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---
phase: 02-foundation-configuration-sqlite-cas-runs-and-job-queue
plan: "07"
type: execute
wave: 6
depends_on: [02-06]
files_modified:
- src/jobs/process-supervisor.ts
- src/jobs/process-supervisor.test.ts
- src/jobs/job-worker.ts
- src/jobs/job-worker.test.ts
- test/integration/process-lifecycle.test.ts
a... | codex-hackathon | .planning/phases/02-foundation-configuration-sqlite-cas-runs-and-job-queue/02-07-PLAN.md | Markdown | 98dcec87d0319479c3dd1931bee58059f7c1a02438a83b00fa6770e5731a8d7b | 0 | 896 |
signal/timing/truncation, and unregister in finally. Keep platform-specific group handling capability-reported.</action>
<verify><automated>bun x vitest run src/jobs/process-supervisor.test.ts</automated></verify>
<done>The supervisor has one deterministic cleanup path and cannot accept command strings.</done>
</ta... | codex-hackathon | .planning/phases/02-foundation-configuration-sqlite-cas-runs-and-job-queue/02-07-PLAN.md | Markdown | 2a7b9362d263ae2c5d57483b15c2c2e3194f014814d34f62fa248dbd06ab1c80 | 1 | 667 |
---
phase: 02-foundation-configuration-sqlite-cas-runs-and-job-queue
plan: "08"
type: execute
wave: 5
depends_on: [02-02, 02-04, 02-05]
files_modified:
- src/storage/usage.ts
- src/storage/usage.test.ts
- src/storage/gc.ts
- src/storage/gc.test.ts
- test/integration/gc-storage.test.ts
autonomous: true
require... | codex-hackathon | .planning/phases/02-foundation-configuration-sqlite-cas-runs-and-job-queue/02-08-PLAN.md | Markdown | 33fe7ad6baf1cac6154a91e0437cca99c61f8a29a2e5a3ee65aacc04d2e11c06 | 0 | 896 |
.</action>
<verify><automated>bun x vitest run src/storage/usage.test.ts src/storage/gc.test.ts</automated></verify>
<done>Usage is deterministic and sweep cannot delete a referenced, new, changed, linked, or malformed object.</done>
</task>
<task type="auto" tdd="true" gate="REFACTOR">
<name>Task 3: REFACTOR — P... | codex-hackathon | .planning/phases/02-foundation-configuration-sqlite-cas-runs-and-job-queue/02-08-PLAN.md | Markdown | 49f40b45365af7053dc0db0e3fb764dd76bdcaa673e01bb4a1a62939650ca7e7 | 1 | 693 |
---
phase: 02-foundation-configuration-sqlite-cas-runs-and-job-queue
plan: "09"
type: execute
wave: 6
depends_on: [02-08]
files_modified:
- src/cli/gc.ts
- src/cli/gc.test.ts
- src/cli/main.ts
- src/cli/main.test.ts
- src/cli/command-tree.ts
- src/cli/command-tree.test.ts
- test/integration/gc-command.tes... | codex-hackathon | .planning/phases/02-foundation-configuration-sqlite-cas-runs-and-job-queue/02-09-PLAN.md | Markdown | 0cd6b2bf0787b77d500e20c285881c36436242ac7b4f270409d2b3835cdaf877 | 0 | 896 |
leaf, mark only that leaf implemented, and inject a thin handler through `runCli`. Resolve the owned root/catalog through established dependencies, call Plan 08 with dry-run unless the flag is present, and return a stable envelope without importing the brownfield UI graph.</action>
<verify><automated>bun x vitest run... | codex-hackathon | .planning/phases/02-foundation-configuration-sqlite-cas-runs-and-job-queue/02-09-PLAN.md | Markdown | 9a400620c24731a13104cafc631a8663cc54550bb7e57e366c6cd473e63a9ea3 | 1 | 735 |
# Phase 2: Foundation: configuration, SQLite, CAS, runs, and job queue - Context
**Gathered:** 2026-07-16
**Status:** Ready for planning
**Mode:** Auto-generated (pure infrastructure phase)
<domain>
## Phase Boundary
Establish the contained, durable foundation used by every later MLX workflow: validated configuratio... | codex-hackathon | .planning/phases/02-foundation-configuration-sqlite-cas-runs-and-job-queue/02-CONTEXT.md | Markdown | 3c4ae32ef0b1059c0b0a07bf01dd065516e824c50dc7c1264ed5fefb5971067b | 0 | 590 |
# Deferred Items
- `bun run check` remains red on pre-existing operator-owned files outside Plan 02-01, including `lib/discovery/validate/parse.test.ts`. The seven Plan 02-01 files pass a scoped Biome check, all 30 focused tests, and typecheck. No unrelated file was changed to repair the repository-wide baseline.
- Pl... | codex-hackathon | .planning/phases/02-foundation-configuration-sqlite-cas-runs-and-job-queue/deferred-items.md | Markdown | 3a475c93ec09f419258d1bb54af8dcb38b94ffd029e3c1a56fdabd446a7ca143 | 0 | 247 |
# Architecture Patterns
**Domain:** Local-first personal coding dataset, benchmark, and model pipeline
**Project:** MLX — the personal coding dataset and model pipeline
**Researched:** 2026-07-15
**Overall confidence:** HIGH for product boundaries and build order; MEDIUM for dependency-specific implementation details ... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | a75eff6ef760256e441ecb97010a160804b2095c13cc9a72a1b488b00bc0c005 | 0 | 896 |
--+ +------------+--------------------+
| |
+---------------+---------------+
|
v
+--------------+----------------+
| Downstream consumers |
| Persona... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | f263a92abfeb47771010596a04332d192551cf58d78a166abf348ad940fc6d1a | 1 | 896 |
definitions, exclusions, aggregation, population/as-of metadata | LLM inference, UI-specific formatting | Git, catalog, Parquet writer |
| `packages/evidence` | Immutable evidence extraction, task grouping, accepted-state components, provenance | Dataset split assignment, training serialization | Git/metrics, CAS, Parq... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | d3a2d64b4cc81faf7312d9dd16504b0d60810f676309825713a54f64532b57ca | 2 | 896 |
, benchmark | One row per `task_group_id`; computed before variant expansion and immutable within dataset version |
| `DatasetReleaseManifest` | Dataset orchestrator after Python validation | Training, benchmark, Studio, publish | Immutable versioned manifest with snapshot, schema, split, dedup, privacy, file checksums... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | 65f51892e97d58abfdaa914e9b6d37b702bf6c7e1fa5f0d718e938051844a09c | 3 | 896 |
, execute bounded tools, capture patch/trace, remove and reconcile |
| Immutable JSON manifests | Reproducibility and commit point for snapshots, runs, releases, experiments | High-volume analytics | Atomic write after referenced artifacts verify; never edit in place |
SQLite should store CAS digests and Parquet paths... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | 51ceee3e111c2dff90e419118dd0ccb295647810eaf6f9e8557bfa838c208d53 | 4 | 896 |
--------> blocked (dependency terminal failure)
```
`blocked` is derived or explicitly explained; it is not a silent terminal state. A run completes only after all required children are terminal and its manifest has been finalized.
### Claim and Lease Protocol
1. A worker opens a short write transaction, selects one... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | dbed179b973844ac02f2e8280668577a8a1859020c2ae63ba7630c8764abe6b2 | 5 | 896 |
| Contract tests and leakage corpus; private content blocked for unapproved endpoint |
| Process/check execution | Command injection, environment leakage, orphan processes, destructive scripts | `check_id` -> fixed executable/argv template, no shell interpolation, cwd containment, minimal env, timeout/output cap, proce... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | 9d8fce7df4fed6083a4a227e5b697bb15779f272541edf7d6202a07abcc8e6d4 | 6 | 896 |
acceptance tests before redirecting each command.
5. Relocate only synthetic, deterministic test assets to `fixtures/`; label old demo output `FIXTURE` or `REPLAY`, never `LIVE`.
6. Delete an old path only after its target replacement passes, no active entrypoint imports it, and its artifact disposition is recorded.
7.... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | 7ab637f6cd686a05eeffd0ff01500cf3b03beab8023293810aa178c907aacb9f | 7 | 896 |
| Collision test cannot overwrite unrelated executable; user-facing identity audit; stable commands exist and report pass/fail/skip honestly; replacement matrix covers all legacy entrypoints/artifacts | None |
| 2 | **Foundation: configuration, SQLite, CAS, runs, and job queue** | Typed config/root paths, storage packa... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | f598c57c207f32b073cf6186abd0ad1b1bd0123a68b1004bdd610d742cf0b7e6 | 8 | 896 |
contention, database growth, poor analytical scans, and unclear artifact integrity become coupled.
**Instead:** SQLite stores state and references; CAS stores bytes; Parquet stores facts.
### Two Schema Authorities
**What:** Hand-maintain unrelated TypeScript types, Python Features, and JSON schema definitions.
**W... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | dc9b0f69f3ba56119c287d1f701ad65330f3f114f0ba34b267b314ae211b9f25 | 9 | 896 |
`Json()` and multi-config repository metadata with a real local load test.
- **Phase 6:** Define the initial check registry and macOS process-group cleanup semantics before accepting repository execution.
- **Phase 7:** Inspect installed MLX-LM help and model cards at execution time; no remembered flag set is an archit... | codex-hackathon | .planning/research/ARCHITECTURE.md | Markdown | 842c3d2acd963b9ab738e50119572e4b10c1b0306e524d40b8ffb51c7e1c53b2 | 10 | 637 |
# Feature Landscape
**Domain:** Local-first personal coding evidence, dataset, preference, benchmark, training, and presentation pipeline
**Product:** MLX — the personal coding dataset and model pipeline
**Researched:** 2026-07-15
**Overall confidence:** HIGH for required product capabilities; MEDIUM for current exter... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 82ba2ecc01007e4d51a15abcff6cc7818e5e12553a0d9c4a016dfdf265cec11b | 0 | 896 |
dataset validation, benchmark smoke, Studio build, and capability-gated Apple Silicon checks provide repeatable acceptance rather than ad hoc demos. | Med | Script naming; fixture strategy | **Partial** — test/typecheck/check exist; required integration, Studio, dataset, benchmark, and local acceptance scripts are abse... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 3231aaaac4b29db1e21aaf714320f5ea5aab03bf43e294c78289159ba9860be2 | 1 | 896 |
pruned updates, immutable snapshot IDs, interruption recovery, and no content written into the application repository. | High | Explicit selection; jobs; contained paths | **Missing** | PS §§7, 8.2, 28.3, 29 |
| Identity normalization with coverage reporting | Names, emails, GitHub noreply addresses, `.mailmap`, co-aut... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 82f47ade92f957d2c3180bce78135ee5e1760a8fee6f7c669277bebcc96a1cf1 | 2 | 896 |
local unless cross-repository evidence supports promotion. | High | Evidence; quality tiers; split policy | **Missing** | PS §17, §28.4; BS §§2.3, 3 |
| Prompt-ready and machine-readable profile artifacts | Each snapshot emits `developer_profile.json` as the evidence graph and `DEVELOPER_PROFILE.md` as a concise profil... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 814535bad146728f636983cfcf2e2ced66ee1f586cd6e6980aaf15140e67f51c | 3 | 896 |
29; DC §§4.10-4.11, 13-14; RR "Croissant metadata" |
| Derived training and evaluation exports | Canonical data compiles deterministically to MLX-LM train/valid/test JSONL, TRL SFT/preference views, and LightEval-compatible data. Exports record source fingerprint, chat template, token estimates, truncation, and prefix-... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 2c6ad2e39afb5daab3ce6a8d42c6c14c226c1eb0c2539dbff0110dad771bde13 | 4 | 896 |
----------|---------------------|
| Version-compatible MLX-LM preflight | The operator inspects installed `mlx_lm.lora --help`, model/chat-template/tool compatibility, disk and memory headroom, and records exact software/hardware versions rather than assuming remembered flags. | Med | Derived MLX-LM export; model acqui... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 6964b009880a5dfa8647e1567f10b4d3eb885d223b9344b3c08a6e0d8ac505e4 | 5 | 896 |
and datasets. Secret/PII/license/policy scans, redaction, exact upload preview, checksums/signatures, explicit `--push`/`--publish`, and confirmation precede any Hub or provider egress. | High | Catalog policy; evidence/dataset provenance | **Missing** — local model calls are local by default, but the complete scanner,... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 9a4d9d89899214ee4b8bd07d629eeb26229699aa0488248f34517c4d7f6ac32a | 6 | 896 |
§§10, 27, 29; DC §§2, 14; BS §7 |
| Honest local presentation of private evidence | A polished offline Studio can show real private work without uploading it, and its explicit data-origin labels prevent replay or fixtures from overstating event progress. | High | Studio; privacy; run manifests | **Missing** | PS §§3.2,... | codex-hackathon | .planning/research/FEATURES.md | Markdown | bb0c7753e0f6ad5051f4dba57e10e751c75f4837b9ce19535f390ddd02346991 | 7 | 896 |
metrics, traces, datasets, or adapters can leave the machine without informed review. | Local-private defaults, scanners, exact egress preview, explicit action, confirmation, and provider policy. | PS §§4.2, 26; DC §12 |
| Random row splitting or sibling variants across splits | Near-identical examples and shared sourc... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 1cfcca9027d1831a1f0de73768004579889343b1a6bd45846db32f5937bf748a | 8 | 896 |
| Giant root modules or UI-owned orchestration | Duplicated stage logic and hidden artifact coupling make recovery, testing, and migration unsafe. | Use explicit typed package boundaries and shared non-UI orchestration. | PS §6; CB "Anti-Patterns" |
## Feature Dependencies
```text
Boundary 1 identity + migration base... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 19e4220bb0515377167a4f591488cbf1b0f1a52dadfc9e97b32c9364881c7d99 | 9 | 896 |
30; BS §10 |
| Paired comparison | E4B base versus E4B base+profile with sample-level results, visible checks, and confidence intervals. | PS §30; BS §§6, 10 |
| Live execution with fallback | One genuine live task execution plus deterministic replay fallback. | BS §10 |
| Optional tuning result | Tuned E2B or E4B may ... | codex-hackathon | .planning/research/FEATURES.md | Markdown | 1e9c66357a458dd00aa04113ba81c6004b07ca4a5f11a6f9ef2a27d0b9664299 | 10 | 896 |
and reinforced by dependency analysis. |
| Event success floor | HIGH | Explicit in PS §30 and BS §10; kept separate from project completion. |
| Brownfield status | HIGH | Cross-checked against the current architecture map, file inventory, package scripts, and targeted repository search. |
| Hugging Face/MLX-LM ecosys... | codex-hackathon | .planning/research/FEATURES.md | Markdown | f4414e43cada1a5080bc288ca6bb2f2d71f06dbd77edb65472eb9b6cfced6dce | 11 | 225 |
# Domain Pitfalls
**Domain:** Local-first personal coding evidence, dataset, benchmark, and model pipeline
**Project:** MLX — the personal coding dataset and model pipeline
**Researched:** 2026-07-15
**Overall confidence:** HIGH for contract-specific risks; MEDIUM for dependency/runtime details that must be rechecked ... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 990a3f31165e3e792451b3a697b1c4005c5773d4c4f19b2394740cc35817fdd0 | 0 | 896 |
scan. Never overwrite an unrelated executable without operator action.
**Recovery and verification:** Remove only the link or binary installed by this project, restore the pre-install path entry if recorded, and rerun doctor from a clean shell. Verify both collision and no-collision fixtures and scan built artifacts, ... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | e86bfd550a3df8f7e0d42784c81782f7817868d12f214bff1e27e6db433fe459 | 1 | 896 |
-coded to `main`; metric records omit source SHA and Git version/options; merge and non-merge counts do not reconcile; `--numstat` hyphens enter arithmetic; rename-heavy commits double count paths; `.mailmap` coverage and unmatched identities are hidden; blame output is labeled “all lines written.”
**Prevention:** Use... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 0444a5fb09bfaddec04bacf26755331ec7b12b015358fe2bee5a4537808243ab | 2 | 896 |
worktrees; P7 model outputs; P8 final security audit.
### 8. Content addressing is implemented as hash-shaped filenames without integrity
**What goes wrong:** CAS objects are written non-atomically, trusted by pathname without rehashing, collected while referenced, or hashed with ambiguous serialization.
**Why it ha... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | f8d37bf78462f06c3a6b2add2cfaf5e1bb62d3d96518126e1a35ea23cba4715e | 3 | 896 |
cancellation and bounded retry categories; capture process groups and exit codes.
**Recovery and verification:** Reap expired leases on startup, prove output identity before reuse, clean orphan processes/worktrees, reconcile job events with final manifests, and fault-inject crashes at claim, checkpoint, side-effect, c... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | a872c565de278096330b7ba544421671e11583bbac77a83371473f5e80ea1e4f | 4 | 896 |
retain base/head/parents and source refs, append new derivations, and require complete provenance before a record can exceed Q1.
**Recovery and verification:** Re-extract from the pinned mirror snapshot, compare deterministic fields, supersede rather than mutate bad evidence, and demote any record whose complete linea... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 0b707e095346acf56937ddf4d855e532ded187bccc1f26fa095676f46bd56ce6 | 5 | 896 |
define null/empty/timestamp/float behavior, and keep training exports as deterministic views. Schema changes require compatibility classification and release-version changes.
**Recovery and verification:** Reject the release, migrate into a new immutable dataset version, validate every config/split and edge-case fixtu... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 13c485009167a6e3da9a58edf0f1bf88ddc6bc36e057b48b63786a9a23c40f95 | 6 | 896 |
.
**Warning signs:** Scans apply only to Parquet; logs include environment or subprocess command lines; raw traces are considered public after pseudonymizing repository IDs; `public_demo` shares source paths/text; cloud endpoints are configurable without egress classification; fixture bundles are not scanned.
**Preve... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 0403b614988d295ccd9694081e673b3c659fbbc857892d0df933afffe0d9ea32 | 7 | 896 |
the reference patch/future commit, writes outside the disposable worktree, invokes arbitrary shell through a check, inherits secrets, accesses the network, or mutates the mirror/shared cache.
**Why it happens:** Tool names are fixed, but their host implementations accept raw paths, shell strings, ambient environment, ... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | cc80229813e755d836cbc855f8a6924082efda1f60bfb25061b22538572f161b | 8 | 896 |
## 25. Benchmark statistics turn noise into a win claim
**What goes wrong:** Tiny differences on 20-50 tasks are shown without paired uncertainty, failed/missing tasks are omitted, aggregate composites hide execution regressions, or repeated comparisons are cherry-picked.
**Why it happens:** A single percentage or pr... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 920e87e6e5fc22a0bdc45d68728603ce1aceb125e9ae13e7a1506578a7a6a0d0 | 9 | 896 |
reported as Apple Silicon MLX acceptance
**What goes wrong:** Mock subprocesses, Linux CI, fixture logs, or an E2B-only run are described as proof that E4B QLoRA, checkpoint/resume, adapter inference, memory, and throughput work on the target M4 Pro.
**Why it happens:** Hardware runs are expensive and event pressure ... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 8c3864a0a0593e4b591f622dad547859d29e4d53c6559f1e62faa5f8ddb9ae8e | 10 | 896 |
verification:** Stop the server, inspect exposure window/logs, rotate any exposed credentials, and test network reachability from non-loopback interfaces before restart.
**Owning phases:** P8 for Studio/API; P6/P7 for model endpoints.
### 31. Event success floor is upgraded into a project completion claim
**What goe... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 267a0989702e0521f104b8e8a629d12d293e60379a415b789aaf73ddf0aa979b | 11 | 896 |
**Owning phases:** P1 baseline; P5 HF toolchain; P7 MLX-LM; P8 reproducibility audit.
### 4. LLM retry policy hides systematic semantic failures
**What goes wrong:** Bounded semantic workers repeatedly regenerate until schema/leakage/quality checks pass, biasing the retained corpus while losing failure evidence.
**W... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 15245fca6b55fd08c9353af8a662acc3ae4c6cb3feb646cbc5fbe3d05c536d8e | 12 | 896 |
percentages and abbreviated counts no longer sum or match downloadable data.
**Prevention:** Preserve exact values in APIs/artifacts, state denominators, and round only at the final display layer with an “other/rounding” explanation.
**Owning phases:** P3 and P8.
### 2. Pseudonymous repository IDs are unstable
**Wh... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 1b13d3b9f7326c36ae3e11cb5c68ddec8f2b0a155a2ca699bb72cc0ad6f05089 | 13 | 896 |
leased jobs, crash/process recovery | Upgrade/interruption tests; CAS closure/hash audit; lease race/fault injection; WAL/disk-full recovery; no writes outside roots |
| P3 | Explicit authorization, complete paginated inventory, mirror recovery, identity coverage, exact Git metric definitions and exclusions | Synthetic... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 4a4e7617fbd8c4f07ffe660ab37c44a3983a3914d34df5d63a8068b90664af41 | 14 | 896 |
structure: https://huggingface.co/docs/datasets/en/repository_structure
- Hugging Face Datasets loading: https://huggingface.co/docs/datasets/en/package_reference/loading_methods
- Hugging Face dataset cards and upload guidance: https://huggingface.co/docs/hub/en/datasets-cards and https://huggingface.co/docs/hub/en/da... | codex-hackathon | .planning/research/PITFALLS.md | Markdown | 7730006132bb8afb158da3334ad97fc9980d8448c32f463ddf8be4d425eceab2 | 15 | 591 |
# Technology Stack
**Project:** MLX — the personal coding dataset and model pipeline
**Research type:** Subsequent/brownfield stack research
**Researched:** 2026-07-15
**Overall confidence:** MEDIUM-HIGH
## Executive Recommendation
Build the target as two deliberately separate planes:
1. **Bun/TypeScript control pl... | codex-hackathon | .planning/research/STACK.md | Markdown | c670afb21c71a8f7a5de9b91482ef81089203565c9879cd9ac4d1de2e6010ee2 | 0 | 896 |
one catalog owner/write connection and expose reads through the local API. See the mandatory WAL gate below. | MEDIUM |
| Numbered SQL migrations | Repository-owned | Database evolution | Prefer explicit `migrations/NNNN_name.sql` plus a migration ledger and checksum over an ORM-generated mutable schema. Test fresh ins... | codex-hackathon | .planning/research/STACK.md | Markdown | 2d051255a6114f0983f27c43dd651a88bff4256e4ff79adfe9cf6940649069b5 | 1 | 896 |
every shard schema and metadata. | HIGH |
| `polars` | 1.42.1 | Lazy deterministic transforms and aggregations | Use `scan_parquet` and lazy expressions for evidence/metrics tables. Do not let Polars infer the canonical HF nested schema. | HIGH |
| `duckdb` | 1.5.4 | Analytical SQL and cross-artifact audits | Use read-... | codex-hackathon | .planning/research/STACK.md | Markdown | f57935e67345f7f9321b0e0b4df79d3c34e5e4ee5ee3b3a69aa314585874dba7 | 2 | 896 |
runtime | Pin the upstream-paired minimum instead of silently accepting MLX 0.32.0. Move the pair together only after memory, checkpoint/resume, adapter load, and generation acceptance. | MEDIUM |
| Transformers | Locked compatible 5.x (current 5.14.0) | Tokenizer/chat template/model metadata | Let uv lock an exact 5.x... | codex-hackathon | .planning/research/STACK.md | Markdown | 79325b599934b726578ef6ec0846a79565d726783372eb7fb8e8663f13ba88e5 | 3 | 896 |
/config and scanner version; preserve finding class and redacted location. Never log matched secret values. | HIGH |
| Presidio Analyzer | 2.2.363, optional | Local PII candidate detection | Combine with deterministic email/path/account rules and operator review. Treat it as a candidate detector, not proof that a relea... | codex-hackathon | .planning/research/STACK.md | Markdown | b78e7bd5f99864dcb5c9aa2fea0c4fe3776c09a2d14563c08efde71f508334a5 | 4 | 896 |
version").get())'
# Locked installs
bun install --frozen-lockfile
uv --version
uv python find 3.13
uv lock --check
uv sync --locked
# Python package matrix
uv run python -c 'import importlib.metadata as m; print({p:m.version(p) for p in ["datasets","pyarrow","polars","duckdb","huggingface-hub","jsonschema"]})'
# Ins... | codex-hackathon | .planning/research/STACK.md | Markdown | a929678b123787e6647d1be9455c0a95f00467d3430441b050ae5362ba831504 | 5 | 896 |
a public application platform. Add a framework only if routing complexity becomes real. |
| Studio | React + Vite | Next.js/Electron | No SSR, cloud deployment, or desktop packaging requirement justifies the extra runtime. Browser plus loopback service is smaller and easier to audit. |
| Repository metadata | `gh api` ... | codex-hackathon | .planning/research/STACK.md | Markdown | 3cc0886ebe8598edee1d0975858e61d687e0219b3ca7b32308bbbadbd32b1652 | 6 | 896 |
| Replace | Implement the fixed host tools from the contract and an allowlisted check registry. Preserve useful schema validation/fuzz patterns. |
| Existing `data/` runtime paths | Replace | Move state under `MLX_HOME`; add CAS, manifests, retention, and tests proving no writes escape configured roots. |
| Training sh... | codex-hackathon | .planning/research/STACK.md | Markdown | 39e9d0430255d1d9944ef17dd95158bdec852315195565da11f25c50063259c5 | 7 | 896 |
-client conflict. Value at personal-corpus scale remains unproven, so defer. |
| PII scanning | MEDIUM | Gitleaks is strong for secrets; general PII detection needs policy-specific deterministic rules, optional Presidio, and operator review. |
## Roadmap Consequences
The stack implies this order:
1. Pin identity/too... | codex-hackathon | .planning/research/STACK.md | Markdown | 75716cc8733381a119f2fe38099246702144f40b4e07ec5688c33fe169c5fa1a | 8 | 896 |
-hub/1.23.0/)
- [Hugging Face Hub CLI reference](https://huggingface.co/docs/huggingface_hub/en/package_reference/cli)
- [TRL dataset formats](https://huggingface.co/docs/trl/en/dataset_formats)
- [MLCommons Croissant](https://mlcommons.org/working-groups/data/croissant/)
- [DataTrove 0.9.0 package metadata](https://py... | codex-hackathon | .planning/research/STACK.md | Markdown | 3c8e3cd174e121e3eb3761ae143631bf2f80bbf05953da41edd0f57c65f2998f | 9 | 489 |
# Project Research Summary
**Project:** MLX — the personal coding dataset and model pipeline
**Domain:** Local-first personal coding evidence, dataset, benchmark, training, and presentation pipeline
**Researched:** 2026-07-15
**Confidence:** HIGH for product boundaries and architecture; MEDIUM-HIGH for the pinned impl... | codex-hackathon | .planning/research/SUMMARY.md | Markdown | e46e9a53a50977226ed273d0e233a0119f36ed6e4d9dce05c1b334e4ca3b5fd9 | 0 | 896 |
*`bun:sqlite` + numbered SQL migrations:** operational catalog for repositories, identities, snapshots, jobs, leases, runs, and artifact references; require foreign keys, WAL, bounded busy handling, short transactions, and the runtime ownership gate.
- **SHA-256 CAS:** immutable blobs, patches, traces, reports, and lar... | codex-hackathon | .planning/research/SUMMARY.md | Markdown | 67b8898f594178bb0f1d0316736e51e296787c8eea79c2fcd069cc0e8b579bb7 | 1 | 896 |
versus base-plus-profile versus tuned versus tuned-plus-profile comparisons that isolate prompting gain from tuning gain.
- End-to-end lineage from authorized repository snapshot through evidence, split, dataset, export, model, benchmark, and Studio result.
- A useful dataset/profile/benchmark product even when no trai... | codex-hackathon | .planning/research/SUMMARY.md | Markdown | f010f7845b2abc2950b693fc86d137f0c5d8776f33d2043cc7e45879c0a5c74a | 2 | 896 |
for merges, reverts, renames, binaries, and blame.
4. **Filesystem, catalog, or execution escape** — centralize containment, reject traversal/symlink/archive attacks, keep catalog transactions short, use fenced job attempts, and execute only reviewed checks in disposable worktrees.
5. **Leaky or irreproducible datasets... | codex-hackathon | .planning/research/SUMMARY.md | Markdown | 5028394762e66848ddca2b1032de03bbdafadf6a6910320be986be53c033357c | 3 | 896 |
/vendor inflation, and blame mislabeled as total authorship.
**Exit boundary:** Unselected repositories are never cloned; pagination and permission gaps are visible; interrupted mirror updates recover; fixture metrics reconcile exactly with documented populations, exclusions, and timestamps.
### Phase 4: Evidence Extr... | codex-hackathon | .planning/research/SUMMARY.md | Markdown | c968d17a48f8cc2f7159dcc095a67972f123119114dddfcdd811f78cd21239e7 | 4 | 896 |
-LM exports, real M4 Pro acceptance, experiment lineage, and separation of prompting versus tuning gain.
**Avoids:** Remembered MLX-LM flags, incompatible templates/masks, unsupervised intermediate tool actions, silent dependency drift, unpaired comparisons, and capability skips reported as passes.
**Exit boundary:** S... | codex-hackathon | .planning/research/SUMMARY.md | Markdown | 22241b418a430e2dc81f9342844d92ec38de883e4be13394c8fd791f6fd25272 | 5 | 896 |
.
- **Phase 3:** Freeze current GitHub GraphQL/REST queries, authentication scopes, pagination, rate-limit behavior, Git option semantics, and fixed tool versions against official interfaces and fixtures.
- **Phase 5:** Resolve and lock the complete Python dependency graph; re-run explicit nested Features, multi-config... | codex-hackathon | .planning/research/SUMMARY.md | Markdown | d143bd9c6896321b3c52a27dfda55dc44869f69e3cbbf66ad97af90862eb22b6 | 6 | 896 |
`](../../docs/MLX_PROJECT_SPEC.md) — product principles, architecture, storage, required features, eight independent roadmap boundaries, full definition of done, and event success floor.
- [`docs/MLX_DATASET_CONTRACT.md`](../../docs/MLX_DATASET_CONTRACT.md) — canonical schemas, configs, task groups, quality, deduplicat... | codex-hackathon | .planning/research/SUMMARY.md | Markdown | c5526dbc26f938535b06205cda41cca94329e630efcf11590a3e0bb16d84a7a9 | 7 | 670 |
{
"tools": [
{
"type": "function",
"function": {
"name": "supabase_rls_policy_template",
"description": "Emit a Supabase RLS policy DDL template for a given table, role, and operation.",
"parameters": {
"type": "object",
"properties": {
"tableNam... | codex-hackathon | data/adapter-tools.fallback.json | JSON | 6388fa1d6213e7d790babbfdb9f82341918f0219b7945d490b53bc184dc621ad | 0 | 896 |
]
},
"value": {}
},
"required": [
"column",
"op",
"value"
],
"additionalProperties": false
}
}
},
"required": [
... | codex-hackathon | data/adapter-tools.fallback.json | JSON | 8643ad54d3801f50f4ab86b0d5f70b4152aa59071d49c42706ed6ddcb279534d | 1 | 896 |
type": "string"
},
"userId": {
"type": "string"
},
"filename": {
"type": "string"
}
},
"required": [
"bucket",
"userId",
"filename"
],
"additionalProperties... | codex-hackathon | data/adapter-tools.fallback.json | JSON | 1c479c8cc93fa81aea6f105df75ff64e4ab61507142d9c8a4a20374d914c415e | 2 | 896 |
lowercase letter and contain only a-z, 0-9, hyphens, underscores"
}
},
{
"userPrompt": "Validate empty edge function name.",
"call": {
"name": "supabase_edge_function_name_validator",
"arguments": {
"name": ""
... | codex-hackathon | data/adapter-tools.fallback.json | JSON | 5a3ca6559c284a9743eeeeed9aa473fc45ae2168f4649b1cff8e23f4668be144 | 3 | 896 |
[^:\\/]+)(?::(\\d+))?\\/(.+)$/.exec(url); if (!m) return { host: '', port: 5432, database: '', user: '' }; return { host: m[3] || '', port: m[4] ? Number(m[4]) : 5432, database: m[5] || '', user: m[1] || '' }; }",
"requiresNetwork": false,
"trajectories": [
{
"userPrompt": "Parse p... | codex-hackathon | data/adapter-tools.fallback.json | JSON | 54414c5ccbbcfb88f9ce454863f751c82fa9f5e2d034c88f878fecbb567f3fb3 | 4 | 896 |
[i + 2] !== '=') out += String.fromCharCode((n >> 8) & 255); if (b[i + 3] !== '=') out += String.fromCharCode(n & 255); } try { var obj = JSON.parse(out); return { sub: typeof obj.sub === 'string' ? obj.sub : null, role: typeof obj.role === 'string' ? obj.role : null, exp: typeof obj.exp === 'number' ? obj.exp : null }... | codex-hackathon | data/adapter-tools.fallback.json | JSON | 6b35e736eca8cbd37f46ec97f5fa2cd443230f773186220cbbfeb25e9b13aca7 | 5 | 896 |
.",
"call": {
"name": "supabase_migration_filename",
"arguments": {
"timestampMs": 1700000000000,
"description": "Add users table"
}
},
"result": {
"filename": "20231114221320_add_users_table.sql"... | codex-hackathon | data/adapter-tools.fallback.json | JSON | 80d9dcbfb01fe4f210e4fbb81ed0a4c2e4f0e6cbf0ed0d1716f37887bb8c6ba1 | 6 | 325 |
{
"chunks": [
{
"id": "llms.txt#0000",
"source": "llms",
"text": "Row Level Security (RLS) lets you restrict which rows a given user can read or modify. You enable RLS on a table by running ALTER TABLE your_table ENABLE ROW LEVEL SECURITY. Once enabled, all queries are filtered through policies ... | codex-hackathon | data/corpus.json | JSON | de1628ab2a258acf4fa58640148ae2b943ffd9c35ef378b31fb9720073bca4e0 | 0 | 896 |
let you deploy server-side TypeScript on Deno at the edge. Each function exports a default handler receiving a Request and returning a Response. You deploy with supabase functions deploy my-function. Edge Functions access your database through the service role key, bypassing RLS for admin operations. You set secrets us... | codex-hackathon | data/corpus.json | JSON | 5621056f72b98fb7125c8e926fcacdf33e16554260161a666b25e7230e56160d | 2 | 402 |
# MLX PersonalBench Specification
## 1. Purpose
MLX PersonalBench measures whether a model has learned transferable engineering behavior from the MLX dataset rather than memorizing source files.
The benchmark compares models on the same tasks, tools, context budget, step budget, checks, and hardware policy.
---
##... | codex-hackathon | docs/MLX_BENCHMARK_SPEC.md | Markdown | 7d3c20ee5d3d7b5d369e7811a5e2d8ea7297e090a43256b9e95cd0375db7dd99 | 0 | 896 |
version,
- tool and prompt versions,
- hardware/software versions,
- seed and sampling parameters,
- check registry,
- full observable trace,
- score breakdown.
Run a contamination/leakage audit before publishing results.
---
## 8. Hugging Face and LightEval integration
- Store benchmark tasks in the dataset `bench... | codex-hackathon | docs/MLX_BENCHMARK_SPEC.md | Markdown | 2832ca9834e9d34bbdab9395b0b0df4611cb6f9c4ad0fac2e595744fe817b4fa | 1 | 274 |
# MLX Hugging Face Dataset Contract
**Purpose:** Define the canonical schemas, configs, quality gates, split rules, and release artifacts for the MLX personal coding dataset.
---
## 1. Design goals
The dataset must be:
- useful through Hugging Face `datasets` without custom loading code,
- queryable as Parquet/Arr... | codex-hackathon | docs/MLX_DATASET_CONTRACT.md | Markdown | 86b0796590050bfd9e48d7e7e4eaddfeb9d1d102d62932a243f51a99c334a00a | 0 | 896 |
.
### 4.6 `preference`
```text
id: string
task_group_id: string
prompt: Json
chosen: Json
rejected: Json
preference_source: string
chosen_verification: Json
rejected_verification: Json
metadata: Json
```
### 4.7 `benchmark`
```text
task_id: string
task_group_id: string
suite: string
repository_id: string
base_sha: ... | codex-hackathon | docs/MLX_DATASET_CONTRACT.md | Markdown | b2fd9a55b94ba28a1074a2df3b4408cc8968982f28b7340b942b3762def098c0 | 1 | 896 |
-change state and grounded task information.
Target may be:
- accepted patch,
- final assistant response,
- or a verified alternative patch.
Reject when:
- target diff appears in prompt,
- task cannot be inferred without future information,
- change is generated/vendor/format-only,
- patch is incoherently large,
- ... | codex-hackathon | docs/MLX_DATASET_CONTRACT.md | Markdown | b1fa72179b7b8b2a0e6d29a7013be21e9e6000a7a3172b48dc8402bbd29ba34c | 2 | 896 |
only
private-hub
metadata-only
public-samples-approved
excluded
```
The dataset card must describe source rights and limitations. Do not imply that private source code is redistributable.
Before upload:
- secret scan,
- PII scan,
- source visibility check,
- license/policy check,
- exact upload preview,
- explicit c... | codex-hackathon | docs/MLX_DATASET_CONTRACT.md | Markdown | a614fd656ba863ff20ea9bf37bbfdf10afc0b066dfc766c0b27677cfa75a94f7 | 3 | 342 |
# MLX Event Fast Track — July 16, 2026
This is an honest presentation slice, not a replacement for the full project roadmap.
## Goal
Demonstrate that MLX can turn real GitHub history into:
1. accurate engineering metrics,
2. an evidence-backed coding preference profile,
3. a Hugging Face-native dataset,
4. and a he... | codex-hackathon | docs/MLX_EVENT_FAST_TRACK.md | Markdown | 817e5e6ada20fd52669e2520a4473fe55b7205e21c959febe73f3a990a4d12c1 | 0 | 505 |
# MLX Presentation Runbook
## Stage narrative
### Act 1 — My GitHub DNA
Show:
- selected repository count,
- public/private/internal mix without private names,
- authored commits,
- additions/deletions/churn,
- current SLOC,
- surviving attributed lines,
- languages over time,
- active days.
Explain that each metr... | codex-hackathon | docs/MLX_PRESENTATION_RUNBOOK.md | Markdown | 8cd5dff9543509dc4e35ba47793cc39381acdcd1e49b5b11a022de542ef3084a | 0 | 490 |
# MLX — Project and Acceptance Specification
**Status:** Authoritative product contract
**Target machine:** Apple M4 Pro, 24 GB unified memory
**Primary event date:** July 16, 2026
**Product:** MLX — the personal coding dataset and model pipeline
**CLI:** `mlx`
**Local state:** `~/.mlx` or `MLX_HOME`
---
#... | codex-hackathon | docs/MLX_PROJECT_SPEC.md | Markdown | 648b2e605a716d7a9d3fda5218592e3f4cc77ecb87e41c75f7a46ca59bc13ff5 | 0 | 896 |
not collect hidden model chain-of-thought.
- Do not execute arbitrary model-generated shell commands.
- Do not claim the tuned model is better without paired, held-out evidence.
- Do not optimize exclusively for reproducing whitespace or formatting.
- Do not require the iPhone deployment path from the earlier project.
... | codex-hackathon | docs/MLX_PROJECT_SPEC.md | Markdown | 5c590c3532376b4b8a813ed3cc90d21e836fa61616b7ca18a5b89a010ba5db1f | 1 | 896 |
merge authored commits,
- merge commits,
- co-authored commits,
- commits by repository/language/year/month,
- active days,
- longest activity streak,
- time-of-day and day-of-week distribution,
- median and percentile patch size,
- files changed,
- additions, deletions, net change, and churn.
Definitions:
```text
ne... | codex-hackathon | docs/MLX_PROJECT_SPEC.md | Markdown | 709918e190ad2b327f4388f5704c99bbe7e4d7afc14946b68ed5e3ab2d171783 | 2 | 896 |
- **Intent Reconstructor** — converts issue/PR/commit evidence into a clean task statement without leaking the target implementation.
- **Context Selector** — chooses a minimal sufficient pre-change file/symbol context.
- **Preference Miner** — proposes preference claims with support and counter-evidence.
- **Trajector... | codex-hackathon | docs/MLX_PROJECT_SPEC.md | Markdown | 2d167ef71a04d8a96544992e574437445128091bda7a54bf46f91916e52d9476 | 3 | 896 |
selected training repositories, reserve the latest meaningful history segment for evaluation. Compute the cutoff per repository and record it.
### 16.3 Whole-repository holdout
Reserve complete repositories stratified by language, framework, size, and importance. These repositories must contribute no source content o... | codex-hackathon | docs/MLX_PROJECT_SPEC.md | Markdown | 6fbd456540494eda8c0cfd0bd09e66aba54dc60a6b95643bd76e51d8c0231b5e | 4 | 896 |
must not be sent to cloud APIs without explicit sanitization and approval.
Primary benchmark categories:
- repository task execution,
- localization/navigation,
- style/preference choice,
- whole-repository generalization,
- temporal/future generalization.
Report task-level outputs, not only aggregate scores.
---
... | codex-hackathon | docs/MLX_PROJECT_SPEC.md | Markdown | fbf13acb956816c28c2c312ce212e88b9ec7b6a20fdf495d606e36ab3d6817ce | 5 | 896 |
and export,
- PII scanning and configurable redaction,
- repository visibility propagation,
- path traversal and symlink escape tests,
- shell argument safety,
- archive extraction safety,
- no raw credentials in logs,
- no private content in fixture bundles,
- explicit egress policy for teacher or judge providers,
- l... | codex-hackathon | docs/MLX_PROJECT_SPEC.md | Markdown | 0ab4f90877ccbeba40309945eef5d47c01f965cc36e7cb8eb2b831523de5d564 | 6 | 816 |
# MLX Research Rationale
This document records the reasoning behind the dataset-first architecture. Implementation agents must re-check installed versions and current official documentation before pinning dependencies or command-line flags.
## Hugging Face Datasets
- Hugging Face Datasets is Arrow-backed and designe... | codex-hackathon | docs/MLX_RESEARCH_RATIONALE.md | Markdown | eff45876c0360bcdce62eac8bf538f946ae6bd8dcc4003eabd84a512aa084aa4 | 0 | 896 |
not a success criterion.
## Research sources reviewed on July 15, 2026
Primary documentation:
- Hugging Face Datasets documentation: https://huggingface.co/docs/datasets/en/index
- Hugging Face dataset upload decision guide: https://huggingface.co/docs/hub/en/datasets-upload-guide-llm
- Hugging Face dataset cards: h... | codex-hackathon | docs/MLX_RESEARCH_RATIONALE.md | Markdown | da581141761255027b0693f953855145333c4ed592e491b5ca0a0aad612beff0 | 1 | 392 |
{
"schemaVersion": "1",
"executableName": "mlx",
"expectedHuman": {
"owned": "OWNED",
"collision": "COLLISION",
"notFound": "NOT FOUND"
},
"repeatCalls": 2,
"parallelCalls": 6,
"scenarios": [
"owned-first",
"foreign-first-owned-shadowed",
"foreign-only",
"none",
"duplicate-... | codex-hackathon | fixtures/phase-1/doctor/candidates.json | JSON | 15bbfdb1f2bf4b297b26812a54047112109807ac1075c20ed58cfebd1506ab12 | 0 | 178 |
{
"schemaVersion": "1",
"canonicalPhrase": "MLX — the personal coding dataset and model pipeline",
"appleDistinction": "This product is distinct from Apple's MLX project and is not affiliated with or endorsed by Apple.",
"requiredCategories": ["documentation", "help", "package", "screenshots"],
"sources": [
{
... | codex-hackathon | fixtures/phase-1/identity/scoped-tree.json | JSON | aae2d5616b86d94654629ecf420a354636bcf85b0619b58cb44b2de5567fd8a3 | 0 | 896 |
shell/path.txt",
"kind": "file",
"content": "/operator/unrelated/bin:/usr/bin\n"
},
{
"path": "shell/profile.sh",
"kind": "file",
"content": "export PATH=/operator/unrelated/bin:$PATH\n"
}
]
}
}
| codex-hackathon | fixtures/phase-1/identity/scoped-tree.json | JSON | c9b1df940d63c4006d2536da8889647d649100251dd6fb0042ffcfac561ef448 | 1 | 81 |
{
"source": "FIXTURE",
"tools": [
{
"type": "function",
"function": {
"name": "supabase_rls_policy_template",
"description": "Synthetic schema-only fixture for deterministic validation tests.",
"parameters": {
"type": "object",
"properties": {
... | codex-hackathon | fixtures/phase-1/validation/adapter-tools.json | JSON | a44b6b017e9986be1181f8b3c19f3625e1cefea4afb80e5b1417ec0ff7e10650 | 0 | 182 |
// AdapterLoaderView.swift — enumerates Documents/adapters/* directories that
// carry a LoRA adapter pair (adapter_config.json + adapters.safetensors),
// offers Load / Unload buttons, shows lastSwapMs and a deterministic probe diff.
//
// Mount into ios/_upstream/Applications/LLMEval/ via Xcode "Add Files to LLMEval"... | codex-hackathon | ios/SpecialistApp/AdapterLoaderView.swift | Swift | 0b89692252fc00c08766167fa029ef8dca7890741c8fbb4613c4fbe000c1e506 | 0 | 896 |
path
guard fm.fileExists(atPath: path, isDirectory: &isDir), isDir.boolValue else { return false }
let w = url.appending(component: "adapters.safetensors").path
let c = url.appending(component: "adapter_config.json").path
return fm.fileExists(atPath: w) && fm.fileExists(a... | codex-hackathon | ios/SpecialistApp/AdapterLoaderView.swift | Swift | 3aa631c191a568811d66774169e6888b14853f9b6cdf48772eabf967195c5622 | 1 | 100 |
import Foundation
private struct AdapterToolManifest: Decodable {
let tools: [AdapterToolRecord]
}
private struct AdapterToolRecord: Decodable {
let function: AdapterToolFunction
let meta: AdapterToolMeta
}
private struct AdapterToolFunction: Decodable {
let name: String
let description: String
... | codex-hackathon | ios/SpecialistApp/AdapterToolsLoader.swift | Swift | c1f190337ae5472fdbe72d486cb459374a7d15ca074361ec98232f45a80a81fa | 0 | 274 |
import SwiftUI
enum ChatRole {
case user
case assistant
case toolCall
}
struct ChatMessage: Identifiable {
let id = UUID()
let role: ChatRole
let content: String
var toolName: String? = nil
var toolArgs: String? = nil
var toolResult: String? = nil
}
struct ChatView: View {
@En... | codex-hackathon | ios/SpecialistApp/ChatView.swift | Swift | 88989c699d3b5ab2eebc8b6994409a93a5c4c3d865b115ea1a63454e172e029b | 0 | 896 |
.calls.enumerated() {
let resultText = index < result.results.count ? result.results[index] : ""
let argsData = try? JSONSerialization.data(withJSONObject: call.args, options: [.prettyPrinted])
let argsText = argsData.flatMap { String(data: $0, encoding: .utf8) } ?? "{}"
... | codex-hackathon | ios/SpecialistApp/ChatView.swift | Swift | 0d4b4b301fbf5975f7929525c8a97f60826263786a92c0a2f527365b9433acea | 1 | 141 |
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