dev.to · Mads Hansen
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
Your AI database agent should not see every field it can query
A safe query can still return unsafe context. The SQL might be read-only. The role might be...

Dev.to · Mads Hansen
3w ago
Your AI database agent needs query routing before SQL
Not every database question should hit the same source. “What did revenue do last quarter?” can use...

Dev.to · Mads Hansen
3w ago
Your AI database agent should not remember tenant filters
The most dangerous database bug in an AI workflow is often a missing filter. The user asks a...

Dev.to · Mads Hansen
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Your AI database answer needs a freshness window
AI answers can sound current even when the data is not. That is a problem for database-connected...

Dev.to · Mads Hansen
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Your AI database agent needs dry-run mode
The dangerous moment in an AI database workflow is not always execution. Often, it is the moment...

Dev.to · Mads Hansen
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Your AI database agent needs a query budget
Natural-language SQL demos usually stop at the happy path. A user asks a question. The model writes...

Dev.to · Mads Hansen
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
A production AI database agent should not always try harder
A production AI database agent should not always try harder. Sometimes the safest answer is no. Or...
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