Programming

How was the first compiler written

27 September 2026 · 8 min read

How was the first compiler written

The journey of modern computing began long before the sleek devices we use today, rooted in foundational innovations that transformed how humans interact with machines. One of the most pivotal advancements was the creation of the compiler, a software program that translates human-readable programming languages into the binary instructions a computer understands. Understanding how the first compiler was written unveils a remarkable story of ingenuity and foresight, primarily led by a visionary woman who forever changed the landscape of software development. This groundbreaking work didn’t just automate a tedious process; it democratized programming, paving the way for the sophisticated software ecosystems we rely on daily. Without this crucial step, the progression from machine-specific code to high-level programming languages would have been unimaginably slower, hindering the rapid technological growth witnessed in the latter half of the 20th century and beyond.

The Genesis of Automatic Programming: A World Without Compilers

In the early days of computing, programming was an incredibly laborious task. Engineers and mathematicians had to write instructions directly in machine code, a series of binary digits (0s and 1s) specific to each computer’s architecture. This meant understanding the intricate details of a machine’s hardware, memorizing operation codes, and managing memory addresses manually. Debugging such programs was a nightmare, as a single misplaced bit could crash an entire system, and identifying the error required immense patience and a deep understanding of the machine’s internal state. This era was characterized by a severe bottleneck: the speed of computation far outstripped the speed at which humans could write and debug programs.

The need for a more efficient way to program became overwhelmingly clear. The vision was to allow programmers to write code using more natural, symbolic language rather than raw machine instructions. This concept, often referred to as “automatic programming,” sought to bridge the gap between human thought and machine execution. Before a true compiler, rudimentary assemblers emerged, which translated mnemonic codes (like ADD, SUB) into machine code, offering a slight improvement in readability. However, these still required a one-to-one correspondence between symbolic instruction and machine instruction, limiting their power and flexibility. The real leap required a system that could translate entire high-level algorithms into complex sequences of machine instructions, a task far beyond simple substitution.

This challenging environment set the stage for the revolutionary idea of a compiler – a program that could interpret instructions written in a high-level language and convert them into executable machine code. The sheer complexity of creating such a program, especially with the limited memory and processing power of early computers, seemed daunting. It required not just programming skill but a profound understanding of language theory, logic, and the architecture of the computing machines themselves. The individual who championed and largely achieved this feat would leave an indelible mark on computer science.

Grace Hopper and the A-0 System: The First Compiler Written

The distinction of being the first compiler written is widely attributed to Dr. Grace Murray Hopper and her team at Remington Rand for the UNIVAC I computer. In the early 1950s, Hopper, a brilliant mathematician and U.S. Navy Rear Admiral, recognized the immense potential of computers beyond complex mathematical calculations and saw the limitations of machine code programming. She famously stated, “I was taught that you could not do that. I said, ‘Why not? I’m going to try.’” This tenacious spirit drove her groundbreaking work.

Hopper’s initial idea, often met with skepticism, was to create a program that could “compile” mathematical symbols and English words into machine code. Her team developed the A-0 System (Arithmetic Language Version 0) between 1951 and 1952. The A-0 System wasn’t a compiler in the modern sense, translating a full high-level language. Instead, it was more of a linker or loader, taking a sequence of subroutines specified by symbolic codes and generating the machine code for them. It allowed programmers to write programs using English-like instructions, which the A-0 System would then translate into the necessary machine instructions, greatly simplifying the programming process.

The A-0 System laid the essential groundwork for subsequent compiler development. It proved the feasibility of automatic programming and demonstrated the immense benefits of abstracting away the low-level machine details. This early innovation dramatically reduced the time and expertise required to write complex programs, making computers accessible to a broader range of users, particularly in business and data processing. It was a monumental step towards making computers truly useful tools for a diverse set of applications beyond purely scientific and military calculations.

Infographic here: The Evolution of Compilers
The Evolution to FLOW-MATIC and COBOL -------------------------------------

Building on the success of the A-0 System, Grace Hopper and her team continued to refine their approach, leading to the development of FLOW-MATIC (originally B-0) in 1955. FLOW-MATIC is widely considered the first English-like data processing language and a true precursor to modern compilers. It allowed programmers to write instructions using ordinary English words, such as “ADD PAY TO TOTAL” or “SUBTRACT TAX FROM GROSS.” This was a radical departure from the cryptic symbols and addresses of assembly language and machine code.

The significance of FLOW-MATIC cannot be overstated. It was the first language designed specifically for business data processing, and its compiler translated these English statements into machine code for the UNIVAC I and later the UNIVAC II. This shift made programming accessible to business professionals who weren’t necessarily computer scientists or mathematicians. The compiler handled the intricate details of memory management, register allocation, and instruction sequencing, freeing programmers to focus on the logic of their business problems. This was crucial for the burgeoning commercial use of computers.

The success of FLOW-MATIC directly inspired the creation of COBOL (Common Business-Oriented Language) in 1959, a project in which Grace Hopper played a pivotal role as a technical consultant. COBOL, heavily influenced by FLOW-MATIC’s design principles, became one of the most widely used programming languages in the world for business applications and remains in use today in many legacy systems. Its design emphasized readability and maintainability, ensuring that programs could be understood by multiple team members and over long periods, further underscoring the enduring impact of Hopper’s vision for user-friendly programming. For more insights into the early history of computing, you can explore resources like this internal link about computing pioneers.

How Compilers Work: A Simplified Overview

At its core, a compiler acts as a translator, converting source code written in a high-level programming language (like C++, Python, or Java) into a lower-level language, typically machine code or an intermediate form. This process involves several distinct phases, each performing a specific task to ensure the output is correct and executable. The conceptual framework for these phases, though refined over decades, traces its lineage back to the fundamental problems Grace Hopper and her team tackled when the first compiler was written.

The featured snippet answer to “How does a compiler work?” is: A compiler translates source code written in a high-level programming language into machine-executable code through a series of sequential phases, including lexical analysis, parsing, semantic analysis, intermediate code generation, optimization, and code generation, ensuring the program can run on a computer’s hardware.

Here’s a simplified breakdown of the main stages a modern compiler typically goes through:

  1. Lexical Analysis (Scanning): The source code is read character by character and grouped into meaningful units called “tokens” (e.g., keywords, identifiers, operators, numbers). This phase is often compared to breaking a sentence into words.

  2. Syntax Analysis (Parsing): The stream of tokens is checked against the grammar rules of the programming language to build a parse tree or abstract syntax tree (AST). This phase ensures the code adheres to the language’s structure, much like checking if a sentence is grammatically correct.

  3. Semantic Analysis: The compiler checks for meaning and logical consistency. This includes type checking (e.g., ensuring you don’t try to add a string to an integer), variable declaration, and other semantic rules that go beyond pure syntax.

  4. **Intermediate Question & Answer :
    I heard about the chicken and the egg and bootstrapping. I have a few questions.

    What wrote the first compiler that converted something into binary instructions?

    Is assembly compiled or translated into binary instructions?

    …I’d find it hard to believe they wrote a compiler in binary.

    Assembly instructions are (generally) a direct mapping to opcodes, which are (multi-)byte values of machine code that can be directly interpreted by the processor. It is quite possible to write a program in opcodes directly by looking them up from a table (such as this one for the 6039 microprocessor, for example) that lists them with the matching assembly instructions, and hand-determining memory addresses/offsets for things like jumps.

    The first programs were done in exactly this fashion - hand-written opcodes.

    However, most of the time it’s simpler to use an assembler to “compile” assembly code, which automatically does these opcode lookups, as well as being helpful in computing addresses/offsets for named jump labels, et cetera.

    The first assemblers were written by hand. Those assemblers could then be used to assemble more complicated assemblers, which could then be use to assemble compilers written for higher-level languages, and so on. This process of iteratively writing the tools to simplify the creation of the next set of tools is called (as mentioned by David Rabinowitz in his answer) bootstrapping.**