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russell@unturf.com 5ce42a7089 whitepaper: extend "feedback is all you need" across 3 scopes
Major revision reflecting current state. The original paper argued
feedback (continuations) as a universal within-process primitive.
This revision extends the argument to two more scopes discovered
while building the cross-impl portal system:

  - Within process: continuations (live stack)
  - Across process: portals (serialized VM state)
  - Across impl:    Scheme source itself as wire format

Abstract rewritten around the three scopes. New benchmark numbers
(asm cross-process round-trip 1.5 ms vs Python 260 ms — 160×).

Section 4.3 "Three Scopes of Feedback" added — the key new framing.

Section 7 "Portal: Feedback Across Time" rewritten to cover all
three formats (S-expression portable, JSON graph-aware, binary
heap-dump) with the 3×3 cross-impl matrix, cross-process
benchmarks, and mismatch-case behavior table.

Section 11 "Three Implementations, One Language" updated with
current line counts (4,455 asm, 3,678 py), binary sizes (22 KB asm
stripped, 205 KB C), and builtin count (79 asm).

Section 11.2 "File I/O Parity" added — the minimal file vocabulary
that reaches parity across all three implementations, including the
asm port encoding trick (SPECIAL values ≥ PORT_SPECIAL_BASE).

Test counts: 974 verified assertions (was 943).
2026-04-16 18:11:32 -04:00
asm portal benchmark + 3 mismatch defects fixed 2026-04-16 16:57:24 -04:00
c asm/c/py: add (load), ports, write-file/file->string — full cross-impl parity 2026-04-16 16:37:40 -04:00
docs Add benchmark dot diagrams showing performance differences 2026-04-16 13:01:32 -04:00
examples Add portal: serialize and resume VM state across machines 2026-04-13 19:00:11 -04:00
proof Add superinstructions LOOK+1, LOOK-1 for 25% faster loops 2026-04-14 13:53:08 -04:00
tests portal benchmark + 3 mismatch defects fixed 2026-04-16 16:57:24 -04:00
whitepaper whitepaper: extend "feedback is all you need" across 3 scopes 2026-04-16 18:11:32 -04:00
.gitignore Add whitepaper: Feedback Is All You Need 2026-04-14 13:32:42 -04:00
bench.py Add auto-compile, VM optimization, disassemble, call/cc compilation 2026-04-13 14:49:32 -04:00
CLAUDE.md C: add full continuations, portal save/resume, 7 new tests 2026-04-15 20:07:09 -04:00
friction.sh Add friction.sh benchmark: C is 3-6x faster than Python impl 2026-04-14 15:11:43 -04:00
Makefile Add benchmark dot diagrams showing performance differences 2026-04-16 13:01:32 -04:00
README.md Add proof friction benchmark, update README 2026-04-14 13:31:05 -04:00
stdlib.lsp Add parameterize fix, let-values, case=>, arithmetic, FS/system builtins, tracing, SRFI-64 2026-04-13 13:32:11 -04:00
tests.py Add portal: serialize and resume VM state across machines 2026-04-13 19:00:11 -04:00
uncommonlisp.py portal benchmark + 3 mismatch defects fixed 2026-04-16 16:57:24 -04:00

uncommonlisp

A Scheme interpreter in one Python file, with a bytecode compiler.

λ> (define (fib n)
     (let loop ((a 0) (b 1) (i 0))
       (if (= i n) a (loop b (+ a b) (+ i 1)))))
λ> (map fib (iota 10))
(0 1 1 2 3 5 8 13 21 34)

Usage

python3 uncommonlisp.py                # interactive REPL
python3 uncommonlisp.py script.lsp     # run a file
python3 uncommonlisp.py -e '(+ 1 2)'  # eval an expression
python3 uncommonlisp.py --fast script.lsp  # auto-compile (7-19x faster)

Bytecode compiler

uncommonlisp includes a stack-based bytecode compiler and VM. Enable it with --fast or (auto-compile! #t):

python3 uncommonlisp.py --fast examples/fibonacci.lsp
(auto-compile! #t)
(define (ack m n)
  (cond ((= m 0) (+ n 1))
        ((= n 0) (ack (- m 1) 1))
        (else    (ack (- m 1) (ack m (- n 1))))))
(compiled? ack)  ; => #t
(ack 3 4)        ; => 125

The compiler handles: if, begin, and, or, when, unless, cond, define, set!, lambda, let, named-let, let*, letrec, do, call/cc, function calls with tail-call optimization. Macros are expanded at compile time. 20 specialized opcodes for hot builtins (+, -, *, =, <, car, cdr, cons, null?, etc.) avoid function call overhead.

Features:

  • Explicit frame stack — compiled-to-compiled calls don't grow the Python stack
  • Full continuationscall/cc supports upward continuations; generators work
  • Constant folding(+ 1 2) folds to 3 at compile time
  • Peephole optimizer — eliminates dead code (VOID+POP, JUMP-to-next)
  • (disassemble proc) — inspect generated bytecode

What's implemented

Core language

  • Full lexical scoping and closures
  • Tail-call optimization (TCO) — deep recursion never blows the stack
  • Hygienic macros via syntax-rules with ellipsis (...) support
  • define-macro / defmacro for procedural macros
  • call/cc — full continuations (escape + upward) in compiled code
  • values / call-with-values
  • dynamic-wind, guard, with-exception-handler
  • quasiquote / unquote / unquote-splicing with proper nesting
  • R7RS internal defines with letrec* body semantics
  • R7RS error objects
  • Exact rational arithmetic — (/ 1 3)1/3, (+ 1/4 3/4)1
  • String ports — open-input-string open-output-string read on ports
  • Mutable strings — string-set! string-fill! string-copy!
  • Module system — module / import with export lists
  • define-record-type with (inherit parent) for single-inheritance
  • Pretty-print — pp / pretty-print
  • Tracing — (trace fn) / (untrace fn)

Special forms define set! lambda λ if cond case and or when unless begin let let* letrec letrec* named-let do quasiquote define-macro define-syntax syntax-rules let-syntax letrec-syntax apply eval values call/cc dynamic-wind guard parameterize load error module import define-record-type

Built-ins

  • Arithmetic: + - * / quotient remainder modulo expt sqrt abs floor ceiling round truncate min max gcd lcm log exp trig functions, numerator denominator
  • Rationals: (/ 1 3)1/3, literal 1/3 syntax, exact / inexact conversion
  • Comparison: = < > <= >= zero? positive? negative? odd? even?
  • Pairs & lists: cons car cdr list length append reverse map for-each filter fold-left fold-right reduce any every sort partition find take drop zip flatten and more
  • SRFI-1: last firstfifth delete lset-union lset-intersection lset-difference unfold list-tabulate
  • Strings: string-length string-ref string-set! substring string-append string-copy string-copy! string-fill! string->list string->number format and more
  • Characters: char->integer integer->char char-alphabetic? char-upcase char-downcase
  • Vectors: make-vector vector vector-ref vector-set! vector-copy vector-copy!
  • Hash tables: make-hash-table hash-table-set! hash-table-ref hash-table-keys hash-table-values hash-table-walk and more
  • I/O: display write newline read read-char read-line open-input-string open-output-string with-output-to-string
  • File system: file-exists? delete-file rename-file directory-files current-directory
  • System: command-line get-environment-variable current-time exit
  • Python interop: py-eval py-exec py-import py-call py-attr
  • Compiler: compile compiled? disassemble auto-compile!

Standard library (stdlib.lsp) Additional macros, string/list/numeric/tree utilities, alist/hash helpers, simple object system, SRFI-2/8/64 test framework.

Examples

python3 uncommonlisp.py --fast examples/fibonacci.lsp
python3 uncommonlisp.py --fast examples/generator.lsp
python3 uncommonlisp.py --fast examples/mergesort.lsp
python3 uncommonlisp.py examples/objects.lsp
;; Generator using full continuations
(auto-compile! #t)
(define (make-gen thunk)
  (let ((k #f) (done #f))
    (lambda ()
      (if done 'done
          (call/cc (lambda (return)
            (if k (k return)
                (begin (thunk (lambda (val)
                         (call/cc (lambda (next)
                           (set! k next) (return val)))))
                       (set! done #t) (return 'done)))))))))

(define counter (make-gen (lambda (yield)
  (let loop ((i 0)) (yield i) (loop (+ i 1))))))
(counter) ; => 0
(counter) ; => 1
(counter) ; => 2

Running tests & benchmarks

make test          # run 529 tests
make test-verbose  # verbose output
make bench         # compare interpreter vs bytecode vs CPython
make lint          # syntax check all Python files

Portal — machine state migration

Serialize a running VM mid-computation, transfer to another machine, resume:

# Machine A: start a long computation with checkpoints
python3 uncommonlisp.py --fast examples/portal-prime.lsp
# saves prime-state.portal at checkpoint

# Machine B: resume from checkpoint
python3 uncommonlisp.py --portal-resume prime-state.portal
# continues from exact instruction

The portal captures the full env chain, compiled procedures, continuations, and frame stack as JSON. 16KB for a primality test in progress.

EML universality proof

The proof/ directory contains a formal verification that eml(x,y) = exp(x) - ln(y) with constant 1 generates all elementary functions (arXiv:2603.21852v2).

Three approaches, benchmarked:

Approach Time Guarantee
Python (numerical) 0.04s 1e-10 tolerance
uncommonlisp (numerical) 59s 1e-10 tolerance
Lean 4 (formal proof) 1.5s kernel-verified

The formal proof is 40x faster than brute-force search with infinitely stronger guarantees. See proof/benchmark_results.md for the full analysis — including why this is MOAD-0001 (the sedimentary defect) at the proof methodology layer.

File layout

uncommonlisp.py   interpreter + bytecode compiler (one file, ~3200 lines)
stdlib.lsp        extended standard library
tests.py          test suite (571 tests)
bench.py          benchmarks vs CPython
examples/         example programs
proof/            EML universality proof (Python, Scheme, Lean 4)
Makefile          make test / make bench / make repl