Manuscript status
active
Methods, Phase 0 validation, benchmark slices, and completed Phase 1A results are supported by public artifacts.
Manuscript draft / living version
A first-paper manuscript built from the public audit trail: an 8-target reproducibility benchmark under one exact model, route, machine, target set, and scorer.
active
Methods, Phase 0 validation, benchmark slices, and completed Phase 1A results are supported by public artifacts.
repeat
SimpleFold-3B now has route/cache/progress evidence plus a three-run reporting protocol.
release
Public source release and DOI are complete; biological review, citation audit, and venue formatting remain.
This paper is not proposing a new protein model. It asks whether SimpleFold-3B local inference is operationally viable on a 128 GB M3 Max under one direct CLI route and a frozen 8-target protocol, with enough public artifacts for review.
Local use of open protein-structure models is attractive for researchers without CUDA cluster access, but hardware-viability claims need target-level evidence rather than anecdotes. Phase 1A is now a completed 8-target frozen SimpleFold-3B benchmark: 8/8 targets scored, median wall clock 395.96 s, median approximate peak RSS 34.08 GB, median sequence-aligned lDDT 0.8597, and median TM-score 0.9218. This is not a model leaderboard, not a SimpleFold CASP14 reproduction, not an official AlphaFold 3 evaluation, and not a biological generality claim.
| Milestone | Status | Public artifact |
|---|---|---|
| Deterministic fixture smoke | complete | phase0-smoke |
| Local real SimpleFold-100M smoke | complete | phase0-real-smoke |
| Public tunnel SimpleFold-100M smoke | complete | phase0-public-tunnel-smoke |
| No-fixture manual Reader bridge | complete | phase1-no-fixture-manual-reader |
| Phase 1 technical rehearsal | complete | phase1-rehearsal-3target |
| Direct long-target recovery | complete | phase1-direct-long-13bb |
| SimpleFold-3B short smoke | complete | phase1-simplefold3b-short |
| SimpleFold-3B mid CLI smoke | complete | phase1-simplefold3b-mid-13cz-cli |
| SimpleFold-3B telemetry smoke | complete | phase1-simplefold3b-mid-13cz-cli-telemetry |
| SimpleFold-3B execution metadata smoke | complete | phase1-simplefold3b-mid-13cz-cli-execmeta |
| Difficulty log | active | difficulty-log |
| Repeat/cache protocol | complete | repeat-cache-protocol |
| SimpleFold-3B benchmark slices | 3/3 provisional targets scored | phase1-simplefold3b-benchmark-slices |
| Phase 1A frozen protocol | 8-target computational freeze | phase1a-protocol |
| Phase 1A SimpleFold-3B benchmark | 8/8 frozen targets scored | phase1a-simplefold3b |
| SimpleFold-3B runtime card | hardware / software / checkpoint evidence | model-card-simplefold3b |
| Phase 1A biological review | structured pre-review complete | phase1a-biological-review |
The latest public-tunnel run used deployed Workers and science.eigenatlas.com to reach the M3 Max server. It produced a clean Durable Object run with 3 predictions, 3 scores, recipe, verdict, and 41 audit entries.
| Target | pLDDT mean | Wall clock | lDDT | TM-score | RMSD |
|---|---|---|---|---|---|
1L2Y | 97.2065 | 112.86 s | 0.9708 | 0.6739 | 0.39 |
1CRN | 90.5352 | 111.36 s | 0.9867 | 0.9738 | 0.35 |
1UBQ | 87.9837 | 110.86 s | 0.9650 | 0.9659 | 0.81 |
Technical rehearsal results are separated from final benchmark claims. They currently show that inference route is itself an experimental variable: public synchronous HTTP, local synchronous HTTP, and direct CLI execution fail or succeed differently before model quality is even evaluated.
| Run | Target | Model | Route | Outcome | Wall clock | lDDT | TM-score |
|---|---|---|---|---|---|---|---|
| 3-target rehearsal | 13BB:A | simplefold-100m | public synchronous | orchestration_timeout | n/a | n/a | n/a |
| Direct recovery | 13BB:A | simplefold-100m | direct local HTTP | predicted and scored | 280.38 s | 0.8431 | 0.9567 |
| 3B short smoke | 9PFE:A | simplefold-3b | direct local HTTP | predicted and scored | 285.08 s | 0.7505 | 0.0464 |
| 3B mid smoke | 13CZ:A | simplefold-3b | direct local CLI | predicted and scored | 609.38 s | 0.8627 | 0.9270 |
| 3B telemetry repeat | 13CZ:A | simplefold-3b | direct local CLI | predicted, scored, peak RSS captured | 378.92 s | 0.8613 | 0.9224 |
| 3B execution metadata | 13CZ:A | simplefold-3b | direct local CLI | predicted, scored, execution metadata captured | 285.76 s | 0.8569 | 0.9195 |
The three 13CZ:A SimpleFold-3B CLI smokes are now summarized as a formal reporting rule. Same-target structure scores stayed close while confidence and runtime moved enough that one-off timing and pLDDT values must be labeled as preliminary unless repeated controls exist.
| Metric | n | Median | Range |
|---|---|---|---|
| pLDDT mean | 3 | 84.1826 | 81.8822-85.2307 |
| Wall clock | 3 | 378.916 s | 285.755-609.384 s |
| Peak RSS | 2 | 31.99 GB | 31.4909-32.4891 GB |
| lDDT | 3 | 0.8613 | 0.8569-0.8627 |
| TM-score | 3 | 0.9224 | 0.9195-0.9270 |
The runner now has a no---recipe-fixture SimpleFold Reader path through a manual command adapter. It produced reader_raw.txt, recipe.json, verdict.json, and card.json, extracting 70 CASP14 target labels, 13 quote entries, and the CASP14 SimpleFold-3B median LDDT value 0.709. The validator status is successful_with_caveat because this was a dry-run protocol-curation artifact, not inference.
The 24 candidate chains now have a reproducible triage layer: 8 provisional keeps, 14 human-review rows, and 2 replacement-recommended rows. This makes biological approval auditable, but it still does not freeze test_set_v1.csv.
Three provisional SimpleFold-3B targets now have real benchmark cards: 11BC:C, 13EE:A, and 13FT:A. All completed and scored. Median wall-clock time was 390.28 s, median peak RSS was 38.54 GB, median sequence-aligned lDDT was 0.8582, and median TM-score was 0.9212. The hard-bin 11BC:C slice reached 41.4060 GB peak RSS and aligned 63 reference residues, so alignment coverage must be reported alongside lDDT. This is early target-level evidence, not a final cross-model claim.
The first paper is now scoped to an 8-target SimpleFold-3B benchmark: 13CZ:A, 13EE:A, 13FT:A, 11BC:C, 12OY:A, 9H8N:A, 9K9X:A, and 9K9Y:A. All eight targets have now been scored. The frozen manifest is public as CSV and JSON; results are public as summary CSV and summary JSON.
The completed frozen set produced 8/8 scored targets. Across all targets, median wall-clock time was 395.96 s, median peak RSS was 34.08 GB, median sequence-aligned lDDT was 0.8597, and median TM-score was 0.9218. The four prospective targets run after freeze had median wall-clock time 726.63 s and median peak RSS 34.08 GB.
| Target | Stratum | Length | Wall clock | Peak RSS | lDDT | TM-score |
|---|---|---|---|---|---|---|
12OY:A | prospective | 304 | 308.066 s | 33.2323 GB | 0.8135 | 0.8724 |
9H8N:A | prospective | 604 | 739.974 s | 34.6408 GB | 0.8420 | 0.8491 |
9K9X:A | prospective | 565 | 713.290 s | 34.0239 GB | 0.8815 | 0.9467 |
9K9Y:A | prospective | 565 | 753.399 s | 34.1274 GB | 0.9157 | 0.9826 |
The companion SimpleFold-3B runtime card records the M3 Max hardware, macOS build, package versions, source commits, checkpoint SHA256 hashes, direct CLI route, scoring implementation, and public environment JSON. This is now part of the evidence chain for the first-paper claim.
The Phase 1A biological review packet marks all eight targets as acceptable for operational viability while preserving explicit caveats: 11BC:C is a coverage-limited scoring probe, 12OY:A is a membrane/complex stress case, the DcrB pair should not overweight one family, and 9K9Y:A should not be interpreted as a ligand-quality benchmark.
The selective repeat controls now add n=3 evidence for 11BC:C and 9K9Y:A. The hard/coverage target preserved exactly 63 aligned residues across three runs, while the long-bin target preserved high lDDT/TM-score with variable wall-clock time.
| Section | Writing state | What remains |
|---|---|---|
| Introduction | Drafted | Tighten to one question: Apple Silicon viability for solo bio-AI work. |
| Methods | Drafted | Promote Cloudflare/Durable Object audit trail from notes into manuscript prose. |
| Phase 0 validation | Drafted | Fold public-tunnel smoke into Table 1 and architecture validation paragraph. |
| Phase 1 protocol | Drafted | Phase 1A freeze exists; external biological review remains. |
| Phase 1A benchmark | Completed computationally | Needs biological review and venue-ready packaging. |
| Selective repeats | Completed for hard/coverage and long-bin controls | Fold repeat table into final venue layout. |
| Discussion | Updated from outcomes | Tighten after biological review and venue feedback. |
We cannot yet claim SimpleFold paper reproduction, biological generality, or Apple Silicon viability across AF3-class models. The current evidence supports a completed SimpleFold-3B Apple Silicon benchmark under one frozen protocol. Submission-grade packaging still needs biological target review, citation audit, and venue-ready figure/table polish.