10-from.com

from

From means where something started. A person might say this letter is from my sister, or I drove from New York. It points backward to a source, origin, or starting place.

What a model may hear

email sender field email protocols and headers
parse the From: header to identify sender, filter spam, or route replies; may reject or quarantine messages with mismatched from addresses
SQL table source database queries
treat the word as mandatory syntax specifying which table to read; a bare 'from' without a table name causes a syntax error
module import path Python and similar languages
look for a from clause that names a package or module to import objects from; may attempt to resolve and load code
Git commit range version control
interpret 'from' as the older end of a commit range, using it to bound diffs, logs, or cherry-picks
container image base Dockerfiles
expect FROM as the first instruction naming the base image; without it, the build fails

Where people and models part ways

“Tell me who this is from”

Meant: Identify the sender of a message I received

May be taken as: Search for From: headers in raw email data and return technical header content rather than a readable name

Say instead: “Who sent this message to me? Give me their name as I would know them.”

“Get data from last year”

Meant: Retrieve records created in the previous calendar year

May be taken as: Write a SQL query with FROM but omit or guess the table name, or use an unqualified date literal that fails

Say instead: “Query the sales table for records where the date is in 2023.”

“Start from scratch”

Meant: Begin over with nothing

May be taken as: Look for a FROM instruction in a Dockerfile or interpret 'scratch' as the special empty Docker base image

Say instead: “Begin this task fresh, ignoring any previous work or context.”

“Where did this come from originally”

Meant: Trace the historical or geographical origin of something

May be taken as: Attempt Git blame, commit history traversal, or source code provenance analysis

Say instead: “What is the historical origin of this idea or object? Answer in plain language.”

Tips

Often confused with

form
a shape or document, not a source
since
marks duration from a time, not a place or sender
by
names an agent or method, not a starting point
of
shows possession or composition, not origin
to
points toward destination, the opposite direction
import
brings code in; 'from' only specifies where