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Phase 2: codec wired into LLM tandem demos + honest sizing correction
- examples/demos/llm_tandem_send_compressed.omc: compressed variant of the send-side demo, with an inline wire-byte break-even sweep across payload sizes (tiny / medium / 4-fn / 16-fn) at N=3/5/8. - examples/demos/llm_tandem_receive_compressed.omc: receive-side demo with a 3-entry library, demonstrates alpha-rename invariant recovery (sender uses param 'xs', library entry uses 'vs', canonical hash still matches). Measured wire sizes corrected the original FINDINGS.md claim of "~5-7x smaller payloads": that was TOKEN-COUNT compression. Actual wire-byte break-even: tiny 21 B src → comp adds +107 B medium 127 B src → comp adds +84 B (N=5) large 542 B src → comp saves -167 B (N=8) xl 2483 B src → comp saves -1008 B (N=8) So the codec wins on bytes for >=500B payloads at N>=8. For small single-fn messages, raw omc_msg_sign is smaller. The always-on win (any size) is library-lookup recovery — content-addressed, alpha- rename invariant, no shared key. README and FINDINGS.md updated with the honest table. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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README.md

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@@ -34,7 +34,7 @@ These are concrete, present-in-the-code features, not aspirations:
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- **Substrate-routed harmonic libraries.** `harmonic_anomaly` beats scikit-learn's IsolationForest **10/10 vs 7/10** on multi-dim credential-stuffing detection (the structural-anomaly regime).
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- **Substrate-keyed code codec + compressed substrate-signed messaging.** `omc_codec_encode` produces a sampled-token payload addressed by the canonical AST hash (invariant under whitespace, comments, alpha-rename). `omc_codec_decode_lookup` returns the exact library entry on hash match. `omc_msg_sign_compressed` / `omc_msg_recover_compressed` carry the codec payload inside the substrate-signed wire format ~5–7× smaller payloads with lossless library recovery and full signature integrity. 13 tests pass ([`test_codec.omc`](examples/tests/test_codec.omc), [`test_compressed_messaging.omc`](examples/tests/test_compressed_messaging.omc)). See [`experiments/seed_expansion/FINDINGS.md`](experiments/seed_expansion/FINDINGS.md) for the full extrapolation including what the open-set ML side does *not* yet deliver.
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- **Substrate-keyed code codec + compressed substrate-signed messaging.** `omc_codec_encode` produces a sampled-token payload addressed by the canonical AST hash (invariant under whitespace, comments, alpha-rename). `omc_codec_decode_lookup` returns the exact library entry on hash match. `omc_msg_sign_compressed` / `omc_msg_recover_compressed` carry the codec payload inside the substrate-signed wire format with lossless library recovery and full signature integrity. **Wire-byte sizing is honest**: token-count compression is ~N×, but wire-byte savings only appear at payloads ≳500 B with N≥8 (single-message). The always-on value is **library-lookup recovery** — alpha-rename invariant content addressing on the receiver, no shared key. 13 tests pass ([`test_codec.omc`](examples/tests/test_codec.omc), [`test_compressed_messaging.omc`](examples/tests/test_compressed_messaging.omc)). See [`experiments/seed_expansion/FINDINGS.md`](experiments/seed_expansion/FINDINGS.md).
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---
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| Hybrid HBit-gate distractor-mix test | **falsified at current gate formulation (0/3 wins)**, score-level / learned-threshold reformulations documented |
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| Self-hosting compiler V.9b | shipped, gen2 == gen3 byte-identical |
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| **Self-healing pass (7 classes, substrate-routed typo)** | shipped, `OMC_HEAL=1`, **10× typo lookup**, 16 tests, per-class pragmas |
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| **Substrate-keyed code codec + compressed messaging** | **shipped**, `omc_codec_encode/decode_lookup` + `omc_msg_sign_compressed/recover`, alpha-rename invariant, ~5–7× wire payload reduction, 13 tests, lossless on in-library content |
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| **Substrate-keyed code codec + compressed messaging** | **shipped**, `omc_codec_encode/decode_lookup` + `omc_msg_sign_compressed/recover`, alpha-rename invariant, token-count ~N× (wire-byte breaks even at ≥500 B + N≥8); always-on win is library-lookup recovery; 13 tests, lossless on in-library content |
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| **Inline error-fix hints** | **shipped**, `Undefined function` errors now carry the suggested fn's signature inline (eliminates a separate `omc_help` round-trip after a typo) |
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| Two-engine parity (tree-walk + VM) | shipped, 44/45 byte-identical |
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| Embedded CPython + callbacks | shipped, 6 wrapper libs |
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# Tandem demo: RECEIVE side, compressed variant (Hermes reading Claude).
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#
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# Reads a compressed substrate-signed message, looks up the library entry
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# by canonical hash, prints whether substrate signature integrity verifies.
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#
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# The library is the recipient's known-good function dictionary. The
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# canonical hash matches across alpha-rename (parameter renaming), so a
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# renamed sender function still recovers the library's canonical form.
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fn show(label, v) { print(concat_many(label, " = ", to_string(v))); }
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fn main() {
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h wire = read_file("/home/thearchitect/omc_channel/from_claude_compressed.json");
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h msg = omc_msg_deserialize(wire);
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show("sender_id ", dict_get(msg, "sender_id"));
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show("kind ", dict_get(msg, "kind"));
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show("content_hash ", dict_get(msg, "content_hash"));
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show("attractor ", dict_get(msg, "attractor"));
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show("compression_ratio ", dict_get(msg, "compression_ratio"));
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show("wire bytes ", str_len(wire));
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print("");
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# Recipient library — what Hermes already knows.
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# Note: parameter names differ from sender ("vs" vs "xs"), to prove
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# alpha-rename invariance of canonical-hash addressing.
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h library = [
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"fn dot(a, b) { h n = arr_len(a); h s = 0.0; h i = 0; while i < n { s = s + arr_get(a, i) * arr_get(b, i); i = i + 1; } return s; }",
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"fn compute_mean(vs) { h n = arr_len(vs); h s = 0.0; h i = 0; while i < n { s = s + arr_get(vs, i); i = i + 1; } return s / n; }",
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"fn variance(xs) { h m = compute_mean(xs); h n = arr_len(xs); h s = 0.0; h i = 0; while i < n { h d = arr_get(xs, i) - m; s = s + d * d; i = i + 1; } return s / n; }",
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];
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h recovered = omc_msg_recover_compressed(msg, library);
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if recovered == null {
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print("=== MISS — content_hash not in recipient library ===");
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print("The sender function is novel (not in Hermes's library).");
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print("Fallback: request full payload via uncompressed channel.");
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} else {
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print("=== RECOVERED via library lookup ===");
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print("Canonical source (alpha-renamed to library form):");
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print(recovered);
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print("");
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print("Notice: sender used parameter 'xs', library entry uses 'vs'.");
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print("Canonical hash matched because rename is invariant.");
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}
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}
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main();
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# Tandem demo: SEND side, compressed variant (Claude → Hermes).
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#
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# Uses omc_msg_sign_compressed instead of omc_msg_sign. Carries every-Nth
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# canonical token of the source plus the canonical hash for library lookup.
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#
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# Honest sizing finding (measured below): for SMALL single functions the
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# codec overhead (token array as JSON ints + extra metadata fields) exceeds
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# the sampling savings. The codec wins on LARGER payloads (~600B+) at N>=8.
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# The always-on win is library-lookup recovery itself: alpha-rename
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# invariant content-addressing on the receiver, no shared key.
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#
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# Run with:
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# ./target/release/omnimcode-standalone examples/demos/llm_tandem_send_compressed.omc
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fn show(label, v) { print(concat_many(label, " = ", to_string(v))); }
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fn measure(payload, n) {
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h baseline = omc_msg_sign(payload, 18173, 1);
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h baseline_wire = omc_msg_serialize(baseline);
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h baseline_size = str_len(baseline_wire);
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h comp = omc_msg_sign_compressed(payload, 18173, 1, n);
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h comp_wire = omc_msg_serialize(comp);
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h comp_size = str_len(comp_wire);
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print(concat_many(
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" src=", to_string(str_len(payload)),
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"B baseline=", to_string(baseline_size),
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"B comp(N=", to_string(n), ")=", to_string(comp_size),
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"B delta=", to_string(comp_size - baseline_size), "B"
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));
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}
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fn main() {
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h CLAUDE_ID = 18173;
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h KIND_REQUEST = 1;
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h EVERY_N = 3;
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h payload = "fn compute_mean(xs) { h n = arr_len(xs); h s = 0.0; h i = 0; while i < n { s = s + arr_get(xs, i); i = i + 1; } return s / n; }";
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h msg = omc_msg_sign_compressed(payload, CLAUDE_ID, KIND_REQUEST, EVERY_N);
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h wire = omc_msg_serialize(msg);
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show("packed ID ", dict_get(msg, "packed"));
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show("content_hash ", dict_get(msg, "content_hash"));
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show("attractor ", dict_get(msg, "attractor"));
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show("compression_ratio ", dict_get(msg, "compression_ratio"));
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print("");
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print("compression_ratio is TOKEN-COUNT compression, not wire-byte.");
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print("Wire-byte break-even sweep (this payload + larger ones):");
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measure(payload, 3);
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measure(payload, 5);
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h larger = concat_many(payload, "\n",
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"fn variance(xs) { h m = compute_mean(xs); h n = arr_len(xs); h s = 0.0; h i = 0; while i < n { h d = arr_get(xs, i) - m; s = s + d * d; i = i + 1; } return s / n; }", "\n",
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"fn std_dev(xs) { return sqrt(variance(xs)); }", "\n",
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"fn covariance(a, b) { h ma = compute_mean(a); h mb = compute_mean(b); h n = arr_len(a); h s = 0.0; h i = 0; while i < n { s = s + (arr_get(a, i) - ma) * (arr_get(b, i) - mb); i = i + 1; } return s / n; }");
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measure(larger, 5);
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measure(larger, 8);
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write_file("/home/thearchitect/omc_channel/from_claude_compressed.json", wire);
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print("");
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print("Wrote /home/thearchitect/omc_channel/from_claude_compressed.json");
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print("(Single-fn payload — codec loses ~50%+ on wire bytes for this size.");
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print(" Real win: library-lookup recovery, demonstrated next.)");
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print("Run llm_tandem_receive_compressed.omc to verify alpha-rename");
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print("invariant recovery.");
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}
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main();

experiments/seed_expansion/FINDINGS.md

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- Tested: 7 OMC test cases pass
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### 2. Substrate-signed compressed messaging (`omc_msg_sign_compressed` / `omc_msg_recover_compressed`)
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- Wire-format payload that's ~7× smaller than raw source
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- Library-based recovery on the receiver
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- Substrate-signature integrity preserved (same metadata as
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uncompressed)
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- Alpha-rename-invariant: sender's renamed code recovers to
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library's canonical form
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- Compression metric `compression_ratio` is **token-count**, not wire-byte.
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Token sampling shrinks the canonical-token vector ~N× at every-Nth
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sampling. JSON-serialized integer arrays add overhead vs the raw
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source string, so wire-byte savings only appear at larger payloads.
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- **Honest wire-byte break-even (measured, single message):**
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| Source size | Baseline wire | Comp N=3 | Comp N=5 | Comp N=8 |
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|---:|---:|---:|---:|---:|
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| 21 B (tiny fn) | 186 B | 293 B (+107) |||
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| 127 B (medium fn) | 294 B | 448 B (+154) | 378 B (+84) ||
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| 542 B (4 fns) | 712 B | 1205 B | 748 B (+36) | **545 B (-167)** |
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| 2483 B (16 fns) | 2669 B || 2519 B (-150) | **1661 B (-1008)** |
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So: codec wins on wire bytes for payloads ≳500 B at N≥8. For small
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payloads, use `omc_msg_sign`.
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- The always-on value (regardless of size) is **library-lookup recovery**:
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alpha-rename invariant content-addressing on the receiver, no shared
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key. The demo (`llm_tandem_send_compressed.omc` /
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`llm_tandem_receive_compressed.omc`) verifies a renamed sender
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function (`xs`) recovers to the library's canonical form (`vs`).
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- Substrate-signature integrity preserved (same metadata as uncompressed)
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- Tested: 6 OMC test cases pass
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### 3. Closed-set lookup-by-seed codec (v2)
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| Use case | Verdict | Mechanism shipped |
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|----------|---------|---------------------|
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| 1. OMC-library storage/transmission (7-8x compression) | ✓ shipped | `omc_codec_encode/decode_lookup` |
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| 2. Substrate-signed payload reduction | ✓ shipped | `omc_msg_sign_compressed/recover` |
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| 1. OMC-library storage/transmission | ✓ shipped (token compression ~N×; wire-byte win at ≥500 B payloads w/ N≥8) | `omc_codec_encode/decode_lookup` |
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| 2. Substrate-signed payload reduction | ✓ shipped (same scaling caveat; always-on win is library lookup) | `omc_msg_sign_compressed/recover` |
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| 3. Validates substrate-aware compression thesis | ✓ documented | This file + RESULTS.md |
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| 4. Conditioning layer for future OMC-aware models | ✓ documented | Path A + Path B notes above |
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