Splits a dense bend section out of index.html (now 6 lines: tagline,
example, three highlights, CTA) into a new public page at
lumbda.com/bend.html carrying:
* full wire protocol (S-exp + binary BSHK modes)
* tier-choice table (Py / C / asm × S-exp / binary)
* real workload table from foxhop ecdsafail measurements
* 2 live forms + 7 surveyed forms (Wave 1: secp256k1 batch-mul,
CGBN bignum, Pollard rho, Stim-on-GPU stabilizer, Bernstein-Yang
inverse, NTT, CUB sort/scan)
* 20 surveyed forms (Wave 2) sorted by speedup descending —
minhash 600-1000x, cuckoo filter 378x, ChaCha20 400 GB/s,
SAT 93x, Dilithium PQ 57.7x, BLAKE3 tree, cuFFT batched,
Bloom filter modern, GEMM FP8, hash-join 1.8T tuples/s on
1024xA100, cuGraph 38B TEPS, TRUST triangle 1T TEPS, nvCOMP 2.2x
* skipped section listing forms that don't pass the threshold,
so the catalog stays honest about what GPU dominates vs not
* cited canonical references for every entry
CATALOG.md mirrors the same data — single source of truth in repo;
bend.html renders the same metadata for public reading.
Build order remains: A cuda-secp256k1-batched-mul, D Clifford
stabilizer, B CGBN bignum.
105 lines
5.8 KiB
HTML
105 lines
5.8 KiB
HTML
<!doctype html>
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<html lang="en">
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<head>
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<meta charset="utf-8">
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<meta name="viewport" content="width=device-width,initial-scale=1">
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<title>Lumbda — feedback as a primitive</title>
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<meta name="description" content="Lumbda — a Lisp/Scheme-derived language with four execution backends (Python, Python bytecode VM, C + x86_64 JIT, pure x86_64 GNU asm), full first-class continuations, portal-based state migration, and a formally verified universality proof.">
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<link rel="stylesheet" href="style.css">
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<script src="https://uncloseai.com/uncloseai.js" type="module"></script>
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</head>
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<body>
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<header>
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<h1 aria-label="lumbda.">lumbda<span class="period" aria-hidden="true">.</span></h1>
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<img class="lambda-mark" src="lumbda-logo-green.png?v=2" alt="" aria-hidden="true">
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<p class="tagline">feedback as a primitive</p>
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</header>
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<main>
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<section id="what">
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<p class="lead">
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Lumbda names a Lisp/Scheme-derived language carrying four independently implemented execution backends — one surface syntax, one test suite. A Python tree-walker with an optional bytecode VM, a C implementation that adds an x86_64 JIT, and a pure x86_64 GNU asm interpreter (~6,600 lines, ~23 KB stripped, zero external dependencies). Every backend runs a shared <code>.lsp</code> source byte-identically, with full first-class continuations, exact rationals, records, and hygienic macros.
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</p>
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</section>
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<section id="quick">
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<h2>Get it</h2>
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<pre><code>git clone https://git.unturf.com/engineering/unturf/lumbda.git
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cd lumbda
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make test-all</code></pre>
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<p>Run a program in any tier:</p>
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<pre><code>python3 lumbda.py --fast examples/fibonacci.lsp
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./c/lumbda examples/fibonacci.lsp
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./asm/lumbda < examples/fibonacci.lsp</code></pre>
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</section>
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<section id="tiers">
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<h2>Four tiers, one language</h2>
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<table>
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<thead><tr><th>Tier</th><th>Lines</th><th>Binary</th><th>What a tier buys</th></tr></thead>
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<tbody>
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<tr><td>Python interpreter + bytecode VM</td><td>3,743</td><td>—</td><td>REPL hackability, debugging, reference</td></tr>
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<tr><td>C tree-walker + bytecode VM</td><td>9,164</td><td>~215 KB</td><td>deep recursion, production workloads</td></tr>
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<tr><td>C + x86_64 JIT</td><td>+patches</td><td>~215 KB</td><td>7–10× faster than CPython on recursive workloads</td></tr>
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<tr><td>Pure x86_64 GNU asm</td><td>6,645</td><td>~23 KB</td><td>zero-dependency boot, auditability, embedded</td></tr>
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<tr><td>GNU asm + naive mark-sweep GC + meta-GC arena</td><td>(same source, <code>GC_NAIVE=1</code>)</td><td>~27 KB</td><td>bounded memory without manual arena discipline</td></tr>
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</tbody>
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</table>
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</section>
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<section id="portal">
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<h2>Portal: feedback across time</h2>
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<p>A continuation carries feedback within a process. A portal carries feedback across processes. Same primitive, different scope: capture machine state, serialize, reload elsewhere, resume. Lumbda ships three portal formats with distinct trade-offs:</p>
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<ul>
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<li><strong>S-expression portal</strong> — Scheme source as a wire protocol. 16 of 16 producer×consumer cells green across Python, C, asm no-GC, and asm GC.</li>
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<li><strong>JSON portal</strong> — graph-aware, preserves closures and live continuations (Python, C).</li>
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<li><strong>Binary heap dump</strong> — asm only. 1.5 ms save+resume between two processes.</li>
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</ul>
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</section>
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<section id="bend">
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<h2>bend: dispatch to a GPU without rewriting your code</h2>
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<p>Wrap any registered GPU-able form in <code>(bend …)</code> and lumbda decides per call whether to run it locally or ship it to a CUDA worker over our wire protocol. Tiny inputs stay local; heavy inputs bend to a worker that holds a warm CUDA context across requests.</p>
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<pre><code>(bend (cuda-shake-fanout one-million-inputs 32)) ; → 157 ms on a 3090
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; 12× faster than host hashlib</code></pre>
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<p>Real workloads from the catalog: SHAKE256 fan-out (12× over host hashlib at 1 M inputs), secp256k1 batched point-mul (6.5 Gkeys/s on a 4090, surveyed), tableau stabilizer sim (186× over Stim CPU, surveyed), and a quantum-reversible circuit simulator wired live to our ECDSA work at <a href="https://www.foxhop.net/ecdsa.html">foxhop.net/ecdsa</a>.</p>
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<p><a class="cta" href="bend.html">Read the full bend page — protocol, benchmarks, form catalog</a></p>
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</section>
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<section id="proof">
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<h2>EML universality proof</h2>
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<p>A single operator <code>eml(x, y) = exp(x) − ln(y)</code> with a constant 1 generates all elementary functions: <code>exp</code>, <code>ln</code>, arithmetic, negation, complex-plane access, trigonometry. Verified numerically in Python, verified in Lumbda's own bytecode, proven formally in Lean 4 with zero <code>sorry</code>. Lumbda's native symbolic-rewrite checker runs five theorems in 46 ms cold or 7 ms cached — roughly 16× faster than Lean's cold rebuild on identical hardware.</p>
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</section>
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<section id="doc">
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<h2>Whitepaper</h2>
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<p>Full language reference, tier-by-tier architecture, benchmarks, meta-GC design, universality proof.</p>
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<p>
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<a class="cta" href="lumbda-whitepaper.html">Read in browser (HTML)</a>
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<a class="cta" href="lumbda-whitepaper.pdf">Download PDF (~2.7 MB)</a>
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</p>
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</section>
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<section id="license">
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<h2>License</h2>
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<p>AGPL-3.0-only. Public domain for whitepapers, proofs, and disclosures through <a href="https://undefect.com">undefect.com</a>. Companion to <a href="https://unturf.com">unturf.com</a>’s permacomputer project.</p>
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</section>
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</main>
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<footer>
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<p>
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<a href="https://git.unturf.com/engineering/unturf/lumbda">source</a>
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·
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<a href="lumbda-whitepaper.html">whitepaper (HTML)</a>
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·
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<a href="lumbda-whitepaper.pdf">whitepaper (PDF)</a>
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·
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<a href="https://unturf.com">unturf.com</a>
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</p>
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</footer>
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</body>
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</html>
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