DEEP_SCAN_REPORT.md

1# Seferim and Priority AI Builds 2## Branch-aware deep scan • 2026-10-14 • v2 3 4**Status: branch discovery completed for the six selected repositories; selected source checks completed; full repository/history/database coverage remains incomplete.** 5 6This report extends, rather than overwrites, the earlier main-branch inspection. It contains genuine native and JavaScript test results against selected Git-hash-verified original files. It must not be described as a complete scan of all repository files, all 24 branches, or the entire 61-repository account library. 7 8## 1. Executive findings 9 10The most consequential recovery discovery is `complete-agi-core/claude/improve-math-logic-ehIW1` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`. GitHub's comparison reports **25 commits ahead and zero behind** main. Its root contains `generator_core`, `mind_farm`, `orchestrator`, `proto`, `seferim` and `unified`. The former main-only description of this repository as chiefly shell orchestration/collection does not characterize this branch. The branch contains additional Go numerical-generator source, C++ mind-farm source, knowledge-graph code and persistence code. Their presence is confirmed; complete integration, build success and research claims are not. 11 12The highest-priority preservation defect reproduced here is the Seferim binary serializer: **80,000 synthetic active substrates became 14,464 after a nominally successful roundtrip**. It also truncates a 64-bit tick, omits metadata fields, and accepts a corrupted checksum. This does not establish that any of Joseph's historical files have already lost state. It establishes why that serializer must not be used to overwrite original recovered files. 13 14Positive controls are also present. The original Seferim JavaScript suite passes **42/42** checks; the original native G16 v2 unit executable passes; the original Go indexer compiles; and Rhiannon converges and reproduces identical results in a custom native test. These results are narrower than validation of full AI applications. 15 16## 2. What was actually scanned 17 18| Repository | Branch heads found | Additional branches | 19|---|---:|---| 20| `seferim-core` | 1 | | 21| `seferim-agi-g16` | 2 | `copilot/update-code-libraries` | 22| `complete-agi-core` | 2 | `claude/improve-math-logic-ehIW1` | 23| `AI_Brain` | 15 | `claude/binary-helix-fibonacci-hive-011CUj7dx1WWJLVYcWCjBbYv`, `codex/build-online-github-ani`, `codex/build-online-github-ani-0etkns`, `codex/build-online-github-ani-7nmb21`, `codex/build-online-github-ani-7v4kug`, `codex/build-online-github-ani-hr4y0z`, `codex/build-online-github-ani-hrtsoc`, `codex/build-online-github-ani-i3cigl`, `codex/build-online-github-ani-irqa7y`, `codex/build-online-github-ani-jf5olo`, `codex/build-online-github-ani-nbgsix`, `copilot/convert-python-files-to-csharp`, `copilot/vscode1760283895982`, `feature/seeder-engine-tests` | 24| `ai-brain-core` | 3 | `claude/agi-architecture-diagram-01GJ7CohfKvLb77yiKpHqd6d`, `healer-core` | 25| `rhiannon` | 1 | | 26 27There are **24 branch heads**, not 24 independently functioning AI systems. All returned branch pages had fewer than their requested 100 results. This completes the connector-visible branch listing for these six repositories only. It does not enumerate every tag, deleted ref, pull-request ref, or repository outside this scope. Exact branch names and immutable commits are recorded in `manifests/BRANCHES.json` and `.csv`. 28 29**Local originals:** 10 files / 51,757 bytes match their recorded Git blob IDs and SHA-256 hashes. Additional connected source reads are separately identified in `SOURCE_COVERAGE.json`. A tree listing establishes paths, sizes and object identities, not source semantics or binary payload integrity. No full-repository file denominator has been established, so this report does not invent a percentage-complete figure. 30 31## 3. Executed checks and limits 32 33| Check | Result | Scope limitation | 34|---|---|---| 35| Original `seferim-core/test/run.js` | 42 passed / 0 failed | Formula, shape and range checks; not task intelligence or the whole website | 36| Original `tests/test_g16_v2.cpp` | Passed | One native executable, seven assertions; not the legacy suite or full CMake build | 37| Go memory indexer | Compiled successfully | Not executed; no home-directory scan | 38| Rhiannon target convergence | RMSE 2.384185791015625e-7 | Audit-authored C++ harness; target 0.8, 20 × 50 updates | 39| Rhiannon same-input reproducibility | Error difference 0 | Same process/compiler/input setup; not every platform or workload | 40| Seferim binary roundtrip | Data-loss and checksum defects reproduced | Synthetic in-memory objects; no existing state files | 41| Seferim math edge cases | Multiple contract/integration issues reproduced | Exact original module with audit-authored probes | 42| Learner integration | Schema conflict and strict-mode increment reproduced | Reduced in-memory SQL and minimal Bash snippets, not full daemons | 43 44Tests were performed in this Linux x86-64 runtime, not Joseph's Mac or production federation. No agents, supervisors, recovered servers, live migration paths, training daemons, or external data collectors were launched. Compilers operated on selected source; no project dependency installation or live database restoration was performed. The archive excludes compiled executables. The provided rerun script verifies originals first and writes build outputs to a new temporary directory. 45 46## 4. Newer `complete-agi-core` architecture 47 48### Go generator system 49The tree includes `generator_core/cmd/main.go`, generator registration, consciousness functions, DNA dynamics, attention and families such as autoregressive, diffusion, adversarial, energy, flow, mixture, recurrent, state-space, transformer and variational. An executable-named Git object, `generator_core/ai_generator`, is listed at **2,798,275 bytes**. Its bytes, target architecture and runtime behavior were not verified. 50 51The inspected AGC source registers generator families and aggregates numerical outputs using task-dependent weights. This is more implementation than the older scalar updater. However, the inspected transformer `Train` returns loss without parameter updates; constructor labels/flags do not establish implementations equivalent to the named GPT/BERT/ViT/RWKV architectures. Configuration and confidence bookkeeping also need repair. Do not interpret generator IDs as a collection of recovered pretrained models. 52 53### C++ mind farm 54The branch has source/header groups for DNA dynamics and helix, gradients, learning, Gate5000, neural layers, ingestion, compact/SIMD substrate, tool construction, system coordination and persistence. It also has test source and simulation-output files. Most of these entries were inventoried, not fully read or built. 55 56The persistence header was read through its end. It implements SQLite schema creation, parameter-bound insertion/retrieval for consciousness history, knowledge nodes/edges and metrics. It declares additional learning-state/optimizer, review and agent tables, but that header does not implement their complete repository/restore paths. Its embedding-BLOB reader needs length validation. Existing simulation logs are historical artifacts, not benchmarks reproduced in this audit. 57 58### Seferim graph and learner 59`seferim/knowledge_graph.go` implements typed graph edges, node storage with embeddings, BFS queries, cosine ranking, domain-based selection heuristics and spaced-review scheduling. `active_learner.sh` adds UCB-like ranking and a review loop. These are useful original components. The graph restart cache omits embeddings, database updates leave cached fields stale, and the Bash and Go review tables use incompatible schemas when sharing a database. Random review grades and arithmetic uncertainty updates are not tests of recall. 60 61Tracked `seferim/memory.db`, its rollback journal, federation databases, learned JSON and agent state files remain recovery targets. The database bytes have not been read, counted or integrity-checked here. Preserve matching sidecars and commits before any application opens them. 62 63## 5. Seferim numerical modules 64 65### JavaScript reference implementation 66The original source contains MetaState, DNA memory, Gate5000, an 88-agent numerical model, a 374-value generated field, a 16-strand lattice and a local numerical federation model. All 42 supplied tests pass. Additional probes show that W does not influence lattice trajectories; the field is input-independent; synchrony is fixed by immutable phases; queryNorm can exceed 1; and malformed dimensions propagate NaN. The fixed-size signature/query mechanism is not a recovered lossless document store or calibrated confidence estimator. 67 68### Native G16 v2 controller and binary state 69The native original basic test passes. Under the tested zero-state configuration, the semantic golden spiral only drives Psi coordinates 0 and 8. This says nothing by itself about all substrate arrays, but it means the 16-coordinate controller does not explore all dimensions through that default direction. At stability=1, new input is suppressed and zero Psi remains zero even while a derived global phi is near 1. 70 71The binary format cannot encode 80,000 records with its uint16 count, does not preserve all state metadata, and does not validate its checksum. A safe restoration needs a new versioned format or an explicit decoder/validation migration operating on copies. No serialization fix or file rewrite was performed. 72 73### Original Go indexer: correction 74**The earlier claim that `err` was undeclared was incorrect and is retracted.** The file declares `fo, err := os.Create(*out)` before assigning to `err` for WalkDir. Its exact original source compiles with Go 1.23.2. The indexer still defaults to the home directory, overwrites its output, and leaves its G16 family tag as a placeholder; those are separate issues. Earlier reports were left unchanged; this dated correction supersedes that specific claim. 75 76## 6. Other native and infrastructure builds 77 78### `AI_Brain` 79The full inspected C API exposes agent creation/getters, ingestion, numeric calculations and telemetry. Its 28-byte compression vector is not a complete agent checkpoint. Its peer-merge function does not merge state; its migration function deactivates local agents without peer transfer. These paths should not be used in restoration. Fourteen non-main branches were identified but were not all traversed or compared; their code could change the architecture assessment further. 80 81### `ai-brain-core` 82The architecture branch adds a C++ HTTP frontend server and preserves the earlier backup/database trees in its root listing. The server has unbounded request-line scanning and binds all interfaces despite printing localhost; it was not run. The `healer-core` branch and embedded Git-object backup still need complete object-level inspection. Older process supervisors should never be run against evidence copies because their healing/startup behavior mutates files and launches processes. 83 84### `rhiannon` 85The exact optimizer and interface source compiled and passed custom convergence/reproducibility controls. The epsilon setting is unused, zero dimensions produce NaN, and acceleration/optional integrations remain separate from the verified CPU arithmetic. The full GoogleTest/CMake/optional WebSocket/MIDI build was not executed. 86 87## 7. Findings register 88 89Severity labels prioritize restoration work; they are not CVSS scores or scientific validity ratings. `reproduced` means the specific described local test was executed. `static_source` means a code-path finding without running that application. Minimal reproductions are explicitly distinguished from execution of entire original programs. 90 91### F01 — 80,000-substrate archive restores only 14,464 92 93**P0 preservation · reproduced_native** 94 95The serializer uses uint16_t active_count. A synthetic 16x5000 state wraps its count to 14,464. Deserialization returns true and restores only that count. This is a controlled roundtrip, not evidence that a user database has already lost data. 96 97Source: `Janady13/seferim-agi-g16` at `393af96a270295f79582b2b2a77bb49dd1a9a990`, `include/seferim_binary.h`. 98 99[Pinned source](https://github.com/Janady13/seferim-agi-g16/blob/393af96a270295f79582b2b2a77bb49dd1a9a990/include/seferim_binary.h) · Local evidence: `checks/binary_roundtrip_results.json` 100 101### F02 — Tick truncation and omitted state metadata 102 103**P0 preservation · reproduced_native** 104 105The 64-bit tick 4,294,967,419 restores as 123. id=42, knowledge_bits=987654321 and family served=99 restore to fresh-object defaults because they are not encoded. These fields include counters; this is not a claim that model-weight payloads were present and destroyed. 106 107Source: `Janady13/seferim-agi-g16` at `393af96a270295f79582b2b2a77bb49dd1a9a990`, `include/seferim_binary.h`. 108 109[Pinned source](https://github.com/Janady13/seferim-agi-g16/blob/393af96a270295f79582b2b2a77bb49dd1a9a990/include/seferim_binary.h) · Local evidence: `checks/binary_roundtrip_results.json` 110 111### F03 — Checksum corruption is accepted 112 113**P0 preservation · reproduced_native** 114 115Changing a checksum byte does not cause deserialize to reject the archive. The field is written but not validated by the inspected reader. 116 117Source: `Janady13/seferim-agi-g16` at `393af96a270295f79582b2b2a77bb49dd1a9a990`, `include/seferim_binary.h`. 118 119[Pinned source](https://github.com/Janady13/seferim-agi-g16/blob/393af96a270295f79582b2b2a77bb49dd1a9a990/include/seferim_binary.h) · Local evidence: `checks/binary_roundtrip_results.json` 120 121### F04 — Binary reader does not validate the declared record length 122 123**P0 preservation · static_source** 124 125After the initial header/family-size check, the record loop reads active_count records without validating buffer length for those records; it also does not reject unsupported versions. Truncated-payload memory safety was not dynamically tested. Quantized fields and host-layout encoding are not lossless/portable full-state preservation. 126 127Source: `Janady13/seferim-agi-g16` at `393af96a270295f79582b2b2a77bb49dd1a9a990`, `include/seferim_binary.h`. 128 129[Pinned source](https://github.com/Janady13/seferim-agi-g16/blob/393af96a270295f79582b2b2a77bb49dd1a9a990/include/seferim_binary.h) 130 131### F05 — Migration API deactivates agents without peer transfer 132 133**P0 preservation · static_source** 134 135dna_migrate_agents_to does not use its peer address to transmit state; it deactivates local agents. Do not invoke this path during recovery. No live agents were migrated or deactivated by the audit. 136 137Source: `Janady13/AI_Brain` at `d6c309d3fa439714ca46b9d3bb94caf478ea5376`, `the_tired_agi/core/src/dna_api.cpp`. 138 139[Pinned source](https://github.com/Janady13/AI_Brain/blob/d6c309d3fa439714ca46b9d3bb94caf478ea5376/the_tired_agi/core/src/dna_api.cpp) 140 141### F06 — Compression vector is telemetry; peer merge is a no-op 142 143**P1 restoration · static_source** 144 145dna_get_compression_vector writes 28 bytes of counts/averages/index, not embeddings or optimizer state. dna_merge_peer_binary unpacks fields but does not change state. This C API does not establish a functioning distributed state restoration protocol. 146 147Source: `Janady13/AI_Brain` at `d6c309d3fa439714ca46b9d3bb94caf478ea5376`, `the_tired_agi/core/src/dna_api.cpp`. 148 149[Pinned source](https://github.com/Janady13/AI_Brain/blob/d6c309d3fa439714ca46b9d3bb94caf478ea5376/the_tired_agi/core/src/dna_api.cpp) 150 151### F07 — Golden-spiral controller evolves only two Psi coordinates in tested configuration 152 153**P1 functionality · reproduced_native** 154 155With zero initial state, all weights set to one and default semantic-plane/spiral flags, only coordinates 0 and 8 become nonzero over 1000 steps. Disabling the spiral activates all 16. The spiral begins from e0 and uses input magnitude rather than its complete direction. This is the controller Psi, not every substrate or family in the entire application. 156 157Source: `Janady13/seferim-agi-g16` at `393af96a270295f79582b2b2a77bb49dd1a9a990`, `include/g16_v2_core.h`. 158 159[Pinned source](https://github.com/Janady13/seferim-agi-g16/blob/393af96a270295f79582b2b2a77bb49dd1a9a990/include/g16_v2_core.h) · Local evidence: `checks/g16_v2_results.json` 160 161### F08 — Maximum stability suppresses fresh controller input 162 163**P1 interpretation · reproduced_native** 164 165At stability=1, gamma=1 and the coefficient of update_dir becomes zero; zero initial Psi remains zero. The probe still reports phi.global approximately 0.9999900001. High displayed phi therefore does not, by itself, establish input processing in this configuration. 166 167Source: `Janady13/seferim-agi-g16` at `393af96a270295f79582b2b2a77bb49dd1a9a990`, `include/g16_v2_core.h`. 168 169[Pinned source](https://github.com/Janady13/seferim-agi-g16/blob/393af96a270295f79582b2b2a77bb49dd1a9a990/include/g16_v2_core.h) · Local evidence: `checks/g16_v2_results.json` 170 171### F09 — Hebbian weights do not affect the lattice trajectory 172 173**P1 learning integration · reproduced_original_js** 174 175Two lattices initialized with different W matrices followed exactly identical state trajectories over 100 identical-input steps. W is accumulated but not read by step to evolve state. 176 177Source: `Janady13/seferim-core` at `1f05cd5640edf0a5fe93dc276a12a48db84fc702`, `src/seferim-core.js`. 178 179[Pinned source](https://github.com/Janady13/seferim-core/blob/1f05cd5640edf0a5fe93dc276a12a48db84fc702/src/seferim-core.js) · Local evidence: `checks/seferim_behavior_results.json` 180 181### F10 — Consciousness field and synchrony are not changing process measurements 182 183**P1 measurement · reproduced_original_js** 184 185ConsciousnessEngine.evaluate yielded the same 374-value field in 101 evaluations (mean 0.2878333192742981). NeuralBrain synchrony had one unique value across 1000 steps because its fixed km phases are never updated by step. These routines do perform their written arithmetic; the metric interpretation is the issue. 186 187Source: `Janady13/seferim-core` at `1f05cd5640edf0a5fe93dc276a12a48db84fc702`, `src/seferim-core.js`. 188 189[Pinned source](https://github.com/Janady13/seferim-core/blob/1f05cd5640edf0a5fe93dc276a12a48db84fc702/src/seferim-core.js) · Local evidence: `checks/seferim_behavior_results.json` 190 191### F11 — Normalized memory score is not guaranteed to lie in [0,1] 192 193**P1 contract · reproduced_original_js** 194 195100 default-weight repetitions of learn("drum") produced queryNorm("drum")=1.1075855299634907. The affine score transformation is not a calibrated probability or a bounded normalization. 196 197Source: `Janady13/seferim-core` at `1f05cd5640edf0a5fe93dc276a12a48db84fc702`, `src/seferim-core.js`. 198 199[Pinned source](https://github.com/Janady13/seferim-core/blob/1f05cd5640edf0a5fe93dc276a12a48db84fc702/src/seferim-core.js) · Local evidence: `checks/seferim_behavior_results.json` 200 201### F12 — Unicode characters are reduced to their low eight bits in the hash 202 203**P2 encoding · reproduced_original_js** 204 205The distinct inputs A and Ł both hash to 3289118412. This systematic collision comes from charCodeAt(i)&0xff, not merely the generic possibility of a 32-bit collision. 206 207Source: `Janady13/seferim-core` at `1f05cd5640edf0a5fe93dc276a12a48db84fc702`, `src/seferim-core.js`. 208 209[Pinned source](https://github.com/Janady13/seferim-core/blob/1f05cd5640edf0a5fe93dc276a12a48db84fc702/src/seferim-core.js) · Local evidence: `checks/seferim_behavior_results.json` 210 211### F13 — Invalid meta-state dimensions silently propagate NaN 212 213**P1 validation · reproduced_original_js** 214 215MetaState({init:[0.1]}) followed by step produced 0 finite state values out of 16, instead of rejecting or padding the invalid state. 216 217Source: `Janady13/seferim-core` at `1f05cd5640edf0a5fe93dc276a12a48db84fc702`, `src/seferim-core.js`. 218 219[Pinned source](https://github.com/Janady13/seferim-core/blob/1f05cd5640edf0a5fe93dc276a12a48db84fc702/src/seferim-core.js) · Local evidence: `checks/seferim_behavior_results.json` 220 221### F14 — A sustained-input lattice strand is an undamped integrator 222 223**P2 stability review · reproduced_original_js** 224 225After 10000 steps of all-one input, strand zero has first coordinate 100.1000000000036 and L2 norm 400.4000000000144. Its learned weights saturate at 1. This demonstrates growth under sustained forcing, not a proof of failure under all workloads. 226 227Source: `Janady13/seferim-core` at `1f05cd5640edf0a5fe93dc276a12a48db84fc702`, `src/seferim-core.js`. 228 229[Pinned source](https://github.com/Janady13/seferim-core/blob/1f05cd5640edf0a5fe93dc276a12a48db84fc702/src/seferim-core.js) · Local evidence: `checks/seferim_behavior_results.json` 230 231### F15 — Legacy C++ and JavaScript normalization orders differ 232 233**P1 compatibility · audit_reexpression** 234 235For the recorded constant test input, a JavaScript re-expression of the inspected legacy C++ order differs from original JavaScript MetaState by max 0.0257372560. This is not native execution of legacy g16_core.cpp, and is distinct from the tested v2 headers. Preserve algorithms and versions separately. 236 237Source: `Janady13/seferim-core` at `1f05cd5640edf0a5fe93dc276a12a48db84fc702`, `src/seferim-core.js`. 238 239[Pinned source](https://github.com/Janady13/seferim-core/blob/1f05cd5640edf0a5fe93dc276a12a48db84fc702/src/seferim-core.js) · Local evidence: `checks/seferim_behavior_results.json` 240 241### F16 — Go knowledge graph drops embeddings from its restart cache 242 243**P1 restart · static_source** 244 245loadCaches selects node metadata but not embedding BLOBs. FindSimilar searches only cached nodes with nonempty embeddings; GetNode returns cached entries before querying the database. Existing stored embeddings can become unavailable to similarity search after restart until cache repopulation. The underlying BLOBs are not shown deleted. 246 247Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `seferim/knowledge_graph.go`. 248 249[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/seferim/knowledge_graph.go) 250 251### F17 — Database changes and in-memory graph caches diverge 252 253**P1 consistency · static_source** 254 255Existing-edge strengthening returns without updating cached edges. Confidence reinforcement/decay modifies SQL rows without updating cached node confidence. avgConfidence is computed during cache loading but not maintained by these update paths. 256 257Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `seferim/knowledge_graph.go`. 258 259[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/seferim/knowledge_graph.go) 260 261### F18 — Go graph and Bash learner review schemas conflict 262 263**P1 integration · minimal_schema_reproduction** 264 265When configured to share a database, both create repetition IF NOT EXISTS but expect different column names. Reduced in-memory SQL reproductions fail in both initialization orders: no such column repetition, or repetition_number. These tests do not open the historical database files. 266 267Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `seferim/active_learner.sh`. 268 269[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/seferim/active_learner.sh) · Local evidence: `checks/learner_integration_results.json` 270 271### F19 — Post-increment from zero can terminate the strict-mode learner 272 273**P1 control flow · minimal_bash_reproduction** 274 275The learner uses set -e and standalone ((ticks++)) / ((rep++)); arithmetic post-increment yields exit status 1 when the old value is zero. A minimal fresh Bash reproduction exits 1 before the following save marker. Exact effects depend on the calling conditional context; no full daemon was executed. 276 277Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `seferim/active_learner.sh`. 278 279[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/seferim/active_learner.sh) · Local evidence: `checks/learner_integration_results.json` 280 281### F20 — Remote titles are directly interpolated into SQL 282 283**P1 data validation · static_source** 284 285The learner inserts and selects Wikipedia titles through quoted SQL string concatenation without escaping or prepared parameters. An apostrophe can break a query; untrusted SQL content presents a security risk. No adversarial payload or live endpoint was tested. 286 287Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `seferim/active_learner.sh`. 288 289[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/seferim/active_learner.sh) 290 291### F21 — Active selection is implemented, but review success is simulated 292 293**P1 interpretation · static_source** 294 295UCB ranking and review scheduling are real code. Exploration retrieves a random Wikipedia title rather than the chosen topical article body; uncertainty reduction is an arithmetic update without new evidence; reinforcement uses random quality 3–5. These are not empirical tests of learned recall. 296 297Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `seferim/active_learner.sh`. 298 299[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/seferim/active_learner.sh) 300 301### F22 — Transformer Train returns loss without parameter learning 302 303**P1 learning integration · static_source** 304 305The inspected Train runs Forward and returns MSE; it does not compute gradients or call UpdateWeights. A separate UpdateWeights method accepts caller-supplied gradients. The routine alone does not implement training of the QKV/FFN parameters. 306 307Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `generator_core/pkg/generators/transformer/transformer.go`. 308 309[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/generator_core/pkg/generators/transformer/transformer.go) 310 311### F23 — Named transformer variants share an incomplete common path 312 313**P1 architecture fidelity · static_source** 314 315The inspected attention computes a full-dimension dot product rather than splitting heads. Constructors set flags such as causal, bidirectional or shifted_window, but the inspected Forward/attention path does not consume those flags. FFN weights use an index-based pattern. These named variants are not established equivalents of trained GPT/BERT/ViT/RWKV systems. 316 317Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `generator_core/pkg/generators/transformer/transformer.go`. 318 319[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/generator_core/pkg/generators/transformer/transformer.go) 320 321### F24 — AGC configuration and confidence bookkeeping need reconciliation 322 323**P1 API contract · static_source** 324 325Forward hardcodes dt=.1 and 10 steps rather than the provided Config values. Its active-generator list includes repeated IDs across integration steps. If no generator output is accepted, confidence divides by zero. The registry and weighted numeric aggregation are implemented; its counts are not evidence of 100 separately trained models. 326 327Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `generator_core/pkg/agc/core.go`. 328 329[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/generator_core/pkg/agc/core.go) 330 331### F25 — Rhiannon tolerance is unused and zero dimensions produce NaN 332 333**P2 optimizer contract · reproduced_native** 334 335Changing epsilon from 1e-12 to 1000 made no output difference for identical inputs. dim=0 yields a NaN error. Positive controls did converge to target .8 (RMSE 2.384185791015625e-7) and produced identical results for identical inputs. Custom harness, not the full GoogleTest executable. 336 337Source: `Janady13/rhiannon` at `df358362a21fdde4372dc6239573622aafe4835f`, `src/agents/two_way_engine.cpp`. 338 339[Pinned source](https://github.com/Janady13/rhiannon/blob/df358362a21fdde4372dc6239573622aafe4835f/src/agents/two_way_engine.cpp) · Local evidence: `checks/rhiannon_results.json` 340 341### F26 — Additional C++ frontend server has unchecked request parsing 342 343**P1 network hardening · static_source** 344 345The architecture branch httpd.cpp binds INADDR_ANY:8080, despite announcing localhost, and uses unbounded sscanf %s conversions into fixed-size method/path buffers without checking parsed fields. Do not expose this server in a restoration. Source reviewed only; no server or exploit was run. 346 347Source: `Janady13/ai-brain-core` at `365850e27004318edd582881225024026b118c2d`, `httpd.cpp`. 348 349[Pinned source](https://github.com/Janady13/ai-brain-core/blob/365850e27004318edd582881225024026b118c2d/httpd.cpp) 350 351### F27 — C++ persistence accepts malformed embedding BLOB sizes 352 353**P1 database validation · static_source** 354 355get_node_by_concept sizes its float vector as blob_size/sizeof(float) then memcpy copies blob_size bytes. A positive length not divisible by sizeof(float) can overrun the allocated buffer. Nullable text fields are also assigned without null checks. Static finding; no malformed real database was loaded. 356 357Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `mind_farm/include/persistence.hpp`. 358 359[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/mind_farm/include/persistence.hpp) 360 361### F28 — C++ persistence schema is broader than its implemented repository API 362 363**P2 persistence completeness · static_source** 364 365The schema declares learning_state, optimizer BLOBs, agent_state and repetition_schedule, but the inspected file implements repository classes for history, knowledge and metrics only. Declaring those other tables does not establish working optimizer/checkpoint restoration. Other integration files remain unaudited. 366 367Source: `Janady13/complete-agi-core` at `33aa84f2aa61cedbe010240ada7f4efbdfe795a7`, `mind_farm/include/persistence.hpp`. 368 369[Pinned source](https://github.com/Janady13/complete-agi-core/blob/33aa84f2aa61cedbe010240ada7f4efbdfe795a7/mind_farm/include/persistence.hpp) 370 371### C01 — Previous undeclared-err claim is retracted 372 373**CORRECTION · reproduced_build** 374 375The earlier source report incorrectly described err as undeclared in the Go indexer. fo, err := os.Create(*out) declares it in the enclosing function scope. The exact hash-verified original compiled successfully using Go 1.23.2 with network module retrieval disabled. Indexer was not executed. 376 377Source: `Janady13/seferim-agi-g16` at `393af96a270295f79582b2b2a77bb49dd1a9a990`, `tools/memory_indexer/main.go`. 378 379[Pinned source](https://github.com/Janady13/seferim-agi-g16/blob/393af96a270295f79582b2b2a77bb49dd1a9a990/tools/memory_indexer/main.go) · Local evidence: `checks/indexer-build.txt` 380 381## 8. Preservation and continuation order 382 383First preserve the complete-core main and improvement branch as separate immutable histories; the additional branch raises this repository's engineering priority. Preserve Seferim state files with their matching journals/sidecars, but do not roundtrip them through the defective serializer. Preserve the embedded Git backup separately. 384 385Then validate and repair only working copies: versioned binary-format boundaries/checksums and complete state fields; real peer transfer/acknowledgment before local deactivation; database schema/version coordination and restart cache loading; model-gradient wiring and test contracts; and finally the whole application builds and cross-language trajectory comparisons. No source was silently repaired in this scan. 386 387The next exhaustive stage is explicit: traverse every branch tree without truncation, retrieve every unique source/data object under authorization, compare every branch to its baseline, inspect relevant tags/releases/LFS/history, verify database payloads on isolated consistent copies, and run isolated complete builds with dependency provenance. Those tasks are recorded as pending rather than implied complete. 388 389## 9. Included exact original files 390 391| Selected original | Bytes | Git blob SHA-1 | 392|---|---:|---| 393| `seferim-core/src/seferim-core.js` | 18,155 | `f61062772e3874936b33c18ceec4f016a75a4d96` | 394| `seferim-core/test/run.js` | 4,883 | `a3bd70af082c28313358541f48f56d20943a6252` | 395| `seferim-agi-g16/tools/memory_indexer/main.go` | 3,633 | `20b2ce1181d49a2cbf2bc82da00bf25ba2349068` | 396| `seferim-agi-g16/include/g16_v2_types.h` | 7,007 | `e3ac3c9e9b99751fd131a37aa9bdb151b1505eec` | 397| `seferim-agi-g16/include/g16_v2_core.h` | 7,081 | `fb7cda3b28a8ed91a420285ebe762c213f157834` | 398| `seferim-agi-g16/tests/test_g16_v2.cpp` | 821 | `cfa73fb37407bb16b2359c4b084de6491de29abb` | 399| `seferim-agi-g16/include/seferim_binary.h` | 4,710 | `05f32b00126d0bb8c4668845728997b4a85e14c2` | 400| `rhiannon/include/agents/two_way_engine.hpp` | 1,600 | `3c1c510fa53ba62f6e5e10981b34f44efb761151` | 401| `rhiannon/src/agents/two_way_engine.cpp` | 2,790 | `dd4c3cf1a06a6a390e9be0ca220ba269d999ed4e` | 402| `rhiannon/include/agents/rhiannon.hpp` | 1,077 | `6c7c3507ca7877f6dfe10637b361298b3c455524` | 403 404Only these selected original files are copied into this artifact. Additional connected reads are documented but are not presented as byte-identical exported source files. SHA-256 checksums in `CHECKSUMS.sha256` cover the deliverable package; Git blob hashes preserve original-file provenance. 405 406## 10. Coverage gaps and negative results 407 408Full branch-content traversal, every commit/diff, binary database/WAL/journal integrity, release artifacts, LFS data, and full repository builds remain unverified. No original native MEGAMIND runtime equivalence has been established, and no model weights were validated. A name, branch, large file, counter, successful arithmetic test or database filename is not proof of that equivalence. 409 410Public clone attempts from the working runtime failed DNS. The connected GitHub reader remained available for authenticated selected text inspection, but no complete authenticated repository/binary export was established into this runtime. This limitation is not evidence that the files are missing from GitHub or inaccessible on Joseph's Mac. 411 412The user-supplied Netlify ZIP, existing manifests, prior inspection files, GitHub repositories and production systems were not altered. This report is a derivative audit and a preservation guide, not a backup of all recovered projects and not an automatic repair plan. 413