# from (10-from.com) 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 - Says: "Tell me who this is from" Means: 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." - Says: "Get data from last year" Means: 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." - Says: "Start from scratch" Means: 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." - Says: "Where did this come from originally" Means: 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 - Say 'sent by' instead of 'from' when you mean a person, not an email header. - Name the exact table or file when asking a model to pull data; do not make it infer the source. - Use 'starting with' or 'beginning at' for sequences if you do not want SQL or Git syntax. - In programming contexts, quote or capitalize FROM if you mean the literal word, not the keyword. - Say 'origin' or 'source' for historical or geographical beginnings to avoid technical parsing. ## 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