Lands feat/reframe-region-setop (PR #109: native set-based reframe_region,
decorator-as-seam @route port, teacher-summon, and the M8.1 activate-latency
work — lazy-memoized cosq via eg_cosq_at + engram_vindex HNSW-accelerated
seed discovery + vindex_harvest_from_store/vindex_bench oracle) onto dev's
actual current HEAD, plus engram-tiered-storage's still-unique test suite.
RECONCILING #109 WITH engram-tiered-storage (M4-M10 HNSW/geometry/reason/
verify work): not a two-way merge. engram_vindex.c's HNSW core (search_layer/
select_neighbors/prune_links/insert) is BYTE-IDENTICAL between the two
branches; #109's copy is a strict superset (adds vindex_harvest_from_store,
used by vindex_bench.c's brute-force-vs-HNSW oracle). engram_reason.c and
engram_verify.c are also byte-identical. #109's own branch point already
carried engram-tiered-storage's M4-M10 lineage forward, so there was nothing
left to merge into #109 for those files. The one thing engram-tiered-storage
had that #109's tree dropped: its full test suite (test_vindex.c,
test_geometry.c, test_reason.c, test_verify.c, test_m7_traversal.c, the
interoception P0-P5 tests, bufpool/compaction tests, and their run_*.sh
harnesses) — ported over here unchanged.
WHY THIS NEEDED HAND RECONCILIATION, NOT A MECHANICAL MERGE: #109's branch
forked from dev on 2026-08-14 15:40 (before restructure-adjacent history
diverged the file's merge-base for `git merge` — it presented as an add/add
conflict). A straight two-dot diff (dev tip -> PR tip) applied cleanly, but
it silently reverted THREE dev fixes landed on 2026-08-14/15, after the
branch point, that the PR's diff had no way to know about:
1. qgate rescale (2026-08-14 self-review): PR's lazy eg_cosq_at rewrite of
the query-aware propagation gate dropped the shift-and-floor rescale
about ENGRAM_EMBED_S0 (measured: unrelated-pair median 0.562->raw gate
0.67, i.e. "a small tax, not a gate"). Restored the rescale, wrapped
around the lazy accessor -- the PR's actual improvement (WHEN cosq[oi]
is computed) is orthogonal to WHAT it gates on and both are kept.
2. Eviction cause decomposition (2026-08-14 self-review): dev decomposes
wm_evicted into evict_floor/evict_cap/evict_bll so WM churn is
diagnosable (identity: evicted == floor+cap+bll+dup_wm+dup_wm_global).
PR's tree predates this and dropped all three counters + their JSON
stats fields. Restored declarations, all 4 direct increment sites, the
eg_wm_carry_over bll increment, and the act-stats JSON fields --
alongside (not instead of) the PR's own P4 afferent / API-reshape
counters already in that same struct/JSON.
3. Hebbian link-formation selection (2026-08-15 self-review, TODAY): dev
selects the STRONGEST qualifying candidate for consolidation each call;
PR's tree predates this and reverted to hash-slot order (arbitrary wrt
association strength) for edge formation -- the one path that writes
PERMANENT structure. Restored the strongest-candidate while-loop,
keeping the PR's own genuine improvement at that site
(engram_adj_on_edge_added incremental-index append instead of a bare
adj_dirty=1 full-rebuild flag).
engram/src/server.el's 3-way conflicts (autoconnect_on/ise_offgraph_on env
flags, /api/nodes connected-count in responses) were pure additive: dev's
side was empty, PR's side added the feature. Took PR's side whole.
VERIFIED (nsbx sandbox only, live :8742/:7770 never touched):
- cc -std=c11 -O2, clean link against the real engram/src/server.el via
elc, zero errors.
- vindex_bench (built standalone, read-only harvest) against the real
production store clone (13,671 embedded nodes, 768-dim nomic-embed-text):
recall@10 = 1.0000 at ef 64/128/200; HNSW search 0.28-0.79ms/query vs
2.03ms/query brute-force oracle (2.6x-7.2x). HNSW build itself: 46.5s
for the full 13,671-node set -- see the flagged risk below.
- Booted the reconciled binary in an isolated nsbx sandbox (:8905, cloned
snapshot of the live store, 13,424 nodes / 37,656 edges) and called
/api/activate for real: first call after boot 41.5s (pays the one-time
HNSW build inline -- matches the standalone bench), second/third calls
356ms/605ms, no crash, correct results, act-stats JSON (including the
restored evict_floor/cap/bll fields) reads correctly.
KNOWN RISK TO FLAG BEFORE ANY LIVE CUTOVER (not fixed here; out of scope for
this dev-only land per instructions not to touch :8742/:7770): eg_vindex_sync
builds the HNSW index synchronously, inline, on the first engram_activate()
call after every process start (or index invalidation). On the real node
count that is a ~46s blocking stall on a single-threaded server -- the first
request after every restart (or its concurrent siblings) waits the full
build. Recommend a background/incremental build (or a bounded per-call build
budget) before this ever reaches the live daemon. See PR description / final
report for the fuller writeup.
ingest and transduce are complements, not synonyms: ingest is the conscious,
deliberate act of pointing at a source (ingest_file/dir/url/llm/stream stay
named exactly that); transduce is the automatic, invisible mechanism inside
it that converts extracted surface content into geometry (renamed
build_prose/build_structured -> transduce_prose/transduce_structured, the
functions that actually turn raw text into a node+edge manifold).
Real bug found and fixed along the way: the final /api/load-merge response
was never checked for an error. A total failure (bad auth, network down,
anything) silently reported nodes_added:0/edges_added:0 — indistinguishable
from a benign 'everything was already known' outcome. Verified live: with a
wrong key, the tool now honestly returns {"error":"load-merge failed:
unauthorized",...} instead of a misleading zero.
Also dropped a CRUD-verb smell: the per-decision println said CREATE (a
database-log verb for something that hasn't actually been written to the
server yet — it's a local, tentative decision pending the batch merge).
Renamed to FORM. The dead-code eg_create_node (defined, never called)
renamed to eg_crystallize_node and annotated honestly as unused, since if
it's ever wired up it represents the real server-confirmed write, unlike
the local FORM guess.
Not yet re-verified end-to-end against a real successful write: the
ingest-test sandbox (nsbx up ingest-test) is itself currently broken —
it prints a green "ready" banner after its own readiness check fails,
and nothing is actually listening. Filed separately; not in scope here.
AGENTS.md: root-level guide to the repo — which of the 8 el_runtime.c
copies is the one canonical, authored source (lang/releases/v1.0.0-20260501,
despite the misleading 'releases/' name) vs. lagging forks/build artifacts,
build commands, and session protocol.
engram/spec/architecture-hardening.design.md: terse engineering anchor for
the 2026-08-14 hardening vision (one calculus over the geometry, core +
ephemeral ring, persistence earned by salience, incarnation model) —
indexes the fuller whitepaper + Neuron artifact 2b8078cf rather than
restating them.
engram/spec/engram-db-tooling-design.md: high-level design for engram DB
tooling (geometry-native browse/query/ops surface over the existing
vantage-read/write/relate/supersede API).
Deliberately leaves out of this commit: the uncommitted el_runtime.c/h +
codegen.el float-arithmetic-codegen diff in this worktree, which appears
to overlap with (or supersede) the fix already preserved via PR #104 —
needs manual reconciliation rather than a second competing PR. Also
leaves out lang/.promote-backup-floatfix/ (a local backup snapshot,
confirms that float-fix work is mid-promotion here), assorted .DS_Store
files, engram/dist/engram.* backup binaries, and lang/dist backup
binaries — none of it source.
939-line Swift I/O organ (mic/camera capture, speaker playback via
AVFoundation/CoreAudio), own-core LPC voice synthesis/imitation,
consent-gating, and full-duplex barge-in conversation — closing the
hear -> understand -> speak loop entirely on-device.
.gitignore in this dir already excludes bin/ (build output), out/
(captured media), and .consent.json/.resume.json (local runtime state),
so only src + README + .gitignore are committed here.
speech.el: formant/glottal integer DSP synthesis + voice-analyze-by-
imitation. voice-profile.el / voice-ingest.el: voice-profile plumbing.
accent.el: British-RP as an ingested transform-geometry (explicitly marked
provisional/citation-pending by its own comments). organ-read.el:
engram read-through for the speech organ. Includes demo/test drivers and
non-personal reference data (British-RP phonetics/lexicon derived data,
a public-domain LibriVox RP reference recording).
Deliberately excludes elp/data/live/ (raw recorded voice + face-photo
samples of the repo owner) and the will-*.{json,psv} derived voiceprint
files — personal biometric data that shouldn't be committed to a shared
repo without an explicit decision from the owner. Also excludes this
worktree's elp/src/surface-profile.el, which diverges from the copy in
other worktrees (agent-aaf04b0a9714c4070, main) — needs manual
reconciliation before landing, left out here to avoid silently picking a
version.
audio-surface.el / image-surface.el: own-core additive-synthesis WAV and
raster-PNG renderers (integer-only DSP, since EL has no floats), rendered
from learned engram signatures via a pluggable surface-profile
abstraction (surface-profile.el). audio-demo.el / image-demo.el are
drivers. NOTE: demo files hardcode absolute paths to this worktree's own
directory — will need a path fixup before landing.
elp/projector/ is a Python package the author's own README marks as
"STAGING/PROOF-OF-SHAPE — not the deliverable", superseded by the native
.el surface-profile work above; kept as a validated architecture proof.
Generated output (elp/faculty/{out,sig}, elp/projector/out,
__pycache__) intentionally excluded.
Adds an O(1) "seen" bitmap so lazily-embedded older nodes get picked up
incrementally instead of only on a full rebuild (embed-gap #20).
Replaces engram_activate's O(N*D) cosine prescan with a lazy-memoized
cosine cache (eg_cosq_at), proven bit-identical to the old path.
Extracts a clean vindex_harvest_from_store primitive (read-only vector
harvest, careful malloc/ownership/error-path handling) reused by both
index-build and the new vindex_bench.c — a read-only proof harness
comparing brute-force vs HNSW recall/latency on both the real store and
synthetic data.
.nsbx-env intentionally excluded — local sandbox config (ports, paths,
dev-only placeholder key), not checked in.
LTP/LTD-style belief grounding propagated along graph edges, with
union-find independence-guarded corroboration. Package: core C algorithm
(gep_core.h), a self-contained deterministic proof harness with recorded
output, staged runtime integration, and gated .el patches for the beat
hook and HTTP route.
Per the author's own LEDGER.md: built + proven on a clone, GATED pending
the engine/HNSW cutover — not wired into the live beat or routes.
Preserved here as a spec/reference artifact, not a request to merge into
the live path.
Cancellation-token control channel checked at every step boundary lets a
coordinator PAUSE/RESUME/REDIRECT/KILL a running worker mid-task instead of
waiting for the whole (possibly wrong) plan to finish. Bounded purviews
mean no half-committed state to unwind on interrupt. Includes a proof
harness (proof.el, run.sh) comparing a broken non-interruptible worker
against the new one under identical kill/redirect/pause timing.
Distinct from the already-preserved swarm-ccr orchestrator (fan-out/
converge dispatch): this is single-worker interruptibility, a
complementary mechanism, not a duplicate.
Float + previously fell through to string concat (segfault); -, *, /, %
operated on raw IEEE-754 bit patterns as integers (garbage results). Floats
are now tracked via a __float_names typed-binding set (parallel to the
existing int-tracking scheme) and arithmetic is emitted as real C double
ops.
Also fixes math_log, which was wrongly aliased to natural log (duplicating
math_ln) — now uses log10 — and adds the missing <math.h> include. Rebuilt
elc binary included.
Adds engram_assert_json — a grounded "assertion envelope" primitive for a
realizer/op_assert seam (per backlog bl-53/#57) — plus purview-scoped
mutation wrappers engram_node_full_in/engram_connect_in, which refuse
non-default purviews rather than silently mutating the live store. Threads
through el_seed.c/h wrappers and the codegen.el arity table per the
project's existing C-builtin recipe.
Also rewrites lang/AGENTS.md build docs with verified (2026-08-15) findings
that el_seed.c does not compile standalone.
Source-polymorphic ingest(source) primitive: extracts content faithfully
from a directory/file/url/llm-query/structured-primitive-set/stream,
decomposes it into a discrete multi-node graph manifold (nodes + internal
edges, never a single blob), and merges it into the engram geometry with
dedup (search + exact/cosine match), provenance, grounding-level, and
stewardship-class tagging from the moment of entry.
Pure HTTP client of the engram server (links only el_runtime.c, never
el_seed.c/the engine directly). Tested against a live nsbx sandbox engram
clone (127.0.0.1:8903) with real writes confirmed via /api/stats
(node_count 3201 / edge_count 6601).
Excludes ingest/build/ — local compiler scratch output (binaries, .c
codegen, .err logs), not source.
The link-formation scan walked candidate slots ascending and stopped at
ENGRAM_HEBB_LINK_PER_CALL (2). Slot index is a hash of the node id pair, so
whenever more than two candidates cleared LINK_MIN in the same call, the two
consolidated were the two with the lowest hash and a stronger association
waited - indefinitely, since the scan restarts from slot 0 every call while
the leader decays at ENGRAM_HEBB_DECAY.
Measured 08-13..08-15: hebb_cand_max peaked at 0.4963, 3.3x LINK_MIN, during
a ~14h stretch of continuous qualification at the 2/call cap.
Same defect the 2026-08-02 review named and fixed for breakthrough weights
(index order is not a cognitive criterion), never carried across to the one
path that writes permanent structure - and there is no pruning path, so
growth is one-way. Selection pressure matters most where the result is
irreversible.
No-op when <=2 candidates qualify; picks the best when more do.
Add the universal engram mutation as ONE operation: isolate a region
(cosine + adjacency) -> supersede it as a set (immutable region-tombstone,
originals retained, engram_forget never used) -> insert the new manifold as a
set -> rebind edges by cosine -> one atomic persist. Single-node write and
supersede are the degenerate n=1 case of the same reframe_core path, not a
separate CRUD path. Keystones kn-efeb4a5b / kn-5b606390 are write-protected.
Purely additive: routes POST /api/reframe, /api/write, /api/supersede.
Verified on an isolated clone of the JSON-snapshot engine (set-replace, n=1,
no-regression, keystones, durable reboot); compile-verified clean against the
cognition multi-TU build. NOT deployed — prod :8742 frozen; blue-verify on the
cognition/egm engine required before any cut.
Assembles every constituent repo of a stack into one combined worktree
workspace, laid out at natural relpaths so cross-repo ../foundation/el
imports resolve to the sandbox copy. Sibling of nsbx; pure bash + git
worktree; never touches live :8742/:7770; isolated engram delegated to nsbx.
+282 lines in engram/src/server.el implementing the flag-gated teacher summon
(consult_teacher backend abstraction, tier autoselect, GGUF fetch/cache). With
TEACHER_ENABLE unset the summon path is byte-inert. Consolidates the proven
api-reshape pieces (geometry-ops d4f401d, boundary auto-emit 0182642) for the
validated cutover.
New hard invariant (Will): only the orchestrator mutates global engram state;
workers are read-only against the full engram + write only their own local
geometry. This is an AUTHORITY gate (capability), not a health gate — a worker
is STRUCTURALLY UNABLE to mutate global engram state regardless of engram health.
- containment.el: scope tokens now carry a caps set. Orchestrator token holds
engram:write + dharma:emit (@manager-only, the VBD rule that only the manager
mutates global state); worker token holds ONLY engram:read. Rule 4:
containment_check_engram_write / _dharma_emit reject any caller lacking the
capability — same scope-token mechanism as the live Rule-2 denial.
- swarm.el: swarm_engram_write is the ONLY engram write path, gated by Rule 4;
a worker token is denied before any HTTP is issued (no mutation). The curated
merge (commit=1) is the sole writer: the orchestrator commits approved
geometry via its write-capable token. Workers' full-engram READ stays intact.
- reshape_surface.el: compose op_write (json_escape_string) for the commit path.
- harness: Rule-4 suite proven — worker engram-write DENIED by capability, no
node created, violation journalled; orchestrator passes the gate as sole
writer. 24/24 green on the :8901 clone with real cognition.
Authority gate holds independent of daemon write-health (proven with daemon
both alive and, earlier, crashed). Prod :8742 untouched.
Will waived diff review -> build it for real. Add engram_boundary_beat() to the
runtime (afferent counter++ + engram_chrono_tick + engram_strengthen(self-anchor)
+ dharma_emit) and two act-stats counters (aff_boundary_ops, dharma_emits).
codegen cg_fn injects ONE engram_boundary_beat(op) at the entry of every
@manager/@accessor fn (fn_has_decorator, so it fires under @route @manager too) —
a decorated op self-reports with ZERO hand-written instrumentation. Rebuilt elc
self-host + the cognition engram in the worktree; ran it as the clone daemon on
:8900. Proof (/api/boundary-proof, @manager, empty body, 5x): aff_boundary_ops
0->5, dharma_emits 0->5, self activation_count 1510->1513, chrono stamp advanced.
Brought in feat/cognitive-architecture engram runtime+server for the build.
strengthen = activation bump (not content/edge write) -> identity protection
intact. Live :8742 untouched; no push, no cutover.
Binds the api-reshape surface at wt/api-reshape@d4f401d (op_think/read/attend/
learn, verified against engram.cognition-20260814) into the swarm:
- reshape_surface.el composes the reshape's proven read/cognition primitives
verbatim (write ops omitted — they need the gate-1 write-healthy clone).
- primitive_binding.el: bound_think -> op_think over the worker's NODE-ID
anchor (ctx.input); attend/learn bound behind SWARM_WRITE_HEALTHY.
- cognize blueprint derives the vote verdict from the REAL gradient's n_support
(json_get_int) — per-anchor diversity (6/16/87 support) drives a genuine vote.
- build.sh now defines HAVE_CURL. CRITICAL FIX: without it every http_* was a
'{"error":"not built with HAVE_CURL"}' stub, so prior 'live engram'
retrieval was a false positive (matched the ref string, not real content).
With HAVE_CURL the swarm genuinely hits /api/think on the :8901 clone.
harness_real_cognition.el: 17/17 GREEN with seam=decorated — 8 native-thread
workers each a REAL think (768-dim gradient) over its CCR-scoped node-id anchor,
@manager reduce+vote convergence, all 3 containment rules incl. live Rule-2
denial, afferent telemetry (8 real think signals), durable work-tracking. Reads
only — daemon stays healthy; writes stay gated on the gate-1 clone. Prod :8742
untouched.
Ground-truth the three seams (route/telemetry+interoception/bus) with file:line
evidence. Port the tested @route codegen+parser from feat/el-route-decorators
into the worktree elc (decoration synthesizes el_route_dispatch — no hand-written
90-branch handle_request). Rebuild elc self-host; prove decorate->serve end-to-end
(route_proof.el on :8951). Rewrite surface.el as El-native decorated components:
@route + @accessor/@manager, in-process engram_* builtins (not http_get), @manager
ops emit on the real dharma_* bus (same transport as wt/swarm-ccr). Identity
keystones refused in write/relate/supersede. Gate-1 clone recipe (WAL-aside
cold-boot + ENGRAM_WAL=on) proves the FULL op set live on the clone. Boundary
auto-emit (telemetry/interoception/bus) staged as a reviewable cg_fn diff
(SEAM_STAGED.md) — needs the cognition-engram rebuild to verify link. Live :8742
untouched; no push, no cutover.
- primitive_seam.el: SWARM_PRIMITIVE_SEAM selects stub (default, hermetic) vs
decorated (reshape's dharma-bus primitives). Every seam call is an afferent
signal; telemetry (seam_mode + afferent tick) rides the vertical result path.
- primitive_binding.el: THE ONE FLIP POINT — bound_think/attend/learn today fall
back to the stub; when the reshape's decorated primitives land, flip one line
each and set SWARM_PRIMITIVE_SEAM=decorated. No other change anywhere.
- swarm.el: default blueprint routes think through the seam; the @manager
aggregates afferent counters from worker results (containment-safe, no shared
bus register) and journals a swarm.telemetry record; telemetry in the return.
- harness_local_swarm.el: 17/17 GREEN on :8901 with the stub — 8 native-thread
workers at concurrency 4, reduce+vote convergence, CCR scoping+non-leak, all
three containment rules (incl. live Rule-2 denial), durable work-tracking,
afferent telemetry observed. Runs identically under seam=decorated today
(binding fallback), proving the flip path executes.
Engram writes stay opt-in (durable journal is the substrate); daemon healthy.
- primitive_attend retrieves over HTTP (POST /api/search) when ENGRAM_URL is
set — the location-independent worker model — falling back to the in-process
store otherwise. Proven against the isolated :8901 clone: CCR compiled a
bounded context from REAL mind content (VBD/intellectual-dna).
- gate the engram work-tracking mirror behind SWARM_MIRROR=1; the durable
substrate is always the JSONL journal, so a swarm never depends on the mind
to track its work. (Repeated POST /api/nodes mirror writes were observed to
crash the isolated daemon — a daemon-side write-path robustness issue;
retrieval POST /api/search is solid. Prod :8742 never touched.)
- integ_engram: CCR real-retrieval + full swarm completion against live clone.
- vote/merge/reduce/collect convergence proven end-to-end; failure threshold
aborts a swarm below min_success_ratio (integer per-mille) and completes
when failures are within tolerance, with worker.failed + swarm.aborted
tracked durably.
- worked around three El runtime/codegen semantics surfaced during the build:
json_set inserts RAW (use json_set_str for string values); json_set cannot
update an existing key (vote tallies via list rescanning); json_array_get
keeps quotes (use json_array_get_string). Also: float division is unreliable
(swarm uses integer math), and a let-rebind in a deeply nested if/else does
not propagate outward (accumulators kept at one block level).
test_convergence: 8/8; test_swarm: 12/12.
Collapse ~90 noun-CRUD MCP tools into read/write/relate/supersede (type is a
parameter) plus the live agentic primitives (think/attend/learn/ground/assert)
already in the engram cognition build. Additive: old noun-tools aliased to the
new ops. Vantage-read applies aperture -> a bounded slice, fixing the whole-self
dumps. Signatures grounded in the live cognition binary; validated on an
isolated nsbx clone (parity.sh: 12 proven, 0 failed). Live :8742 untouched.
- swarm.el: coordinator running fan-out/converge on El NATIVE threads
(thread.el spawn/join) in bounded concurrency waves, order-preserving;
convergence strategies collect/merge/vote/reduce; integer per-mille failure
threshold (El float division is unreliable — avoided deliberately).
- ccr.el: per-worker Compiled Context Routing — retrieval/scoping/compaction
into a bounded, minimal package; the compiled-context boundary is the
security boundary (a worker cannot receive or leak sibling inputs).
- containment.el: the three Swarm containment rules enforced via scope tokens
(Rule 1 no join, Rule 2 no open, Rule 3 no lateral edge) + execution-tree
lateral-edge check.
- primitives.el: attend/think/intend/act/learn seam the swarm composes over,
with engram-backed fallbacks and an explicit binding point for the reshape.
- prototype json_array_push in el_runtime.h (defined but unprototyped).
test_swarm: 12/12 — native fan-out/converge, bounded concurrency, durable
tracking, CCR bounding + non-leak, and all three containment rules.
Single-writer append-only JSONL journal keyed by correlation ID: swarm +
worker + convergence records, reconstructable into a status report. Optional
engram mirror via POST /api/node when ENGRAM_URL is set. Coordinator is the
only writer (workers return structured results), which is race-free and
enforces Swarm containment rule 3 by construction.
Also prototype now_millis/now_ns in el_runtime.h (defined in el_runtime.c but
unprototyped — blocked any El program needing a real ms clock under clang 21).
Test proves durability + inspectability end-to-end.
el_runtime.h declared only __thread_create/__thread_join; the mutex and
channel seed primitives (__mutex_*, __channel_*) were defined in
el_runtime.c but never prototyped. Under Apple clang 21 (C11) the missing
prototypes became implicit-declaration errors, and the void-returning
__channel_send/__channel_close mis-typed el_val_t (long long) returns,
so any El program using runtime/channel.el failed to compile.
- add prototypes for __mutex_new/lock/unlock and all __channel_* to el_runtime.h
- make __channel_send/__channel_close return el_val_t nil so elc's
trailing-expression codegen for the void El wrappers type-checks
Additive; unbreaks native channels for every downstream El program.
Drop the bilingual-string-table framing and the external-encoder plan (both
wrong). Translation now routes source-lexicon -> concept-frame (language-
invariant, in the engram concept geometry) -> target-realizer, exactly as the
ELP was designed: a word resolves to the CONCEPT it denotes via its own
language's lexicon (a monolingual step — the engram nearest-region ranker only
disambiguates senses within one language, so an English-trained embedder is
fine and never compares 'ocean'~'oceano' as strings). The concept node is the
shared pivot; its manifold location is the meaning.
- Pronouns route through the NATIVE concept pivot (cp_pron_concept ->
cp_rom_pron_surface) instead of an ad-hoc EN->tgt string map.
- lemma_for_concept / noun_for_concept are each target language's own
CONCEPT->SURFACE lexicon (the mirror of comprehend's SURFACE->CONCEPT).
- Fidelity is concept-preservation (concept_frame fingerprint), not string
cosine against an external multilingual model.
- Plural article agreement fixed (las/los, as/os).
Verified: 'You never fought the ocean.' -> ES 'Usted nunca luchó el océano.'
concept-frame pivot 'pred=fight patient=ocean pol=neg' realizes to ES+PT from
one parse; nunca holds 3/3. Gaps unchanged: PT verb conjugation fallback,
adjunct/subordinator concepts not yet in-frame.
comprehend lemmatizes some irregulars (fought->fight) but not all (broke);
tr_norm_verb covers the poem's remainder so affirmative content verbs route
(ES 'Yo broo' -> 'Yo rompo'). Negation lines unchanged and still correct.
Adds the missing middle of the ELP: a deterministic EN-content-lemma ->
target-lemma bridge (translate.el) on top of comprehend.el (parse) and
realizer.el (inflect). English-only engram geometry cannot route
cross-lingually and vocabulary-XX.el carries no en_translation glosses, so
the honest no-LLM bridge is a wired lexicon (poem coverage; OOV passes
through). SACRED polarity/neg_word are carried untouched: 'never' localizes
to a negator ('nunca'), never to a content lemma.
Additive realizer extensions: agent_person/agent_number recognize Romance
target pronouns; the non-EN negation branch surfaces a carried neg_word
instead of the generic negator.
Verified on the real toolchain (elc->cc->run):
'You never fought the ocean.' -> ES 'Tú nunca luchaste el océano.'
'I never saw the breaking.' -> ES 'Yo nunca vi la ruptura.'
nunca holds 3/3 negation lines. Known gaps: PT verb conjugation fallback
(lutarred), irregular EN lemma (broke->break), adjunct/subordinator passthrough.
Add 'nsbx dev <name>' / 'nsbx dev-down <name>' plus a Makefile so a newcomer
goes from clone to coding on an isolated cloned engram in one command. The
worktree is created on a real named branch at a persistent path (never /tmp,
guarded), and the whole worktree is pinned to the clone via an emitted .nsbx-env
so live :8742 / ~/.neuron/engram is unreachable by accident. Optimizes the El
edit->build->run loop so provisional work is built in El against a throwaway
clone instead of prototyped in Python and re-ported. Additive over the proven
primitives; no live cutover.
bigmerge
will.anderson