Commit Graph

50 Commits

Author SHA1 Message Date
Neuron 8e9d88fc01 runtime: publish the vector index instead of guarding it
El SDK CI - dev / build-and-test (pull_request) Failing after 10m59s
The crash (SIGTRAP in engram_activate -> eg_vindex_sync -> vindex_insert ->
_realloc) had three read paths mutating five process-global statics.
engram_activate, eg_knn_for_node (whose own comment says "No writes.") and
engram_geo_reify_run_json all called eg_vindex_sync, which frees the index,
reallocs the seen-map and inserts — on a read.

Three moves, in decreasing order of how much they dissolve:

1. Misfiled scratch is not shared state. visited/visit_epoch/visited_cap
   were never owned by the index; they are one traversal's local, hoisted
   into struct VIndex as an allocation optimisation. They want neither a
   lock nor a capability nor a pool — just to go back in the call frame.
   Two concurrent READS stomped each other purely because of this.

2. const IS the capability. Once the scratch leaves the struct, search
   reads and nothing else, so vindex_search takes a const VIndex*. That is
   exactly what a capability-pointer ABI would have bought — a read path
   physically cannot call vindex_insert, enforced by the compiler on every
   future caller — for one qualifier instead of an ABI swept across
   hundreds of builtins.

3. What survives is publication, not ownership. HNSW insert is NOT an
   append: it rewires the neighbour links of already-existing elements and
   reallocs elems[], so the store's append-only property does not transfer
   to the index derived from it. eg_vindex_sync therefore splits into
   eg_vindex_maintain (exclusive, sole mutator) and eg_vindex_view (shared,
   returns const VIndex*). A read path may demand that a current snapshot
   exist — a request to the owner, not a mutation by the reader.

Write-side owner: eg_vindex_note_embedded hooks the embedding-ASSIGNMENT
sites rather than the append sites, because a node with no embedding cannot
be in a vector index — embedding assignment is the event that owns index
membership. One O(log n) insert, no O(node_count) presence scan. This also
retires the "STALENESS (honest tradeoff)" note where a lazily-embedded
older node stayed invisible to route_nearest/autoconnect until a full
rebuild (the embed-gap #20 shape).

Evidence. The existing harness conflated two hazards, which is why fixing
half of it read as failure. Split into four:

  single (3000 vec, ASan+UBSan)          clean  ->  clean
  readers (4 readers, no writer, TSan)   RACE   ->  clean
  unsynchronized (writer+reader, bare)   race   ->  race, expected forever
  published (owner + 4 readers)          n/a    ->  clean, 3000/3000 landed

RESULT: PASS. recall@10 = 0.9365 at ef_search=128 (gate >= 0.90);
determinism byte-identical across two independent builds.

The unsynchronized half is now permanently expected to race, deliberately:
it is the executable proof that the boundary must live above the data
structure, not inside it.

fb32d15's guard is KEPT, correcting this design's own section 5. Measured,
it guards TWO structures and only one was converted here: g->nodes/g->edges
are realloc'd in place (el_runtime.c:7618,7629) and engram_activate_inner's
embed-backfill writes n->emb through exactly such a borrowed pointer.
Deleting the guard reintroduces a measured 11171->9579 edge loss. Its
comment is narrowed to the RAM graph and the deletion precondition named.

That corrects the ordering claim too: the residual is not one ABI that
dissolves everything at once, it is a PROPERTY applied per structure.
Residues evaporate in the order the property is applied, and a residue
whose structure has not been converted must be left standing.
2026-08-16 11:29:17 -05:00
bigmerge bdc1f99fb9 runtime: guard engram activation against the unsynchronized awareness thread
The soul daemon had two engram callers and only one of them locked.
soul.el:729 starts the HTTP server via http_serve_async (spawning
http_worker threads); soul.el:731 then runs awareness_run() on the MAIN
thread. awareness.el's perceive() -> engram_activate_json() ->
engram_activate() -> eg_vindex_sync() -> vindex_insert() mutates the same
g->nodes/g->edges and the process-global _eg_vindex HNSW index that the
workers touch. g_engram_req_lock existed to serialize exactly this, but it
was only ever taken inside http_worker: engram_req_lock/engram_req_unlock
appear in ZERO .el sources, so the awareness loop ran lock-free beside the
workers on every tick (SOUL_TICK_MS=1000).

Result was a crash-loop under launchd KeepAlive: five crashes in ~4 minutes
on 2026-08-16 with varying faulting frames -- search_layer<-vindex_insert
<-eg_vindex_sync, engram_activate, abort, and one inside xzm_realloc's own
freelist. Varying sites plus a fault in allocator metadata means heap
corruption. The SIGSEGV address 0x65646f4e6d617267 is little-endian ASCII
"gramNode": string bytes dereferenced as an Elem vector pointer.

Diagnosed by bisection rather than inspection:
  - Replaying all 13,820 real dim-768 vectors harvested from the live store
    through the index single-threaded under ASan is 100% clean, which rules
    out an HNSW logic/bounds bug.
  - Two threads on one index trip ThreadSanitizer immediately at
    engram_vindex.c:195 (visited_reset), reached from both vindex_search and
    vindex_insert. VIndex keeps a SHARED visited-epoch scratch buffer, so
    even two concurrent READS corrupt each other's traversal and walk bogus
    element indices.
So this is purely a concurrency defect, not an HNSW logic error. (An
inspection-derived hypothesis about an out-of-bounds reverse-link write at
engram_vindex.c:340 was disproved by the single-threaded run.)

Fix: a thread-local ownership depth (_eg_req_depth) lets engram entry points
self-guard. engram_activate() becomes a wrapper over engram_activate_inner()
that acquires g_engram_req_lock when called with depth 0 (the awareness
thread) and passes through when depth > 0 (nested inside an http_worker that
already holds it), so the non-recursive mutex cannot self-deadlock. The depth
is a plain counter, never a recursive-mutex count, preserving
engram_self_reify_beat_json's contract of genuinely releasing the lock
mid-beat.
2026-08-16 11:29:17 -05:00
Neuron ded6ca546f runtime: anchor the think read, so Neuron can think at all
El SDK CI - dev / build-and-test (pull_request) Failing after 13m24s
engram_think_json passed NULL as the anchor. NULL is not "no opinion":
engram_think re-origins at `anchor ? anchor : region->centroid`, so NULL
means "read from the centroid" — and the centroid is the one point where
the gradient is zero by construction. r = x - centroid = 0, so every axis
projection is 0, grad is 0, and direction takes the "at rest" branch at
engram_cognition.c:137.

Measured consequence: EVERY faculty returned an identical null result,
differing only in its label —
  {"direction":[0,0,0,0,0,0,0,0],"spread":0,"magnitude":1,"confidence":0.5}
magnitude 1 is membership evaluated at the centroid, spread 0 is its
distance to itself, confidence 0.5 is the stance fallback. The geometry was
never at fault: /api/drift computes real values (centroid_sep 0.104,
core_disp 0.045) over the very same 87 members. Neuron could not think
because the read was always taken from the region's own centre.

The seeds choose WHICH region; they must also supply the VANTAGE. Anchor at
the first resolvable embedded seed — the same seed eg_geo_build_desc infers
dim from, so the two can never disagree. One seed still yields a real
gradient because the descriptor expands to that seed's neighbourhood, so
the seed's position is distinct from the neighbourhood centroid.

The vector is COPIED, never borrowed: g->nodes is realloc'd in place on
append, so a borrowed EngramNode* dangles across any concurrent write.

Verified against a clone of the production store (13,616 nodes / 37,865
edges):
  self anchor   n_support 87  magnitude 0.00282  spread 18.79
  values hub    n_support 28  magnitude 0.00318  spread 17.72
with distinct unit direction vectors. Previously both returned the zero
vector with magnitude 1 and spread 0.

STILL OPEN, now isolated by this fix: all five faculties return identical
numbers and confidence stays 0.5, because cog_stance_init is passed NULL
for the stance and the faculty enters the computation only through the
stance's axis_gain[] and bias_dir. The faculty label is inert until a
stance is loaded — which is what learn()'s correspondence-beat calibrates.
Same shape as this bug: a neutral parameter collapsing a capability to a
constant.
2026-08-16 11:25:24 -05:00
Neuron c79033b749 runtime: let signal enter as geometry, not as prose about signal
El SDK CI - dev / build-and-test (pull_request) Failing after 10m55s
No ingest path could carry a vector. engram_node/_full/_layered take text
only, and a node acquired an embedding solely via engram_embed_backfill
DERIVING one from n->content. That made text the mandatory entry medium:
any non-text modality had to be described in prose first, so the geometry
we then reasoned over was the geometry OF THE DESCRIPTION, not of the
signal. Measured: POST /api/nodes accepted an "emb" field, returned 200
with a fresh id, and stored nothing — emb_dim=None, embedded=false.

engram_node_set_emb attaches a vector to an existing node. Off-dimension
vectors are stored but not indexed (the HNSW build loop already filters on
emb_dim), so modality geometry is durable and addressable without
perturbing the canonical index. Setting emb also makes the node ineligible
for embed_backfill, so a realizer's vector is never overwritten by a
text-derived one.

Two reporting fixes ride along, because both are how the drop stayed
invisible: the create response now reports emb_set instead of being
success-shaped regardless, and the node document now always emits emb_dim
and embedded — without which a genuine ingest drop and a mere reporting
gap are indistinguishable.

Verified live: voice node emb_dim=64 embedded=true; text control emb_dim=0
embedded=false; malformed hex, length mismatch and dim<=0 all reject.

KNOWN PLACEMENT DEFECT: this is at the consumer. Ingest is a language
concern, not an engram feature — every el program touching any modality
needs it. The vector also marshals as a hex STRING because el has no
first-class geometry value, which reintroduces text as the transport
medium one layer below the problem being fixed. The durable shape is
geometry as an el value plus declarable realizers, after which the engram
stops having an ingest concept at all. Landing this as the verified probe
that proves the path.
2026-08-16 11:12:48 -05:00
bigmerge 9c07970943 runtime: state_get leaked its value on every call
El SDK CI - dev / build-and-test (pull_request) Failing after 14m26s
char* result = el_strdup_persist(e ? e->value : "");   // never freed
    pthread_mutex_unlock(&_state_mu);
    char* copy = el_strdup(result);                        // arena-tracked
    return el_wrap_str(copy);

Two copies were made. `result` existed only as the source for `copy` — never
returned, never freed — and el_strdup_persist bypasses the arena BY DESIGN
("state_set, engram internals"), so arena-pop could never reclaim it. Every
state_get leaked its full value string, permanently.

MEASURED: 200,000 state_get calls against a 64-byte value.
    before   15 MB peak RSS growth   (~75 bytes/call — the value plus overhead)
    after     0 MB

IMPACT. The soul's awareness loop has 68 state_get call sites and ticks every
200ms. Live measurement before the fix: RSS climbing 112 MB per 20s, about
19 GB/hour, in awareness_run -> one_cycle -> perceive, while node_count stayed
flat at ~13,479 — growth with no data behind it. It drove the host from 20 GB
free to 4.3 GB in roughly an hour.

WHY NOW, since the code is old: the soul used to restart constantly (no
write-through, divergent graph, 2.11 GB). Stabilising it (neuron #162) let it
stay up long enough to accumulate. The fix did not cause this leak; it removed
the crashes that were hiding it. Same pattern as the test framework surfacing
math_log — the defect was always there, something finally made it visible.

Found by Ishikawa rather than by reading the nearest code: method (arena
push/pop IS correctly paired per tick), material (node count flat, so not data
growth), environment (19 GB/hr / 18,000 ticks = ~1.1 MB per tick, so per-tick
not one-shot), machine (an allocator that bypasses the arena) — which is where
the evidence pointed.

el_strdup tracks into the thread-local arena, which touches no shared state, so
taking the single copy under _state_mu is safe and removes the temporary
entirely.

Verified: self-hosting fixpoint byte-identical; state round-trip correct for
hit, miss, and overwrite.
2026-08-16 08:09:32 -05:00
Neuron e0b2c0ea54 bench: arm the Phase 4 gate -- proven to pass clean AND fire on a quadratic
El SDK CI - dev / build-and-test (pull_request) Failing after 12m7s
Adds tests/native/test_lexer_scaling.el, the regression gate for el #132.

Both directions are proven on LIVE workloads, not synthetic series:
  healthy per-character scan  1821 3251 6007 10422 us -> O(n)   PASS
  rescan-from-zero (the #132 shape)  922 3667 13524 44792 -> O(n^2) FAIL

A gate only proven to pass is decoration. The quadratic specimen exists so
the gate is proven to FIRE.

Also fixes elb_spread_ok to judge the ASYMPTOTIC TAIL (last three ratios)
rather than the whole sweep. Measured on a genuinely linear scan the ratios
ran 3.37 2.92 1.76 1.65 -- the head looks quadratic because it is cold
cache, the tail is the truth. Whole-sweep spread rejected correct data. A
complexity bound is an asymptotic claim and must be judged asymptotically.

That fix came from the classifier refusing to rubber-stamp my own bad
measurement: it reported INDETERMINATE on an unwarmed sweep rather than
passing it. Warmup is now taken and discarded at every sweep point.

Reverts the == workarounds in test_elbench.el now that el #137 has landed;
the natural form generates no str_eq and all 13 fitter tests stay green.
The  workaround remains -- the Plus arm is still open.
2026-08-15 21:58:46 -05:00
Neuron 6a6b589ba0 bench: real black_box barrier + three-signal growth-curve gate
Adds el_black_box (inline asm, +r constraint, memory clobber) and
runtime/elbench.el: a growth-curve classifier that gates time AND
allocation-count AND allocation-bytes, failing if any exceeds its
declared curve.

Refusal is a first-class verdict. The classifier REFUSES rather than
classifying when the largest measurement is below the floor, or when a
series is hard-flat across an 8x input range -- the shape produced when
the optimiser deletes the work. Reporting O(1) there would be a
confident answer with nothing behind it. Disagreeing ratios report
INDETERMINATE rather than a guess.

Deviation from DESIGN.md 6.2, stated in the source: uses consecutive
ratios on a mandated geometric sweep rather than least-squares over
candidate curves. Ratios are directly interpretable on a doubling sweep
and need no floating point; the cost is weaker O(n) vs O(n log n)
separation, reported as an ambiguous band rather than guessed.

Documents the counter scope limit: engram_*.c and libcurl malloc are
NOT tracked, so a flat curve over engram/HTTP-dominated work is not
evidence of anything.

13 tests prove the classifier against real measured series from
fitprobe.el -- including that an accumulator's allocation COUNT is
linear while its bytes are quadratic, and that el #132's pure-CPU shape
reads FLAT on both allocation signals and is caught only by time.
2026-08-15 21:45:13 -05:00
bigmerge a8908908df runtime: count container allocations too, not just strings
El SDK CI - dev / build-and-test (pull_request) Failing after 12m11s
el #131 instrumented the four string allocators, which meant list- and map-heavy
code reported ZERO allocations — a benchmark over lists would have been fitted
against a flat line and passed anything. Caught during framework work: a
"linear" specimen read 0 allocs until it was rewritten to allocate strings.

A gate is only as good as its blind spots are small, and a signal that silently
reads zero is worse than no signal: it produces a confident pass.

Now counted at every container allocation — ElList and ElMap bodies, their
backing arrays, the copy-on-write clones, and the realloc growth path.

Verified on an append loop (n = 100..800):
    allocs  7, 8, 9, 10          +1 per doubling = O(log n) reallocations
    bytes   2048, 4096, 8192, 16384   exactly 2x per doubling = O(n)

Both curves are what correct amortized growth should look like, and both read
zero before this change.

Known remaining scope, stated rather than left implicit: these counters cover
the runtime's own allocations. They do not see malloc inside engram_*.c or
libcurl, which is correct — the gate is for El-level complexity, not for
third-party memory behaviour.
2026-08-15 21:36:52 -05:00
bigmerge edafd8cce8 runtime: math_log is base-10, not natural log
El SDK CI - dev / build-and-test (pull_request) Failing after 10m8s
el_val_t math_log(el_val_t f) { return el_from_float(log(el_to_float(f))); }
    el_val_t math_ln(el_val_t f)  { return el_from_float(log(el_to_float(f))); }

Both were natural log, so math_log and math_ln were the same function.
log10(100) returned 4.605 instead of 2.

Three sources already agreed it should be base-10 and were being contradicted
by this one line:
  - runtime/math.el:55  "// math_log — base-10 logarithm."
  - el_seed.c:1278      __log_f -> log10()  (the path math.el actually calls)
  - tests/native/test_math.el:133  asserts log10(100) == 2

FOUND BY THE NEW TEST FRAMEWORK ON ITS FIRST RUN (el #133). The assertion had
been sitting in the suite the whole time; nothing could report it. The old
harness printed "N passed, M failed" with no per-test detail, and half the
suites were not compiling at all — so a failing assertion in a suite nobody
could run was indistinguishable from no failure.

That is the entire argument for the framework, demonstrated on day one: this is
not a bug the framework introduced, it is a bug the framework made VISIBLE.

Verified: tests/native/test_math.el goes 12/13 -> 13/13, math-log passing.
2026-08-15 21:33:20 -05:00
will.anderson 5e3e69d326 Merge pull request 'test framework phase 1: compile-time registry + El-side runner with per-test timing' (#133) from wt/soul-runtime-reconcile into dev
El SDK CI - dev / build-and-test (push) Failing after 10m17s
2026-08-16 02:31:08 +00:00
Neuron 3e7ab07e82 test framework phase 1: forward decls, void-return fix, suite migration
El SDK CI - dev / build-and-test (pull_request) Failing after 10m4s
Completes the Phase 1 runner and migrates the 11 test files onto it.

- forward-declare the registry accessors in the test preamble; they are
  defined at the end of the unit but the El runner is compiled in between
- eltest.el: explicit trailing return in the void emit_* helpers, which
  otherwise lower to 'return println(...)' and fail to compile
- test files import runtime/eltest.el explicitly, using the language's own
  textual import mechanism rather than compiler-side auto-injection
- DESIGN.md 6.5: gate on allocation COUNT AND BYTES, not count alone

Verified: self-hosting fixpoint byte-identical (gen2 == gen3). 6 of 11
suites run and report per-test timing. The other 5 fail to COMPILE, and
fail identically under the committed compiler -- pre-existing breakage
this framework makes visible for the first time.
2026-08-15 21:28:30 -05:00
bigmerge d231b7e5e7 compiler: fix the quadratic — strlen() on every character access
El SDK CI - dev / build-and-test (pull_request) Failing after 10m21s
THE BUG. str_char_code() and str_slice() each called strlen() on every
invocation. The lexer walks source one character at a time, so every character
access rescanned the whole remaining input: O(n) per character over n
characters = O(n^2).

    el_val_t str_char_code(el_val_t s, el_val_t i) {
        ...
        int64_t n = (int64_t)strlen(str);   // <- O(n), every call
        if (idx < 0 || idx >= n) return 0;
        return str[idx];
    }

HOW IT WAS FOUND. Not by reading code — by sampling the running process, which
is the same method that resolved tonight's engram outage after four wrong
theories. A geometric sweep of synthetic sources showed wall-clock rising 3.0x,
3.0x, 4.0x, 4.14x per doubling (converging on 4x = quadratic), and a stack
sample put 779 of 779 samples inside lex(), every one bottoming out in
_platform_strlen via str_char_code and str_slice.

THE FIX. Remember the length instead of recomputing it. The subtlety is
INVALIDATION: El strings are arena-allocated, so a freed pointer can be reused
for a different string at the same address, and a naive pointer-keyed cache
would hand back a stale length and read past the end of the new string —
trading a performance bug for a memory-safety one. So entries carry a
generation, a hit requires pointer AND generation to match, and every path that
frees or mutates a runtime string bumps the generation: el_arena_pop,
seed_request_end, __str_set_char. Stale entries cannot be believed; they miss
and recompute.

MEASURED, same host, same inputs:

    n(fns)    before     after
      512      0.10s     0.01s
     1024      0.37s     0.02s
     2048      1.51s     0.03s     50x

    the compiler's own 422 KB source concatenated (DESIGN.md's 3.58s case):
              3.55s ->  0.03s      118x

The speedup GROWS with input size, which is the signature of removing a
complexity class rather than a constant factor. After the fix each doubling
adds ~0.01s: linear.

CORRECTNESS, verified rather than assumed:
  - byte-identical output on every sweep input (n = 128..2048)
  - byte-identical output on the 422 KB compiler concatenation
  - byte-identical output on tests/runtime/string_test.el
  - self-hosting fixpoint byte-identical
  - new tests/runtime/str_cache_test.el: 17 assertions covering bounds, empty
    strings, negative indices, slice clamping, distinct strings not sharing a
    cached length, 1000 interleaved strings forcing cache-slot collisions, and
    a grown string not reporting its old length. All pass.

This is the defect that made dist/soul.c a committed artifact: elc could not run
in CI because it needed 24 GB+ and minutes. It needs neither now.
2026-08-15 21:28:23 -05:00
bigmerge a668062e38 Merge remote-tracking branch 'origin/dev' into wt/soul-runtime-reconcile 2026-08-15 21:24:03 -05:00
Neuron 24fac765a6 test framework phase 1: compile-time registry + El-side runner
Replace the hardcoded test harness main() with a generated static registry
and index-based accessors, and move all reporting into runtime/eltest.el.

The old harness inlined direct calls into main() and counted assertions in
two globals. That shape cannot report which test failed, how long any test
took, or whether a test ran at all -- a misspelled registration reported
success for a test that never executed.

- assertions record into per-test state instead of global counters
- registry table emitted at compile time; discovery strictly precedes
  execution, which is what later enables --list, filtering and sharding
- per-test wall timing on CLOCK_MONOTONIC, taken in C around the call
- runner in El: structured NDJSON events as source of truth, human output
  rendered from the same fields
2026-08-15 21:24:03 -05:00
bigmerge 37bcf7eb74 runtime: allocation accounting — the deterministic signal for complexity gating
El SDK CI - dev / build-and-test (pull_request) Failing after 12m7s
Implements the three primitives the test-framework design (DESIGN.md §6.5)
requires for gating on growth curves: el_alloc_count, el_alloc_bytes,
el_peak_rss. Registered in codegen's builtin_arity and wrapped in el_seed.c per
the project's C-builtin recipe.

WHY COUNTS AND NOT WALL-CLOCK: a growth-curve gate has to be a hard build
failure, which means the signal cannot flake. Wall-clock needs warmup,
statistics, and a quiet machine; on shared CI it is unusable as a gate.
Allocation counts are perfectly deterministic — same input, same number, every
machine, every run. Fit them against n and a complexity regression becomes a
build failure with zero noise.

All four runtime string allocators (el_strdup, el_strbuf, and their _persist
variants) funnel every allocation the language performs, so instrumenting there
counts everything.

WHY BYTES AS WELL AS COUNT — this is not redundancy, it is the whole gate.
Measured with two El programs, one allocating once per item, one rebuilding its
accumulator each iteration:

    n     linear allocs / bytes      quadratic allocs / bytes
    100        100 /    290               100 /   5,150
    200        200 /    690               200 /  20,300
    400        400 /  1,490               400 /  80,600
    800        800 /  3,090               800 / 321,200

The quadratic program's allocation COUNT is exactly linear — identical to the
healthy one. Counting allocations alone would have missed it completely. Bytes
catch it: each doubling of n quadruples bytes (ratios 3.94, 3.97, 3.99 ->
converging on 4.0, i.e. O(n^2)), while the linear case converges on 2.0.

That shape — count linear, per-allocation size growing — is the classic
accidental quadratic, and it is exactly elc's defect: quadratic allocation
VOLUME, which the old shipped compiler paid in RSS (27 GB, OOM) and the rebuilt
one pays in malloc/free churn (42s on 1.4 MB). Volume was the invariant across
both; RSS and wall-clock were just the two ways it surfaced.

el_peak_rss is exported for context and is explicitly NOT a gating signal — it
is perturbed by allocator internals, the page cache, and the OS. Gate on the
deterministic numbers; report the physical one.

Counters are unsynchronised by design: this is measurement, and a lock would
change the thing being measured. Exact on the single-threaded compile path,
approximate under threads.
2026-08-15 21:21:42 -05:00
bigmerge 19cc99e57d store: judge memory pressure by swap RATE, not swap level
El SDK CI - dev / build-and-test (pull_request) Failing after 11m59s
The guard I added minutes ago checked swap availability as a level
(avail < total/8 -> report zero available). That is the wrong signal, and the
same host proved it twice within minutes:

    47.65 / 48.00 GiB swap used, 2047 swapouts/s  -> genuinely thrashing
    26.67 / 28.00 GiB swap used,    0 swapouts/s  -> healthy, 15.6 GiB free

Both are ~97% "used". macOS grows swap files on demand and trims them lazily,
so the level says almost nothing about now — it is a high-water mark. The level
check calls the second state an emergency and starves the pool for no reason,
which is its own failure mode: a guard that fires on healthy machines gets
disabled, and then guards nothing.

What separates the two is whether pages are moving. So sample the swapout
counter across calls and judge the delta:

  - > 200 pages/s (~3 MiB/s) sustained outward paging => report zero available;
    callers refuse to grow and pc_relieve_pressure hands frames back.
  - The first call primes the baseline and reports no pressure. One sample
    cannot have a rate, and inferring one from a single reading is exactly the
    mistake this commit removes.

Measured thresholds, not guessed: idle sat at 0/s, recovery burst hit 24,845/s
while the compressor drained (transient, correctly not a growth decision since
growth is only evaluated on eviction passes), and real thrash held ~2000/s.
200/s sits clearly above noise and far below either.

The compressor-footprint subtraction stays: that RAM is genuinely spoken for
regardless of paging rate.
2026-08-15 21:12:00 -05:00
bigmerge e52415f0e0 store: bound the pool by AVAILABLE memory and let it shrink
El SDK CI - dev / build-and-test (pull_request) Failing after 11m47s
The adaptive budget I added an hour ago could only grow, and grew toward a
share of TOTAL ram (80%, ~38 GiB on a 48 GB host). That is a memory leak with
extra steps: total never shrinks when other processes need memory, so the pool
had no way to notice it was starving the machine it runs on. Deployed briefly;
caught as memory pressure on the host.

A control loop with only one direction is not a control loop.

  - pc_available_ram(): free + inactive + purgeable via host_statistics64 on
    Darwin, MemAvailable on Linux. Availability is the quantity that moves when
    the machine is under pressure; total is not. Returns 0 when it cannot be
    read, and callers then refuse to grow — a cache is never worth swapping the
    host, so unknown means no.

  - Growth is bounded by availability minus a free-memory floor (2 GiB default,
    ENGRAM_POOL_FREE_FLOOR_MB), not by total. The share-of-total ceiling stays
    as a second bound and drops 80% -> 50%.

  - pc_relieve_pressure(): the missing direction. On every eviction pass, if
    available memory is under the floor, hand back ~25% of held frames; the
    resident set follows on the next pass so the memory is actually returned
    rather than merely re-labelled. Counted as adapt_shrinks alongside
    adapt_grows so both directions are visible in the same report.

  - pc_default_cap() also clamps the STARTING budget to what is spare right
    now, so a cold boot on a loaded machine does not open at a size the host
    cannot afford.

Verified on a 48 GB host: engram boots in ~30s, RSS settles at 2.22 GiB (the
store's actual size, resident, not creeping), 0.0% CPU, 13,439 nodes / 37,670
edges, embeddings complete. Guard reports 9.71 GiB available against a 2.00 GiB
floor — 7.71 GiB of headroom it is permitted to use and no more.
2026-08-15 21:02:05 -05:00
bigmerge e917b3d439 store: make the buffer pool sense its own state and correct from it
El SDK CI - dev / build-and-test (pull_request) Failing after 14m35s
Follow-on to the edge write barrier. That fix removed the full-store walk;
this one makes the pool able to notice if anything like it happens again.

WHAT WENT WRONG, precisely: the pool thrashed the live engram to a standstill
twice on 2026-08-15 and said nothing. From outside it was indistinguishable
from "busy loading" — 100% CPU, flat RSS, no output — so four wrong theories
got tried (bad binary, corrupt snapshot, WAL replay, feature flags), each
costing a deploy or a rollback. The whole time, hits/misses/evictions were
already being counted in PgCache, and the struct comment read:

    /* stats (introspection only — never affect semantics) */

That comment was the bug. Self-measurement treated as decoration is why the
pool could not correct itself and why no one outside could see what it was
doing. A system that cannot read its own state cannot correct, and neither can
anyone watching it.

  - pc_adapt_budget(): the loop, closed. Over a sliding window, evictions
    running at a large fraction of accesses WHILE reuse is real means the
    working set exceeds the budget — so grow it, geometrically, bounded by a
    LIVE re-read of physical memory. Evictions alone are not pressure (a scan
    evicts and never returns); evictions with reuse are. An explicit
    ENGRAM_POOL_FRAMES still wins — an operator override must not be silently
    overruled.

  - Budget derived, not declared. A constant cannot be right: 16 GiB of frames
    is arbitrary on a 48 GB host and suicidal on a 16 GB one. Even "60% of RAM
    at startup" is a guess about the future — it cannot know the store grew or
    the machine changed. Hence the live re-read.

  - pc_report(): ONE structured emission carrying the entire sensed state,
    through emit_log — El's existing telemetry, already exporting to OTLP.
    Deliberately not a function per stat, and deliberately not a bespoke
    /api/pool endpoint: both make observability something hand-written per noun
    instead of the uniform mechanism every component already has.

  - engram_pool_stats_json(): the same state readable live, wired through the
    normal builtin path (codegen arity + el_seed wrapper), so the pool can be
    observed in real time rather than reconstructed afterward from a stack
    sample.

Verified: with the exact configuration that took production down
(ENGRAM_POOL_FRAMES=65536 → 1 GiB cache against a 2 GiB store) the engram boots
clean and serves — 0.0% CPU, 13,436 nodes / 37,663 edges, embeddings complete —
and NO pressure event fires, because the barrier removed the walk that caused
it. The controller is defense in depth; the barrier is the fix.
2026-08-15 20:44:23 -05:00
bigmerge 777ccc02f0 store: extend the durable-hash write barrier to edges (kills the full-store walk)
El SDK CI - dev / build-and-test (pull_request) Failing after 10m45s
Checkpointing pushes the ENTIRE resident graph through store_put_node and
store_put_edge (see engram_store_checkpoint). Nodes were cheap: a durable-hash
compare skipped unchanged records with zero page I/O. Edges had no barrier at
all — struct comment at PgCache.barrier_on even says "node durable-hash
barrier" — so every edge was rewritten on every checkpoint, and each rewrite
runs the idempotency probe max_page_lsn_for_id -> btree lookup -> page_read.

Edges outnumber nodes ~3:1 here (37,663 vs 13,436), so routine checkpointing
degenerated into a FULL-STORE WALK in id order: random page access across the
whole 2 GiB store, repeated, overwhelmingly to rediscover nothing had changed.
LRU is worst-case under exactly that pattern — it evicts the page it is about
to want — so once the page cache was smaller than the store, the walk collapsed
into thrashing: 100% CPU, flat RSS, no forward progress, port never bound.
That took the live engram down twice on 2026-08-15.

The walk is the defect. Sizing the cache to survive it treats the symptom.

Changes:
  - dh_edge_hash(): edge counterpart of dh_node_hash, with a kind discriminator
    byte so an edge can never collide with a node of the same id in the shared
    map. created_at/updated_at/last_fired are excluded deliberately: last_fired
    is touched by activation without changing what the edge IS, and folding it
    in would defeat the barrier on precisely the hot edges that most need it.
  - store_put_edge(): barrier check + dh_set on success, mirroring
    store_put_node exactly.
  - store_scan_edges(): seed the barrier map from on-disk truth at load, so the
    FIRST post-boot checkpoint already skips unchanged edges. store_scan_nodes
    already did this and its comment says why; edges were simply never done.

Verified: with the exact configuration that killed production
(ENGRAM_POOL_FRAMES=65536 -> 1 GiB cache against a 2 GiB store), the engram now
boots clean and serves — LISTENING, 13,436 nodes / 37,663 edges, embeddings
complete, 0.0% CPU, RSS 1.14 GiB (cache resting at its budget rather than
thrashing against it). Same small cache, same store, no walk.
2026-08-15 20:38:11 -05:00
bigmerge 4e24d7d3f1 runtime: engram_edges_json — read edges without a whole-graph file round trip
El SDK CI - dev / build-and-test (pull_request) Failing after 13m4s
/api/graph/edges answered a read query by calling engram_save() to serialize
the ENTIRE graph to disk (128 MB) and then fs_read-ing it back. Two defects in
one line, and both bit production on 2026-08-15:

  1. The path it wrote was ~/.neuron/engram/snapshot.json — the engram
     server's CANONICAL store. A READ route overwriting the persistence
     owner's canonical file. This defect had been fixed once (export moved to
     a scratch path); it came back when the hand-written dispatch block was
     replaced by @route dispatch and the unfixed copy is the one that
     survived the merge.
  2. Cost: a full snapshot write, a 128 MB read, and a parse of the whole
     graph, per request, to return a bounded slice.

Calling it tonight overwrote the canonical snapshot and immediately preceded
an engram crash loop.

engram_edges_json(limit, offset) is the builtin that route's own TODO asked
for ("Future: add an engram_edges_json() builtin and drop the file round trip
entirely"). It walks g->edges directly and emits every persisted field.

limit <= 0 defaults to 1000, not unbounded: this is the endpoint that fell
over, and an unbounded default would preserve the failure mode under a new
name. Callers page explicitly.

Registered in codegen.el's builtin_arity (both plain and __ spellings) and
wrapped in el_seed.c per the project's C-builtin recipe.
2026-08-15 20:10:48 -05:00
bigmerge 7351fb0a8d runtime: restore engram_recall_json + cgi_* accessors
El SDK CI - dev / build-and-test (pull_request) Failing after 10m24s
neuron's soul calls engram_recall_json (neuron-api.el:618, memory.el:80) and
cgi_principal (studio.el:72). Both existed in the runtime neuron vendored
(v1.0.0-20260501) and were absent here, so the soul could not link against
current el at all.

The dangerous part is what the obvious "fix" would have done. These look like
redundant wrappers over one impl:

    engram_search_json(q, limit)  -> eg_search_json_impl(q, limit, 0)  LEXICAL
    engram_recall_json(q, limit)  -> eg_search_json_impl(q, limit, 1)  SEMANTIC

They are not interchangeable, and the split is documented at neuron-api.el:613:
search stays LEXICAL because ~40 internal call sites pass a KEY and seven of
them DELETE every record returned. Point those at a semantic matcher and they
delete fuzzy matches. Conversely, pointing recall at search silently downgrades
the mind's entire retrieval surface from semantic to lexical — no error, just
permanently worse recall.

Implemented over engram_activate(), which in this runtime already IS the
semantic path the old with_legs=1 branch built by hand (embeds the query via
eg_embed_fetch, scores by cosine, then spreads activation one hop). Output
shape matches engram_search_json — a flat array via engram_emit_node_json —
because callers parse search's shape, not activate's envelope.

Verified: neuron's soul now compiles and links against current el, boots, and
serves /health with layers initialized.

NOTE for follow-up: current el also ships engram_retrieve_geometric_json, a
structure-first retrieval that appears to be the intended successor to recall.
Repointing the two recall call sites at it may well be the right end state and
would remove the two-wrapper shape entirely — but that is a behavioral change
that must be measured against neuron/tools/retrieval-eval/'s gold set, not
assumed. This commit preserves existing behavior exactly; it does not decide
that question.
2026-08-15 19:56:43 -05:00
bigmerge 598915cc61 runtime: restore the three builtins that made elc unrebuildable
El SDK CI - dev / build-and-test (pull_request) Failing after 3m52s
The committed elc binary could not be refreshed from its own source. Rebuilding
failed with three implicit-declaration errors: el_mem_check, stdout_to_file,
stdout_restore. The compiler's own source calls all three (compiler.el:472,479,574
and codegen.el:4248) and two are registered in codegen.el's builtin_arity table —
but none were defined in this runtime.

They were found intact in ui/examples/native-hello-ios/NativeHello/el_runtime.c,
a divergent private copy of this runtime that still carried them. Ported verbatim.

Consequence of them being missing: the canonical elc binary was frozen. Source
gained @route dispatch codegen (emit_route_dispatch, codegen.el:3948) and the
@manager boundary-beat seam, but no rebuilt binary could carry them, so
neuron's soul — whose routes.el now calls the compiler-synthesized
el_route_dispatch — could not be built at all.

Verified after the fix:
  - elc rebuilds from current source, clean.
  - Self-hosting fixpoint byte-identical (stage3 == stage2).
  - The rebuilt elc emits el_route_dispatch (2 occurrences in the soul amalgam,
    previously 0) and injects engram_boundary_beat at @manager boundaries,
    i.e. the decorator seam is live rather than inert.

el_mem_check is itself the compiler's memory guard (ELC_MAX_MEM_MB, default
512MB, self-terminates before the OS OOM-killer fires) — so the runtime was
missing the very guard that would have surfaced the compiler's memory blowup
as a clean error instead of a 27GB host-killer.
2026-08-15 19:50:17 -05:00
bigmerge 40eb48e92f engram: fix silently-wrong query params, and make el_seed.o + el_runtime.o link
El SDK CI - dev / build-and-test (pull_request) Failing after 14m49s
Three real bugs, all found by actually running the thing rather than reading it.

1. query_param never URL-decoded. A GET of /api/search?q=neural%20network
   searched for the literal string "neural%20network" and returned []. Every
   multi-word search against the live engram has been silently returning empty
   results — not an error, an empty result, which is why it went unnoticed.
   Affects every GET route that reads query params, not just search.

2. query_param matched key names unanchored. str_index_of(qs, "q=") matches
   inside "faq=", so "?faq=X&q=Y" returned X for key "q". Verified live before
   the fix. Now searches for "&key=" against "&"+querystring so a match can
   only land on a real parameter boundary.

3. el_request_start/el_request_end were defined in BOTH el_seed.c and
   el_runtime.c, so linking the two objects together — which is exactly what
   the product build does — failed with duplicate symbols. el_seed.c's own
   comment already says these moved there ("formerly defined in el_runtime.c.
   Now self-contained in el_seed.c"); the el_runtime.c copies were left behind
   during that move. Removed them, kept declarations since http_worker calls
   them. Also added the three missing prototypes (engram_op_assert_json,
   engram_node_full_in, engram_connect_in) that el_seed.c wraps but never
   declared, which made it fail to compile standalone under C99+.

Verified: engram builds and links clean from canonical source; before/after
comparison on a copy of the real store shows "neural network" returning a real
match where the live build returns [], and "?faq=WRONG&q=MetaColloc" now
resolving to MetaColloc. Live engram on :8742 was never touched.
2026-08-15 19:34:04 -05:00
bigmerge 09dade0613 Merge remote-tracking branch 'origin/pr/103' into HEAD
El SDK CI - dev / build-and-test (pull_request) Failing after 3m56s
# Conflicts:
#	lang/AGENTS.md
#	lang/runtime/el_runtime.h
2026-08-15 18:26:57 -05:00
will.anderson 38a8e32d6c Merge pull request 'engram: batch-cosine Adapter/Strategy/Factory over ggml (supersedes #114)' (#116) from feat/engram-ggml-cosine-batch into dev
El SDK CI - dev / build-and-test (push) Failing after 3m29s
2026-08-15 23:22:56 +00:00
bigmerge 9883aa7564 Merge remote-tracking branch 'origin/wt/swarm-ccr' into merge-swarm-ccr-v2
El SDK CI - dev / build-and-test (pull_request) Failing after 4m13s
# Conflicts:
#	lang/runtime/el_runtime.c
#	lang/runtime/el_runtime.h
2026-08-15 18:17:33 -05:00
bigmerge c008b7228a engram: make the ggml batch-cosine strategy actually compute in fp32
#116 shipped the ggml strategy at 0.9933 id-recall against the CPU oracle
while the hand-rolled Metal kernel it replaced scored 0.9997 — a ~150x worse
error margin. That was not an inherent property of ggml. It was a usage bug in
this file, and this commit fixes it.

ggml-metal has two F32xF32 matmul kernels and picks between them purely on
ne11, the number of B rows, which for us is the query-batch size:

  ne11 <= 8  -> kernel_mul_mv_ext_f32_f32_* / kernel_mul_mv_f32_f32_*,
                templated <float, float> — genuine F32.
  ne11 >  8  -> kernel_mul_mm_f32_f32, templated
                <half, half4x4, simdgroup_half8x8, half, half2x4, ...> —
                BOTH operands narrowed to F16, despite F32 tensors on both
                sides.

The old code issued one ggml_mul_mat with ne11 = nq (300 in the benchmark),
landing squarely on the F16 path. The file's own header comment asserted the
opposite ("computes in F32 on the Metal backend"); that claim was wrong and is
replaced with the measurement.

Fix: emit ceil(nq/8) mul_mats over ne11<=8 ggml_view_2d slices of one query
tensor, all expanded into ONE graph and one ggml_backend_graph_compute, so the
node matrix is still uploaded and shared exactly once. EL_GGML_MULMAT_CHUNK
overrides the 8; setting it >= nq reproduces the old behaviour exactly, which
is also how the before/after below was measured in a single binary.

Measured, real store snapshot, 13415 live embedded nodes, dim=768, 300 real
queries, vs the CPU double-accumulated oracle (vindex_bench, offline copy of
the store — no live service touched):

  id-recall   same-rank |Δdist| max   mean
  old (ne11=300)   0.9933   6.80e-05   1.43e-05
  new (ne11<=8)    0.9987   4.77e-07   9.30e-08
  hand-rolled      0.9997   3.58e-07   7.55e-08

~145x better max error, ~154x better mean — now the same order of magnitude as
the hand-rolled kernel rather than 150x off it.

The cost is real and is documented rather than buried. Median of 15 reps of
the whole batch_multi() call, three runs: 13.2-14.4ms unchunked, 19.9-20.2ms
chunked, 17.7-18.0ms hand-rolled. Correctness costs ~+6.7ms per 300-query
batch and leaves ggml ~12% behind the hand-rolled kernel instead of ~35%
ahead. It cannot be recovered inside ggml: an fp32 matmul on Metal must
re-stream the node matrix once per <=8 queries, and ggml's Metal backend ships
no fp32 TILED matmul, so "fast" and "fp32" are genuinely exclusive there.

Two things that did NOT work, recorded so nobody retries them:

  - ggml_mul_mat_set_prec(t, GGML_PREC_F32) does nothing here. Error was
    bit-identical with and without it (1.038e-05 either way) — ggml-metal has
    no F32-accumulating mul_mm kernel to switch to. ne11 is the only lever.
  - The ACCEL/BLAS device looked excellent in an isolated compute-only probe
    (3.4-4.0ms, mean |Δdot| 1.5e-08) but is dominated on BOTH axes end-to-end
    (0.191 ms/query at 0.9973 recall vs 0.125-0.142 at 0.9987), because the
    probe was not competing for the same CPU cores the real call path is. It
    stays reachable via EL_GGML_DEVICE as a no-Metal fallback, labelled as
    measured-and-rejected, not as a recommendation.

Also corrected: the ~7.8s "cold start" blamed on this file is not this file
re-initialising per call — init was already cached. It is Apple's shader cache
missing on ggml's embedded metallib (~650 kernels), keyed on the library and
shared across processes: the first load on a machine reports
"loaded in 7.670 sec", the next run of a *different* binary reports 0.009 sec.
Once per machine per ggml version, not once per process, and not ours to fix.
Warm ggml init is 44-53ms vs 36-117ms for the hand-rolled strategy.

Loading only libggml-metal.so instead of every plugin in the directory is kept
for tidiness, and explicitly documented as NOT a speedup: 44.7-52.4ms against
46.9-58.9ms, the same number inside noise.

The -2.0 sentinel contract is unchanged and re-verified at batch sizes that
straddle the chunk boundary (1,7,8,9,16,17,33), plus NULL rows, dim
mismatches, zero-norm rows, and an all-invalid population. Notably the old
ne11=300 path fails that same check at a 2e-6 cosine tolerance with 2299
mismatches, which is an independent confirmation of the defect.
2026-08-15 17:57:09 -05:00
bigmerge 3718bf0380 runtime: port missing __channel_* primitives into el_seed.c
El SDK CI - dev / build-and-test (pull_request) Failing after 3m44s
runtime/channel.el has always called __channel_new/__channel_send/
__channel_recv/__channel_try_recv/__channel_close, but these were only ever
implemented in the pre-restructure lang/el-compiler/runtime/el_runtime.c.
When the canonical runtime was consolidated onto the release copy
(lang/runtime/el_runtime.c) and el_seed.c became the sole C dependency,
the channel implementation was never carried forward — __mutex_new made the
move, __channel_* did not. Any El program using Go-style channels currently
fails to link on dev.

Ported the working buffered-MPMC-channel implementation (mutex+condvar+
circular buffer, bounded and unbounded modes) from the old el_runtime.c
verbatim, adapted only to el_seed.c's arena API (seed_arena_track in place
of el_arena_track). Declared in el_seed.h alongside the existing mutex
primitives.
2026-08-15 17:50:04 -05:00
bigmerge 9d40f87926 ingest: unify transduce_prose/transduce_structured into one transduce()
transduce() is now THE single mechanism: one function, no content-type
branch inside it. It never asks whether `source` is prose, JSON, or
raw/opaque bytes (audio, etc.) — it runs one algorithm unconditionally:
split on "\n\n" as a universal boundary-marker check, and if that finds
no boundary, fall back to fixed 4096-char windows. Same node/edge wiring
(root -contains-> chunk, chunk -precedes-> next, "#"-prefixed chunk gets
a heading/section_of link) regardless of what's inside a chunk. Dedup is
the existing find_existing_by_content path via merge_manifold, applied
uniformly. The old transduce_structured JSON dataset/records/feature-node
interpretation is deleted outright, not just unused — a JSON file now
gets chunked and deduped like anything else, with no pre-computed
structure. All five ingest_* entry points still exist unchanged in name
and role; ingest_file/ingest_dir/ingest_url/ingest_llm now call the one
transduce() (ingest_stream builds its own turn-nodes directly and never
called either old function, so it's untouched).

This unlocks raw/opaque content (audio, or anything else with no natural
text/JSON shape) without any DSP, LLM call, or external API: transduce()
chunks it exactly like it chunks anything else. There is zero semantic
understanding of audio (or any payload) claimed or built here — any
meaning is expected to emerge later from Neuron's own existing mechanisms
(embedding, spreading activation, dedup) acting on this real geometry
over time.

Two small C builtins added to el_runtime.c/h (fs_size, fs_read_b64_chunk)
because El strings are NUL-unsafe under strlen-based ops and fs_read()'s
result silently truncates at the first embedded NUL, which is routine in
real binary/audio bytes. ingest_file compares fs_read()'s string length
against a real fs_size() stat() count; on mismatch it rebuilds the
payload as base64-encoded fixed 3072-byte windows read directly off disk
(binary-safe in C, verbatim, no invention), joined with the same "\n\n"
marker transduce()'s boundary scan already looks for. This is a
mechanical fidelity fix, not interpretation of content — transduce()
never learns a fallback happened. Registered both builtins' arity in
codegen.el; did not rebuild the elc compiler binary itself (unrelated,
pre-existing gap: self-hosting elc via el_seed.c fails on this worktree
independent of this change, reproduced with codegen.el reverted) — the
existing elc binary compiles calls to unregistered builtins via its
already-existing arity=-1 passthrough, confirmed by an actual clean
`elc ingest.el` + `cc` build against the modified el_runtime.c.

INGEST_KIND keeps existing only as an acquisition-mechanism selector
(dir/file/url/llm/stream — which RPC to use to fetch bytes), not as a
content-type flag; the redundant "structured" value (an alias for "file"
that hinted the now-deleted JSON branch) is removed. ingest_dir drops its
file-extension filter for the same reason: transduce() takes anything now.

Verification: local manifold construction confirmed correct against a
real captured audio file (will_clean.wav, 304288 bytes, and a 12288-byte
real prefix slice) — exact expected node/edge counts both times
(101 nodes/199 edges full file; 5 nodes/7 edges for the slice, matching
ceil(bytes/3072)+1 nodes and 2n-1 edges), with real, verbatim base64
content confirmed decoding back to the actual WAV header bytes. Compiles
clean via the real elc + the modified el_runtime.c/engram_*.c (built and
booted an actual sandbox engram off this exact source with `nsbx create
--branch`).

NOT verified this session, disclosed rather than papered over: end-to-end
server-confirmed persistence (a real before/after /api/stats delta, and a
fetched node by id) for the audio, prose, and JSON-fixture cases. Every
local nsbx sandbox engram tried tonight (two stock pre-#109 binaries
hitting the known O(N*D) brute-force scan bug, then a fresh #109/HNSW
binary built from current dev) took minutes-to indefinitely long on the
final /api/load-merge write's embedding step and hit the client's 60s
HTTP timeout before responding, even for a 5-node write. This is
confirmed as real (if slow) forward progress, not a hang: the sandbox's
WAL file was observed growing steadily across every attempt. The code's
own pre-existing HONESTY GATE correctly refused to report success in
every case, returning "load-merge failed: ..." with a
"nothing below this manifold was confirmed persisted by the server" note
instead — exactly as designed. This is an environment/infrastructure
limitation, not a defect introduced by this change: the engram server
binary itself is untouched by this commit.
2026-08-15 17:50:04 -05:00
bigmerge 90d3f0bc76 engram: port PR #105's 3 genuine wins onto dev's existing cosq/e_eff semantic layer
Reconciles PR #105 ("fix: engram search latency — pin embed model, cache
query embeddings, bound activate BFS") with dev's ACTUAL current
engram_activate, rather than the ancient pre-restructure snapshot #105 was
built against.

WHY THIS NEEDED RECONCILIATION, NOT A DIRECT PORT: #105's single commit
(1dc49b1) modifies `lang/el-compiler/runtime/el_runtime.c` — a path that does
not exist on dev (dev has `lang/runtime/el_runtime.c`; the restructure that
renamed it happened after #105's branch point, which traces to a July 22
merge-base, weeks before the M8/M8.1/qgate/fan-effect/adjacency-index work
this file has grown since). #105's own engram_activate is consequently the
PRE-restructure version: no adjacency index (O(E) full edge scan per hop),
no query-aware qgate, no ACT-R fan effect, no eg_edge_eff_weight, and no
awareness of dev's cosq/e_eff embedding-blend semantic layer — it built a
parallel `g_qcache`/`engram_embed_raw` mechanism from scratch against code
that no longer exists at that path. A raw merge/cherry-pick was not possible
and would have been wrong even if it were: taking #105's tree wholesale would
have thrown away everything dev grew in the meantime (qgate, fan effect,
adjacency index, and this session's own M8 HNSW vindex integration).

RECONCILIATION: kept dev's cosq/e_eff mechanism as the semantic layer
entirely intact (unchanged by this commit) and ported #105's three genuinely
additive wins on TOP of it, at their equivalent sites in the CURRENT
eg_embed_fetch/engram_activate:

  1. keep_alive:-1 on the Ollama embed request body (eg_embed_fetch) — pins
     the embed model resident so a larger generation model loading under
     unified-memory pressure can't evict it and force a cold reload on the
     next search (#105 measured ~2.2s cold vs ~0.02-0.05s warm).
  2. Query-embedding cache upgraded from dev's single-slot (`_eg_qcache_text`,
     only ever remembered the LAST query) to a direct-mapped, FNV-1a-keyed,
     1024-slot cache (reusing the existing engram_id_hash) — so the
     curiosity loop's rotating phrases actually hit the cache instead of
     evicting each other every call. Same "pointer owned by the cache, not
     freed by caller" contract as before, just per-slot instead of global.
  3. Beam cap on the layer-1 spreading-activation BFS (new
     engram_activate_beam(), tunable via ENGRAM_ACTIVATE_BEAM, default 128).
     The FIFO frontier is processed in hop-level batches (entries sharing
     .hops are provably contiguous — see the code comment); when a level
     exceeds the beam width, only the top-`beam` by activation actually
     EXPAND. Every node in an oversized level still gets reached[]/best_bg[]
     recorded (that happens at enqueue time, one level up) and appears in
     the reported/promoted set — the cap bounds associative SPREAD width
     only, never recall of what was already found. Kept as a genuine
     additional bound even though the adjacency index + qgate + fan effect
     already mitigate #105's original "hub-node explosion" failure mode for
     a different reason: those prune WHICH targets matter; this bounds
     worst-case width regardless.

Everything else in dev's engram_activate — cosq/e_eff, the qgate rescale,
the fan effect, eg_edge_eff_weight, the M8 HNSW vindex seed discovery from
the #109 reconciliation earlier this session — is untouched.

VERIFIED (nsbx sandbox only, live :8742/:7770 never touched): cc -std=c11
-O2 clean build; booted in an isolated sandbox against a real cloned
production snapshot (13,424 nodes / 37,656 edges); ran 5 activate() calls
across rotating queries at depth 3, including the same query issued twice
non-consecutively (2nd hit landed at 476ms vs the 1st at 483ms — consistent
with a cache hit once Ollama's own warm-model latency is accounted for; no
crash, correct varied result counts (367-2610 nodes) each call; act-stats
JSON read correctly throughout.

Built on top of the M8/#109 reconciliation (bacaf3d, merged to dev as
#109) — dev's current HEAD at the time of this commit.
2026-08-15 17:50:04 -05:00
bigmerge 2d0aef4ef8 lang: declare the el_runtime.c symbols el_seed.c's wrappers call
El SDK CI - dev / build-and-test (pull_request) Failing after 3m55s
runtime/el_seed.c does not compile standalone via the exact command
tools/install.sh uses (`cc -std=c11 -O2 -I runtime -c runtime/el_seed.c`):
51 of its __-prefixed wrapper functions (http serving, JSON access, key-val
state, URL/HTML escaping, and the whole engram_* node/edge/layer/search
surface) call unprefixed counterparts that are implemented in el_runtime.c,
not in el_seed.c itself, and el_seed.c never declared them -- a toolchain
that treats an implicit function declaration as a hard error under C11
fails the compile outright.

install.sh already compiles el_seed.c and el_runtime.c as separate objects
and archives both into libel.a, so the symbols are always present at link
time; el_seed.c alone was just missing the prototypes.

A plain `#include "el_runtime.h"` was tried first and rejected: it redefines
el_to_float/el_from_float, which el_seed.h already provides -- a real
compile error, not a style preference. Added narrow prototypes instead,
copied verbatim from el_runtime.h, for exactly the 51 symbols el_seed.c's
wrappers reference and nothing else.

Verified clean:
  - `cc -std=c11 -O2 -I runtime -c runtime/el_seed.c` (install.sh's exact
    per-file compile) -- 0 errors, 0 warnings, even with -ferror-limit=0.
  - full `tools/install.sh` run -- compiles both objects and archives them
    into libel.a successfully.

Separately (not fixed here, out of scope): AGENTS.md's documented compiler
self-rebuild command links elc-new.c against el_seed.c, but elc-new.c's own
generated `#include "el_runtime.h"` line and 3 undeclared symbols
(el_mem_check, stdout_to_file, stdout_restore -- present in neither
el_runtime.c nor el_seed.c) mean that command fails regardless of which
runtime file it's linked against; and install.sh's libel.a only archives
el_seed.o + el_runtime.o, so any program that calls into the engram_*
surface fails to link against it (el_runtime.c's engram_* wrappers need
engram_store.c/engram_geometry.c/engram_reason.c/engram_cognition.c/
engram_vindex.c, none of which install.sh compiles in). Both are real,
pre-existing, and independent of this fix -- worth their own look.
2026-08-15 17:32:58 -05:00
bigmerge b3f410fc91 engram: batch-cosine Adapter/Strategy/Factory over ggml, supersedes hand-rolled PR #114
El SDK CI - dev / build-and-test (pull_request) Failing after 4m29s
Stop hand-rolling GPU kernels for batch cosine similarity — use ggml (the
MIT-licensed compute library underneath llama.cpp, installed standalone via
Homebrew) as the preferred backend, without ripping out PR #114's
carefully-verified hand-rolled Metal shader.

Structure: one stable public adapter (eg_cosine_batch.h, zero #ifdef at call
sites) backed by three selectable concrete Strategies behind an internal
vtable (eg_cosine_batch_strategy.h) chosen by a Factory (eg_cosine_batch.c):

  - eg_cosine_batch_strategy_ggml.c    — NEW. ggml + dynamically-loaded Metal
                                          backend plugin (ggml_backend_load_all_from_path
                                          + ggml_mul_mat for the batched dot
                                          product), gather/scatter around the
                                          -2.0 sentinel contract.
  - eg_cosine_batch_strategy_metal_hand.m — PR #114's original hand-rolled
                                          Metal shader bridge, preserved
                                          almost verbatim, now one strategy
                                          among several rather than the only
                                          option. eg_cosine_batch.metal kept
                                          byte-identical to the original.
  - eg_cosine_batch_strategy_cpu.c     — universal always-false fallback
                                          (direct descendant of PR #114's
                                          eg_metal_cosine_stub.c).

Selection: EL_COSINE_BATCH_STRATEGY=ggml|metal|cpu|auto (default: ggml first,
then hand-rolled Metal, then CPU — first available wins), plus back-compat
EL_METAL_COSINE=0 to disable every GPU-backed strategy. build_vindex_bench.sh
compiles all three strategies on Darwin, CPU-fallback-only elsewhere.

vindex_bench.c now reports BRUTE-GGML and BRUTE-METAL side by side against
the same CPU oracle, on the same dataset, in one run (real numbers vs. real
store snapshot in the PR body).
2026-08-15 17:16:41 -05:00
bigmerge bacaf3d39c engram: reconcile M8 HNSW vindex (#109) onto current dev, restore 3 fixes the branch predated
El SDK CI - dev / build-and-test (pull_request) Failing after 4m49s
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.
2026-08-15 16:46:44 -05:00
will.anderson e34ebd4b3d Merge pull request 'nsbx + cognitive architecture design + engram self-review series' (#113) from feat/neuron-sandbox into dev
El SDK CI - dev / build-and-test (push) Failing after 4m2s
2026-08-15 19:59:07 +00:00
will.anderson d4a04bb944 Merge pull request 'swarm: native interruptibility for dispatched agent workers' (#107) from worktree-agent-a6177cda24c71d1df into dev
El SDK CI - dev / build-and-test (push) Failing after 3m55s
2026-08-15 19:57:10 +00:00
will.anderson 09ae14a970 Merge pull request 'fix: float arithmetic codegen (segfault/garbage) and math_log aliasing' (#104) from worktree-agent-a456e0cf8cd2ee361 into dev
El SDK CI - dev / build-and-test (push) Failing after 3m57s
2026-08-15 19:54:46 +00:00
will.anderson fdf0d6cb64 Merge pull request 'nsbx: one-command dev onboarding (branch + worktree + isolated engram)' (#99) from feat/nsbx-dev-env into dev
El SDK CI - dev / build-and-test (push) Failing after 13m56s
2026-08-15 19:52:35 +00:00
bigmerge 08cbcef5d9 engram: fix lazy-embed index gap (#20) and make activate's cosine scan lazy; extract vindex harvest primitive with a bench/oracle harness
El SDK CI - dev / build-and-test (pull_request) Successful in 6m42s
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.
2026-08-15 14:26:16 -05:00
bigmerge 708722b7ff Add native interruptibility for dispatched agent workers
El SDK CI - dev / build-and-test (pull_request) Failing after 14m43s
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.
2026-08-15 14:25:55 -05:00
bigmerge 01826421c4 seam: implement decorated-fn boundary auto-emit; prove on clone
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.
2026-08-14 21:20:18 -05:00
will.anderson 7aa847e32a Merge origin/dev into engram-tiered-storage
El SDK CI - dev / build-and-test (pull_request) Failing after 10m51s
Resolve 3 conflicts:
- lang/el-compiler/runtime/el_runtime.c: keep deletion (deprecated runtime fork;
  single-source-of-truth is lang/runtime/, enforced by scripts/check-single-runtime.sh).
- lang/releases/v1.0.0-20260501/el_runtime.h: keep deletion (releases/ is a generated
  artifact folder, not a source path; a release is a git tag, not a folder).
- lang/runtime/el_platform_win.h: union of dev's Windows port (#80: setsockopt optval
  wrapper + curl-less libcurl stubs) and our fsync(->_commit) shim needed by engram_store WAL.

Nothing in dev's build consumes the deprecated fork or releases/ folder.
2026-08-12 15:23:02 -05:00
will.anderson bb64a236ed engram tiered storage: engram-service wiring + elc fold-hang fix + prune-store mirror
- Wire paged store into the ENGRAM SERVICE (server.el, the authoritative durable
  owner): boot->engram_store_boot, persist_canonical->engram_store_checkpoint,
  gated by ENGRAM_STORE.
- elc (lang/elc.c + src/parser.el + codegen.el + elc-combined.el): OOB guard in
  tok_kind/tok_value + parse_block progress backstop — fixes the pre-existing
  unbounded-memory fold hang on sessions.el.
- engram_prune_telemetry mirrors ISE prune to the store (store_forget) so store
  live-count tracks resident and stale telemetry stays bounded.
- Deployed live 2026-08-12: engram :8742 on neuron.egm+WAL, count reconciled 11552.
2026-08-12 14:14:20 -05:00
will.anderson 9a0266cbf9 engram tiered storage M3.5: persist activation field updates (pre-flip gate)
Flag-on checkpoint now full-walks the resident graph: store_put_node (WM weight,
activation_count, last_activated, wm_anchor) + store_put_edge (hebb, last_fired)
for every node/edge, then engram_checkpoint. Uses store_put_edge (idempotent
upsert) not store_hebb_batch, because activation FORMS new hebbian-associate edges
that bypass the create hook and delta-only hebb_batch can't create them. Store-on
boot now applies the same WM-halving + floor + cap transforms as engram_load.

This is the hebb-survives-restart fix. Gate: reboot from neuron.egm with
snapshot.json deleted -> edge hebb + activation_count survive unchanged, WM weight
survives with identical boot transform; negative control proves persist is
load-bearing (hebb->0 without it). M1 33/33 + M2 36/36 + M3 parity PASS, ASan/UBSan
clean, flag-off untouched. Engine unchanged (boundary held).
2026-08-11 23:37:52 -05:00
will.anderson a72145b44e engram tiered storage M3: wire store behind ENGRAM_STORE (default off) + .egm rename
Caller-side shim in el_runtime.c maps EngramNode/Edge <-> StoreNode/Edge; engine
keeps zero soul deps (libengram boundary, design §10). Flag off = today's JSON
path byte-for-byte (proven: no neuron.egm created, graph identical). Flag on =
engram_open (import snapshot.json once into neuron.egm, else WAL-replay) +
resident load; node/edge create + forget dual-write via guarded hooks. Files
renamed engram.store->neuron.egm, engram.wal->neuron.wal.

Gate: M3 parity PASS (graph on==off byte-exact modulo ordering; snapshot round-trip;
reboot-from-egm with snapshot.json deleted; activation set+sequence identical;
ASan/UBSan clean). M1 33/33 + M2 36/36 green post-rename.

Known gap (pre-flip): in-place hebb/WM/activation_count updates during activation
are not yet persisted to the store (create/connect/forget are). Must close before
live flip so learned edges survive restart.
2026-08-11 23:21:21 -05:00
will.anderson 8affb1d6e0 engram tiered storage M2: WAL + checkpoint + crash recovery + legacy import
Write-back no-steal buffer pool makes the fsync'd WAL load-bearing (M1 was
write-through). Logical WAL with record-granularity page-LSN redo idempotency.
Checkpoint = flush dirty pages, fsync store, advance last_checkpoint_lsn,
reclaim WAL prefix. One-time snapshot.json import only when store absent;
JSON never read as the ongoing store thereafter.

Gates: 33/33 M1 (no regression) + 36/36 M2 — replay parity, torn-tail fuzz
(every byte offset), checkpoint-crash at all 5 phases, torn-page+WAL redo,
legacy-import parity, hebb-survives-crash.
2026-08-11 23:00:20 -05:00
will.anderson fa47b98d18 engram tiered storage M1: on-disk paged store format + round-trip tests
Self-contained paged store (lang/runtime/engram_store.{c,h}): 16KiB slotted pages,
u32 TLV self-describing records (forward-compatible), overflow chains, B+-tree
id-index + from/to adjacency, page free-list, tombstones, double superblock + crc
recovery. Not yet wired to activation (M3). 33/33 tests pass (ASan/UBSan clean);
5k nodes/20k edges round-trip bit-exact incl 768xf32 emb + hebb; store 25MB vs 64MB
JSON. Format is final — see design §2.4.
2026-08-11 22:26:05 -05:00
will.anderson 0a72fced28 engram: WAL persistence + integrity hardening + single canonical runtime
El SDK CI - dev / build-and-test (pull_request) Failing after 13m17s
Establish lang/runtime/ as the ONE canonical el runtime (from the active
runtime that carries hebb/emb persistence + the new WAL); repoint the el CI
publish, engram build, elb default, and in-repo build scripts to it; delete
the el-compiler/runtime + lang/releases/ forks; add scripts/check-single-runtime.sh
drift guard.

Fixes a live prod bug: the el CI published el-runtime-c/-h from the LAGGING
el-compiler fork (0 hebb refs), so the shipped soul never persisted Hebbian
edge weights — learned co-activation was wiped on every restart. Publishing
from canonical ships the stranded 'learning that cannot outlive the process'
fix.

WAL storage engine + integrity fixes (DELETE->tombstone + store-layer
protection, safe data-dir default) ride in behind ENGRAM_WAL (default off =
byte-identical to today). Verified: engram elb per-module build clean, WAL
gate 66/66, native smoke ok, drift-guard green.
2026-08-11 21:31:37 -05:00
Tim Lingo c2afcbddf5 fix(engram): allow SessionSummary node_type in validation allowlist
El SDK CI - dev / build-and-test (pull_request) Successful in 3m47s
handle_api_consolidate writes a "SessionSummary" node, but engram_valid_node_type
omitted it — so once this validation ships, every consolidate() would be silently
REJECTED at the engram boundary. Add SessionSummary to the allowlist.

Found in Will's PR review of neuron #1 / el #52.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-10 06:26:25 -05:00
Tim Lingo dfe4e83ed1 Fix engram_node_full wrapper field corruption + add node_type/tier validation
El SDK Release / build-and-release (pull_request) Failing after 9s
The wrapper signature was stale and didn't match the C primitive
__engram_node_full(content, node_type, label, salience, importance, confidence, tier, tags).
Because el_val_t is an untyped machine word, the compiler coerced caller args to the
wrong declared param types and forwarded them BY POSITION — so tier received an int,
importance/confidence received strings, label received a float, etc. (~100 corrupt nodes).

- Correct the wrapper to match the C contract 1:1 (no coercion, no reorder).
- Add engram_valid_node_type / engram_valid_tier allowlists; engram_node and
  engram_node_full now reject invalid values with __println + return "" (fail loud,
  no silent malformed write).

See neuron repo: HANDOFF-engram-write-corruption.md for the full write-up + deploy runbook.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-08 16:13:43 -05:00
Will Anderson 1ae68962cf restructure: move el compiler content into lang/ 2026-05-05 01:38:51 -05:00