Tesla-loop codec discovery report

seed=42 n=47 design_space_cells=16,669,800

seed_signatures=20 axis_coverage={'carriers': 0.8, 'coupling': 1.0, 'memory': 1.0, 'addressing': 0.8571428571428571, 'time': 1.0, 'conservation': 1.0, 'credit': 0.8333333333333334, 'update': 0.8571428571428571, 'granularity': 1.0, 'locality': 1.0}

How this differs from keyword cross-pollination

1. Mechanism first — 10-axis signatures, not topic name mashup.
2. Transfer only disagreeing axes — Tesla move: keep skeleton, import 1–3 properties.
3. Compile to codec algebra — axes force ops (intern/patch/gate/plan…).
4. Measure — token proxy + fidelity proxy on fixed prose corpus.
5. Void + taboo — sample unoccupied cells; down-rank pure rediscovery.

There is no free magical codec. There is systematic search for

high utility (saving × fidelity) operators under no-retrain constraints.

Top discoveries

1. V0002 rank=1.05 void_cell save=84% fid=0.83

• transfer: void <- tool_use axes[carriers,coupling] align=0.30
• pair: void × tool_use moved_axes=['carriers', 'coupling']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, write_bank, recall_topk, patch, compress_path, write_medium, read_medium, sample_paths, vote_merge, seq_tag
• encode: name every bulky blob by content-hash; body out-of-line; durable external IR bank; prompt holds summary+ids only; send edit scripts only; collapse chains of renames; agents/tools communicate only via shared IR medium; preserve order tags on plans and facts; many entities as tables not paragraphs
• thinking: cross-session continuity without chat dump; reason about Δ not full world; stigmergic coordination: no full state broadcast; gated multi-path sample; merge into IR fields; explicit branch/merge in N: for hard search
• metrics: ratio=0.159 utility=0.785

2. V0012 rank=1.04 void_cell save=84% fid=0.83

• transfer: void <- attention_kv axes[carriers,coupling] align=0.10
• pair: void × attention_kv moved_axes=['carriers', 'coupling']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, scale_weight, publish_id, subscribe_id, sample_paths, vote_merge, branch, merge_crdt, batch_table
• encode: name every bulky blob by content-hash; body out-of-line; multiplicative weights on trace strength / priority; many entities as tables not paragraphs
• thinking: gated multi-path sample; merge into IR fields; explicit branch/merge in N: for hard search; allow non-local ref jumps via ids (not linear chat order)
• metrics: ratio=0.159 utility=0.785

3. C0019 rank=1.01 exotic save=84% fid=0.83

• transfer: tool_use <- content_addressed_store axes[locality] align=0.50
• pair: tool_use × content_addressed_store moved_axes=['locality']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, write_bank, recall_topk, gate, winner_take, write_medium, read_medium, sample_paths, vote_merge, batch_table
• encode: name every bulky blob by content-hash; body out-of-line; durable external IR bank; prompt holds summary+ids only; compete candidates; admit only winners under budget; agents/tools communicate only via shared IR medium; many entities as tables not paragraphs
• thinking: cross-session continuity without chat dump; hardness/relevance competition before deep CoT; stigmergic coordination: no full state broadcast; gated multi-path sample; merge into IR fields; allow non-local ref jumps via ids (not linear chat order)
• metrics: ratio=0.159 utility=0.785

4. C0027 rank=1.01 exotic save=84% fid=0.83

• transfer: tool_use <- content_addressed_store axes[conservation] align=0.50
• pair: tool_use × content_addressed_store moved_axes=['conservation']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, write_bank, recall_topk, gate, winner_take, write_medium, read_medium, sample_paths, vote_merge, checksum
• encode: name every bulky blob by content-hash; body out-of-line; durable external IR bank; prompt holds summary+ids only; compete candidates; admit only winners under budget; agents/tools communicate only via shared IR medium; prefer invertible codecs; measure fact-retention; many entities as tables not paragraphs
• thinking: cross-session continuity without chat dump; hardness/relevance competition before deep CoT; stigmergic coordination: no full state broadcast; gated multi-path sample; merge into IR fields; no silent drop of X constraints
• metrics: ratio=0.159 utility=0.785

5. V0008 rank=1.003 void_cell save=84% fid=0.83

• transfer: void <- bytecode_vm axes[carriers,memory] align=0.20
• pair: void × bytecode_vm moved_axes=['carriers', 'memory']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, reencode, collapse, iterate_to_fixed, checksum, invertible_decode, undo, batch_table
• encode: name every bulky blob by content-hash; body out-of-line; milestone reencode: larval notes → adult dense STATE; prefer invertible codecs; measure fact-retention; reversible patches for safe metamorphic reencode; many entities as tables not paragraphs
• thinking: iterate critique until IR fixed-point / checklist pass; no silent drop of X constraints
• metrics: ratio=0.159 utility=0.743

6. V0004 rank=0.993 void_cell save=84% fid=0.83

• transfer: void <- chess_notation axes[carriers,coupling] align=0.00
• pair: void × chess_notation moved_axes=['carriers', 'coupling']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, write_bank, recall_topk, soft_merge, diffuse, cache_subplan, branch, merge_crdt
• encode: name every bulky blob by content-hash; body out-of-line; durable external IR bank; prompt holds summary+ids only; merge multi-view facts with decay weights; cache verified subplans by signature
• thinking: cross-session continuity without chat dump; explicit branch/merge in N: for hard search; allow non-local ref jumps via ids (not linear chat order)
• metrics: ratio=0.159 utility=0.743

7. C0024 rank=0.968 exotic save=84% fid=0.83

• transfer: tool_use <- content_addressed_store axes[update,conservation] align=0.50
• pair: tool_use × content_addressed_store moved_axes=['update', 'conservation']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, write_bank, recall_topk, write_medium, read_medium, sample_paths, vote_merge, checksum, invertible_decode, batch_table
• encode: name every bulky blob by content-hash; body out-of-line; durable external IR bank; prompt holds summary+ids only; agents/tools communicate only via shared IR medium; prefer invertible codecs; measure fact-retention; many entities as tables not paragraphs
• thinking: cross-session continuity without chat dump; stigmergic coordination: no full state broadcast; gated multi-path sample; merge into IR fields; no silent drop of X constraints
• metrics: ratio=0.159 utility=0.743

8. V0007 rank=0.966 void_cell save=84% fid=0.83

• transfer: void <- genetic_codon_table axes[carriers,coupling] align=0.30
• pair: void × genetic_codon_table moved_axes=['carriers', 'coupling']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, write_bank, recall_topk, patch, compress_path, conf_tag, batch_table
• encode: name every bulky blob by content-hash; body out-of-line; durable external IR bank; prompt holds summary+ids only; send edit scripts only; collapse chains of renames; attach confidence; prune low-mass beliefs under budget; many entities as tables not paragraphs
• thinking: cross-session continuity without chat dump; reason about Δ not full world
• metrics: ratio=0.159 utility=0.701

9. C0030 rank=0.926 exotic save=84% fid=0.83

• transfer: metamorphosis_rebuild <- tool_use axes[coupling,addressing] align=0.50
• pair: metamorphosis_rebuild × tool_use moved_axes=['coupling', 'addressing']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, write_bank, recall_topk, reencode, collapse, write_medium, read_medium, cache_subplan, checksum, invertible_decode
• encode: name every bulky blob by content-hash; body out-of-line; durable external IR bank; prompt holds summary+ids only; milestone reencode: larval notes → adult dense STATE; agents/tools communicate only via shared IR medium; cache verified subplans by signature; prefer invertible codecs; measure fact-retention; many entities as tables not paragraphs
• thinking: cross-session continuity without chat dump; stigmergic coordination: no full state broadcast; no silent drop of X constraints
• metrics: ratio=0.159 utility=0.701

10. V0015 rank=0.903 void_cell save=66% fid=0.83

• transfer: void <- symbol_intern_pool axes[carriers,coupling] align=0.30
• pair: void × symbol_intern_pool moved_axes=['carriers', 'coupling']
• ops: set_field, emit, publish_id, subscribe_id, plan, blame_upstream, batch_table
• encode: N: as reverse-creditable bytecode steps; many entities as tables not paragraphs
• thinking: plan then attribute failure to earlier N: step; allow non-local ref jumps via ids (not linear chat order)
• metrics: ratio=0.335 utility=0.638

11. V0011 rank=0.901 void_cell save=67% fid=0.83

• transfer: void <- attention_kv axes[carriers,coupling] align=0.20
• pair: void × attention_kv moved_axes=['carriers', 'coupling']
• ops: set_field, emit, field_tag, write_bank, recall_topk, min_plus, viterbi_path, publish_id, subscribe_id, sample_paths, vote_merge, undo, batch_table
• encode: fixed field indices (protobuf-style) not long key names; durable external IR bank; prompt holds summary+ids only; tropical semiring plan scoring (min-plus paths); reversible patches for safe metamorphic reencode; many entities as tables not paragraphs
• thinking: cross-session continuity without chat dump; optimal path plans without enumerating prose trees; gated multi-path sample; merge into IR fields; allow non-local ref jumps via ids (not linear chat order)
• metrics: ratio=0.33 utility=0.641

12. C0009 rank=0.896 remix save=84% fid=0.83

• transfer: symbol_intern_pool <- content_addressed_store axes[update] align=0.90
• pair: symbol_intern_pool × content_addressed_store moved_axes=['update']
• ops: set_field, emit, intern, ref_by_hash, fetch_on_miss, write_bank, recall_topk, publish_id, subscribe_id, checksum, invertible_decode, batch_table
• encode: name every bulky blob by content-hash; body out-of-line; durable external IR bank; prompt holds summary+ids only; prefer invertible codecs; measure fact-retention; many entities as tables not paragraphs
• thinking: cross-session continuity without chat dump; no silent drop of X constraints; allow non-local ref jumps via ids (not linear chat order)
• metrics: ratio=0.159 utility=0.701

Ops enriched in top-20 (build these into STATE-IR)

• set_field ×20
• emit ×20
• batch_table ×18
• write_bank ×11
• recall_topk ×11
• intern ×10
• ref_by_hash ×10
• fetch_on_miss ×10
• write_medium ×6
• read_medium ×6
• sample_paths ×6
• vote_merge ×6
• seq_tag ×6
• publish_id ×6
• subscribe_id ×6

System upgrades this loop encodes (do more of this)

Hard truth

A 'magical free codec' would mean: arbitrary English → far fewer tokens,

perfect recall, better reasoning, zero schema design. **Information theory

and model interfaces forbid the free part.** What you can invent is a

new operator in the codec algebra (new addressing×update×credit combo)

that wins measured utility — the induction-motor analogue is a new relation,

not zero cost.