bioRxiv submission guide
Monday build block · Read it inside Monday's build block
Build-block reading · bioRxiv submission guide (biorxiv.org/submit-a-manuscript)
In: LABLOOP-W16 Notebook
WEEK 16 · Mon 04 Jan → Sun 10 Jan 2027
UNDERSTAND · PRACTICE · KEEP EVIDENCE
Read the week in plain language, refresh the foundations, follow each challenge step by step, and check what evidence to keep. Includes worked examples, answer keys and prompts for visual study resources.
Use this within your existing weekly blocks. Your learning completion and research evidence remain in your current tracker and week files.
START HERE · 2 MINUTES
STATUS
| Deliverable | Acceptance | State |
|---|---|---|
paper-1-final-audit.mdBuild create + |
Incorporate received human review, finalize author/affiliation/availability details and verify the venue's current scope and submission requirements. Acceptance: The author-approved manuscript has no unresolved essential evidence gaps. | |
paper-1-submission-record.mdBuild create + |
Prepare the bioRxiv submission package and track receipt, moderation and public identifier as distinct states. Acceptance: Submission is documented; L3 is recorded only after a public preprint exists. | |
paper-1-amplification.mdBuild create + |
Draft the nontechnical article, truthful profile update and messages to ten existing founder contacts, three employers and the GridX contact. Acceptance: Every draft uses the real public link or clearly says manuscript/submitted. | |
study-notes.mdLearning create + |
Selected exact free resources; bounded lesson/exercise; separate solution; quiz and grading rubric; Peter's answers and gaps when executed | |
founder-paper.mdFounder papers create + |
Verified source and P11 digest; authentic question and connection sentence; access limitations | |
branding-pack.mdBranding create + |
Wednesday note, Sunday build log, X adaptation, figure/caption/alt text and the week's special asset; each claim linked to real proof | |
opportunity-actions.mdOpportunities create + |
Qualified target/role, source/date, ladder stage, next action, message/interview/proposal draft and actual status | |
evidence.mdEvidence & review open & edit ↗ |
Actual paths/URLs, versions, checks/metrics, preparation versus execution state and external receipts when applicable | |
review.mdEvidence & review open & edit ↗ |
Checklist, learning assessment, gate status, shortfalls, next actions and carryover |
These filenames are outputs to prepare during this week's execution; this scaffold does not claim they already exist. Drafts and measured results have different states. Technical code/data stay in the canonical project repository and are referenced from these coordinating files.
During preparation, future measured tables get column definitions, input requirements and run instructions with PENDING status. During execution, replace pending values only with measured outputs. Do not create realistic-looking fake evidence.
600 MINUTES MAXIMUM
Target. Incorporate received human review, finalize author/affiliation/availability details and verify the venue's current scope and submission requirements. Stop when: The author-approved manuscript has no unresolved essential evidence gaps.
Do these in this order — the plan's own sequence:
Target. Lin et al. 2023, "Evolutionary-scale prediction of atomic-level protein structure with a language model" (ESM-2), read the abstract, intro and figures; MIT 6.874 protein lecture (Kellis, YouTube "Deep Learning in Life Sciences 2021") Produce: ESM-2 650M running on the 3050, embedding 100 sequences
Do these in this order — the plan's own sequence:
Target. Prepare the bioRxiv submission package and track receipt, moderation and public identifier as distinct states. Stop when: Submission is documented; L3 is recorded only after a public preprint exists. Reserve the last 10 minutes for the optional Wednesday note.
No material for Wednesday — this is a pure build day. Need something to study instead? →
Target. Angelopoulos & Bates, "A Gentle Introduction to Conformal Prediction" — arxiv.org/abs/2107.07511, sections 1-2 Select material/exercise that fits 60 minutes; use the last 30 for the founder paper.
Do these in this order — the plan's own sequence:
Target. Draft the nontechnical article, truthful profile update and messages to ten existing founder contacts, three employers and the GridX contact. Stop when: Every draft uses the real public link or clearly says manuscript/submitted.
No material for Friday — this is a pure build day. Need something to study instead? →
Target. Resolve the earliest critical spillover or dependency. Prepare any long-form publication draft from existing figures here if needed. Sandbox only after commitments are met.
Optional, only if the day went well:
Target. 20 min build-log draft/publication when authorized; 5 min evidence/checklist; 20 min source-grounded gap review; 15 min next week's six physical actions.
No material for Sunday — this is a pure build day. Need something to study instead? →
Spare pockets, repo exercises and anything the plan lists without a day. Take them in this order when a day finishes early.
The model must turn these into exact physical actions using the observed files and available inputs. Each 90-minute block includes start/stop rituals. All calls, posts, debugging, reading and exercises consume this same capacity.
The source lists more material than necessarily fits. Select exact excerpts for the learning objective and park the remainder; no full-course completion requirement.
WHAT TO WATCH, READ AND RUN
There is a moment in every explorer's story when the map leaves their hands. Before it, it is a draft; after it, it belongs to everyone who wants to check it. This week you press "submit" on bioRxiv. It will feel anticlimactic (a form, a PDF, a category) and then, a few days later, a DOI appears, and your name is attached to a piece of science forever. You also translate it for humans: a LinkedIn article for non-sci…
0 of 14 finished · give me one to start now → · open in the deck →
In the plan's running order: each card says which block it belongs to and what has to come before it. The seven-day plan lists the same cards under the day that owns them.
Monday build block · Read it inside Monday's build block
Build-block reading · bioRxiv submission guide (biorxiv.org/submit-a-manuscript)
In: LABLOOP-W16 Notebook
Lin et al. (2023), "Evolutionary-scale prediction of atomic-level protein structure with a language model", Science 379(6637):1123-1130 — abstract, introduction and figures (40 min)
In: LABLOOP-W16 Notebook
Tuesday · after Lin et al. (2023), "Evolutionary-scale prediction of atomic-level protein structure with a langu…
MIT 6.874 Deep Learning in the Life Sciences (Manolis Kellis, 2021, YouTube playlist), protein lecture (first 40 min)
In: LABLOOP-W16 Notebook
Angelopoulos & Bates (2021), "A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification", arXiv:2107.07511, sections 1-2 (60 min)
In: LABLOOP-W16 Notebook
Saturday sandbox
Rives et al. (2021), "Biological structure and function emerge from scaling unsupervised learning to 250 million protein sequences", PNAS 118(15) — the ESM-1b paper, for the "why it works" story
In: LABLOOP-W16 Notebook
Saturday sandbox · after Rives et al. (2021), "Biological structure and function emerge from scaling unsupervised learnin…
DeepMind, "AlphaFold: The making of a scientific breakthrough" (YouTube, 8 min) — the emotional context of protein AI
In: LABLOOP-W16 Notebook
Saturday sandbox · after DeepMind, "AlphaFold: The making of a scientific breakthrough"
Nobel Prize in Chemistry 2024 lectures (Baker, Hassabis, Jumper) — nobelprize.org
In: LABLOOP-W16 Notebook
Saturday sandbox · after Nobel Prize in Chemistry 2024 lectures
Anastasios Angelopoulos' conformal prediction tutorial videos (YouTube; verify)
In: LABLOOP-W16 Notebook
Saturday sandbox · after Anastasios Angelopoulos' conformal prediction tutorial videos
Valence Labs (YouTube), search "ESM" or "protein language models" in the M2D2 reading group
In: LABLOOP-W16 Notebook
Colab: examples/protein_language_modeling.ipynb — fine-tune/embed with ESM-2 through transformers; switch the model to facebook/esm2_t33_650M_UR50D in fp16 on your 3050
In: LABLOOP-W16 Notebook
Read the README's "ESM-2" and embedding extraction sections; the original reference
In: LABLOOP-W16 Notebook
Read only; the newer ESM C/ESM3 family. Parked for Half 2
In: LABLOOP-W16 Notebook
Colab: notebooks/meps-cqr.ipynb (conformalized quantile regression on tabular data); map it onto your soft sensor
In: LABLOOP-W16 Notebook
Regression example with SplitConformalRegressor (or the current API); get coverage on held-out batches in 20 lines
In: LABLOOP-W16 Notebook
READ FIRST
This week delivers the three concrete artifacts below and the supporting learning/branding/opportunity pack. The scientific or commercial outcome follows the preserved source brief, while the acceptance checks make its evidence testable. The career objective is to turn this work into something a scientist, hiring manager or buyer can inspect.
READ FIRST
Read v6 · Week 16 · GATE 16: Paper 1 on bioRxiv (L3) before Monday. It carries this week's v5 brief unchanged and adds the Welcome analogy, Learn it (▶ core and + deeper sources), Run it (repos with a 20-40 minute exercise), the NotebookLM kit and the mentor check below. Standing v6 rules: resource rules, NotebookLM protocol, chapter anatomy. v6 adds depth only; it does not change a goal, gate, output or the 600-minute cap, so this specification still governs execution.
Act IV · Threads: B, M, FL, EL (literacy), R · GATE 16
Where this week sits. - ← From: weeks 5-15 (everything FermLit). - → Feeds: week 17 (conformal intervals in Paper 2), weeks 17, 21-23 (ESM-2 is the engine of Paper 3), week 19 (applications and site), week 27 (offer built on preprints), week 36 (journal submission). - ⟳ Returns in: every message you send from now on; the preprint is your business card.
Goals. - 🎯 This week: bioRxiv submitted with code and data DOIs; LinkedIn article; preprint sent to 10 founders and 3 companies; ESM-2 embedding 100 sequences; conformal intervals on the soft sensor. - 🏁 This gate (16): L3 preprinted. - 🌟 Final: the credential that turns "who is this?" into "I read your preprint".
Mentor check. "I am the author of a preprint with a DOI. I can explain conformal coverage and what a protein embedding is."
OPEN WHEN NEEDED
READ FIRST
Source unit: B16 · Protein language models
Material: Lin et al. 2023, "Evolutionary-scale prediction of atomic-level protein structure with a language model" (ESM-2), read the abstract, intro and figures; MIT 6.874 protein lecture (Kellis, YouTube "Deep Learning in Life Sciences 2021")
Produce: ESM-2 650M running on the 3050, embedding 100 sequences
Understanding check: You can explain what an embedding of a protein is
During preparation, write one worked example connected to the week's actual task, one exercise with a separate answer key and five questions. Peter supplies answers; score explanation quality and flag misconceptions in QUESTIONS. Numeric/scientific conclusions require actual data or explicitly synthetic teaching values.
Source unit: M16 · Uncertainty you can defend
Material: Angelopoulos & Bates, "A Gentle Introduction to Conformal Prediction" — arxiv.org/abs/2107.07511, sections 1-2
Produce: Conformal intervals on the soft sensor
Understanding check: Paper 2 reports coverage
Use the prompt pack: P1 explanation ladder, P2 concept-to-project bridge and P3 quiz. Coding practice belongs within the allocated study/build block. Where the source asks for a favorable scientific result, substitute an honest measured comparison as explained below.
Select one verified founder/scientific-lead paper relevant to this week's domain. Use P11; save the question, method, numerical result with context, data workflow, three author questions and one connection sentence in founder-paper.md. Keep abstract-only access limitations explicit. On source weeks with no study, prioritize the commercial/submission task and log any skipped digest.
OPEN WHEN NEEDED
Branding: Prepare Paper 1 launch package and Google Scholar setup checklist; replace 2,000 with actual dataset N in the headline.
Opportunity action: Ask the GridX contact for three relevant introductions; share the paper with the existing network and evidence-oriented recruiters.
Use career asset contracts. Publish at most the agreed cadence; one figure and one supported number or admitted failure can support multiple drafts. In long-form weeks, prepare a 1,500–2,500-word article from existing evidence within the build/buffer allocation. In release/demo weeks, prepare a 60-second script: problem, input, command/action, result, limitation and proof link.
Verify individuals, jobs and affiliations at execution time. The GridX list and v4 company map are research seeds, not current facts. Do not reveal named company weaknesses or employer/client confidential information. Keep drafted/sent/replied/booked/held statuses separate. The planning request alone does not authorize external messages or publication; honor explicit authorization in the execution session.
OPEN WHEN NEEDED
Public availability depends on moderation. Protein embeddings this week are a bounded smoke check; record actual VRAM/runtime and use a smaller documented checkpoint if needed.
Apply the root scientific evidence contract: provenance; meaningful independent splits; no future-data leakage; baseline comparison; actual denominators/uncertainty; failed cases; human review where required. State whether data are simulated, public experimental, synthetic or partner-provided.
Keep source gates intact, and log scope/time conflicts in review. Missing people, money, access or results must not be replaced with invented evidence. Reduce optional polish first. A specific essential external dependency stays pending while independent preparation continues.
READ FIRST
This is Gate 16: Paper 1.
Required proof: Public bioRxiv preprint DOI. Submission receipt alone leaves the public gate pending.
Reputation interpretation: L3 when public. Record target, forecast, actual date and evidence link. The original gate stays incomplete until the required external proof exists.
READ FIRST
Source-preserving minimum: the submission.
Operational first step if stalled: open paper-1-final-audit.md, write the required inputs and produce the smallest checkable example in ten minutes. If a more urgent missing gate dependency controls the week, use the source minimum above.
If the full week does not fit, use P14: retain one gate-critical deliverable and one directly supporting study exercise; record what is skipped versus moved. Do not mark the original full gate passed merely because the minimum was completed. After a missed week, reforecast from actual evidence and avoid a second unexamined lost week.
OPEN WHEN NEEDED
In review, state exactly what exists, what was verified, what Peter can now explain, which external events remain pending, where the canonical code/data live, and the next file/function or draft paragraph to touch. Link each fact to evidence. Carry scientific assumptions, split definitions and rights constraints forward explicitly.
OPEN WHEN NEEDED
Prepare Week 16 of this LABLOOP execution plan.
Read execution-plan/specs.md, execution-plan/DECISIONS.md,
execution-plan/GATES.md and
execution-plan/weeks/week-16-paper-1-preprint-gate/specs.md, commitment.md, evidence.md and review.md.
Read prior prerequisite reviews and inspect actual repository/data state.
Use v5 as the governing sequence, the v6 Week 16 chapter
(LABLOOP-Master-Plan-v6.md) as the deeper walkthrough, and v4 only for
retained details.
Produce the full local preparation pack and the exact week-specific files named
in the artifact table. Give me a bounded lesson with exercises/answer key,
daily physical actions, technical runbook or draft, branding drafts and
career/commercial actions. Keep the total to 600 minutes.
Separate prepared artifacts from measured results and my learning completion.
Verify sources and do not invent metrics, citations, papers, people or outcomes.
Do not execute external communications, publication or spending unless the
current session already authorizes the specific action.
Finish by updating evidence/review and TODAY with the next physical action.
OPEN WHEN NEEDED
v6 reproduces this brief unchanged inside v6 · Week 16 · GATE 16: Paper 1 on bioRxiv (L3). The following is source planning text, not a claim of completion. Apply the explicit evidence corrections in this specification and DECISIONS.md.
WEEK FILES
State: UNCONFIRMED. Owner: Peter Ciancaglini. Specification
Start date: not set. End date: not set. Available hours: confirm (planned ceiling 10). Primary outcome: paper 1 preprint gate. Minimum that keeps the next gate alive: the submission.
paper-1-final-audit.md: The author-approved manuscript has no unresolved essential evidence gaps.paper-1-submission-record.md: Submission is documented; L3 is recorded only after a public preprint exists.paper-1-amplification.md: Every draft uses the real public link or clearly says manuscript/submitted.| Day | Minutes | Physical action / outcome | Actual slot | Done |
|---|---|---|---|---|
| Mon | 90 | Incorporate received human review, finalize author/affiliation/availability details and verify the venue's current scope and submission requirements. | Not set | ☐ |
| Tue | 90 | ESM-2 650M running on the 3050, embedding 100 sequences | Not set | ☐ |
| Wed | 90 | Prepare the bioRxiv submission package and track receipt, moderation and public identifier as distinct states. Last ten minutes: optional note. | Not set | ☐ |
| Thu | 90 | Conformal intervals on the soft sensor Include relevant founder-paper work within this block. | Not set | ☐ |
| Fri | 90 | Draft the nontechnical article, truthful profile update and messages to ten existing founder contacts, three employers and the GridX contact. | Not set | ☐ |
| Sat | 90 | Resolve critical spillover; long-form draft if due; sandbox only if done. | Not set | ☐ |
| Sun | 60 | Build log, evidence, gap review, next actions. | Not set | ☐ |
Peter's commitment / adjustments: pending. Reviewing model and date: pending.
Execution state: NOT_STARTED. Specification This file is a blank register with planned artifact names; none of the rows prove completion.
| Item | Path / URL / version | State | Verification / actual result | Verified by / date |
|---|---|---|---|---|
| paper-1-final-audit.md | Not created | NOT_STARTED | Pending: The author-approved manuscript has no unresolved essential evidence gaps. | — |
| paper-1-submission-record.md | Not created | NOT_STARTED | Pending: Submission is documented; L3 is recorded only after a public preprint exists. | — |
| paper-1-amplification.md | Not created | NOT_STARTED | Pending: Every draft uses the real public link or clearly says manuscript/submitted. | — |
| Learning exercise / Peter's quiz | Not created | NOT_STARTED | Peter's actual answers required | — |
| Founder paper digest | Not created | NOT_STARTED | Source/content and access checked | — |
| Branding pack | Not created | NOT_STARTED | Claims audited; drafted/public status distinct | — |
| Opportunity actions | Not created | NOT_STARTED | Drafted/sent/replied/booked/held distinct | — |
| Gate 16 | No evidence | NOT_STARTED | Public bioRxiv preprint DOI. Submission receipt alone leaves the public gate pending. | — |
| Question / metric | Dataset, N and unit | Split / seed / config | Command or verification method | Output path and measured value | Uncertainty / limitation |
|---|---|---|---|---|---|
| Date | Action / counterpart | Receipt or private reference | State | Next action / date |
|---|---|---|---|---|
Peter's teach-back / quiz score: not assessed. Scientific assumptions and deviations: none recorded yet. Budget allocated / spent: not assessed / no spend recorded. Missing evidence and responsible owner: pending inspection.
Do not put API keys, source full texts with restricted rights, client data or invoice personal details in a public version of this register. Keep private evidence references private.
Review status: NOT_REVIEWED. Specification · Evidence
What Peter can explain or reproduce now: not assessed. Quiz / teach-back gaps: not assessed. Measured result and limitations: pending. Best evidence link for a scientist/recruiter/buyer: pending. What failed or changed, and why: pending.
Gate requirement: Public bioRxiv preprint DOI. Submission receipt alone leaves the public gate pending. Gate status: NOT_STARTED. Original target week: 16. Actual completion date / forecast: not set. Missing external evidence: pending inspection. Blocks completed / 7: not recorded. Days with commits / 7: not recorded. Sunday build log / optional Wednesday note: not recorded. Founder conversations cumulative: not recorded. Earned evidence level and proof: not assessed. Consecutive lost weeks: not assessed.
Week-specific risk to revisit: Public availability depends on moderation. Protein embeddings this week are a bounded smoke check; record actual VRAM/runtime and use a smaller documented checkpoint if needed.
Continue / recover / blocked: not decided. Retain as the minimum: the submission. Skipped permanently with reason: none recorded. Carryover with owner, dependency and target week: none recorded. Canonical repository paths and versions: pending. Data permissions, split definitions or assumptions to preserve: pending. External action authorization that still applies: not assessed. Next physical action, exact file/function/paragraph: pending. Updates to root PROGRESS / LOG / TODAY completed: ☐
YOUR SPACE