๐ Today’s Picks
Generate Time-Sortable IDs with Python 3.14’s UUID v7
Problem
UUID4 generates purely random identifiers that lack chronological ordering.
Without embedded timestamps, you need separate timestamp fields and custom sorting logic to organize records by creation time.
Solution
Python 3.14 introduces UUID version 7 with built-in timestamp ordering.
Key features:
- Determine creation order by comparing two UUIDs directly
- Retrieve exact creation time by extracting the embedded timestamp
Build Human-in-the-Loop AI Agents with LangChain
Problem
Without human oversight, AI agents can make irreversible mistakes by executing risky operations like database deletions.
Solution
LangChain v1.0’s interrupt() function pauses agent execution at critical decision points for human review.
How it works:
- interrupt() pauses tool execution for human review
- MemorySaver checkpointer enables pause/resume functionality
- Human reviews proposed action and approves or rejects
- Command(resume=…) continues execution after approval
This gives you full control over critical AI decisions before they execute.
โ๏ธ Weekly Finds
formulas [Data Processing] – Excel formulas interpreter in Python that parses and compiles Excel formula expressions and workbooks
MindsDB [ML] – Open-source AI development platform that allows users to build, train and deploy machine learning models using SQL queries
TimescaleDB [Data Engineer] – PostgreSQL extension for high-performance real-time analytics on time-series and event data
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