Commit Graph

9 Commits

Author SHA1 Message Date
Neuron 7a1501d097 Grounding is the edge's weight, and the weight is a vector
El SDK CI - dev / build-and-test (pull_request) Failing after 3m59s
A relation that keeps holding up strengthens; one that stops corresponding
decays. That is not analogous to grounding, it IS grounding — so it belongs on
the edge, not in a subsystem beside it. The graph was already the grounding
structure; this stops modelling it as something else.

Deleted, not refactored:
  - cog_ground_edge and the `grounded-by` relation type. A grounded-by edge
    models grounding as a relation BETWEEN nodes when it is a property OF a
    relation. #147 fixed which endpoints that edge landed on and left the wrong
    idea intact. Measured on the live store: the old path scored two nodes with
    ZERO edges between them at 0.925237 and wrote an edge for it.
  - ground() writing. It was a read that wrote — the eg_vindex_sync defect.
    Three identical calls produced three writes to the same edge id.
  - keystone_write_blocked. Its measured cost was 0.00% brier reduction over
    n_trials 0 on the keystone: the loop never ran, so the self was never
    calibrated and never falsifiable. Nothing replaces it — non-circularity of
    the reference frame is temporal, not a permission.
  - a graph predicate for "evidence downstream of itself", built and then
    withdrawn. Reachability from the self region covers 89.2% of the live graph
    (10,580 of 11,861 nodes), so any topological predicate marks nearly all
    evidence tainted and degenerates into the total block censorship began as.

The vector, carried in a GRD1 block on the edge's own metadata:
factual, relational, associative (the existing hebb), polarity (SIGNED — near
zero is "no support", negative is "actively contradicts"; `inhibitory` is that
distinction crushed to one bit), provenance class, and a timestamp. Confidence,
recency, staleness and volatility are DERIVED at read and never serialized.

Decay is one model, not two: cog_decay_factor is the single implementation and
engram_temporal_decay now delegates to it — proven bit-identical over 24
(age, reinforcement) points.

Values reference: thirteen regions, aggregate MIN, binding value named. Measured
— the 13 have pairwise centroid cosine min 0.1525 / mean 0.5199 / max 0.9278, so
they demonstrably are not one region, and a mean would let agreement with twelve
mask a violation of the thirteenth.

Supersession versions the whole vector jointly, gated by consequence and
salience with no epsilon anywhere: floor crossings and sign changes only.
Polarity flips and provenance-class changes are inherently significant and
bypass the salience gate.

Also fixed: the frame contract. Descriptors are built over L2-normalized member
embeddings; think() and the grounding path were fitting RAW vectors against them.
Measured on the self region, same data, same 106 members:
  magnitude 0.00283443 -> 0.536134, spread 18.7565 -> 0.930163.
Every fit score sat three decimal places below the 0.5 floors that gate on them.

assert() gates on both floors and computes still_held instead of returning a
hardcoded `true` — the old build reported still_held for a node that does not
exist.
2026-08-16 13:18:50 -05:00
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 e99a4640e2 test: regression harness for the vindex concurrency crash
Promotes the two throwaway sanitizer harnesses used to diagnose the
2026-08-16 soul crash into engram/test/ so the bug cannot silently regress.

The harness has two halves and the PAIR is the point — it is what localises
the defect to concurrency rather than to HNSW logic:

  single      3000 clustered vectors, one thread, ASan+UBSan. The CONTROL.
              Must always be clean. During diagnosis this cleared all 13,820
              real dim-768 vectors from the live store, which DISPROVED an
              inspection-derived hypothesis about an out-of-bounds
              reverse-link write at engram_vindex.c:340.

  concurrent  writer + reader on one shared index, TSan. Currently reports a
              race at engram_vindex.c:195 (visited_reset) reached from both
              vindex_search and vindex_insert, because VIndex still owns its
              visited[]/visit_epoch scratch — so even two concurrent READS
              corrupt each other's traversal.

Verified: half 1 passes, half 2 reproduces the race.

Gated on EXPECT_RACE, default 1, so the concurrent half documents the known
defect without failing the suite today. When the visited set moves to a
per-query checkout pool (hnswlib VisitedListPool style — NOT thread_local,
since http_worker is a thread per connection and a __thread buffer would leak
~55KB per connection), flip EXPECT_RACE=0 and it becomes a real gate.
2026-08-16 11:29:17 -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 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