PAPER 2 GATE AND HALFWAY REVIEW · paper-2-hybrid-softsensor; cockpit

WEEK 20 · Mon 01 Feb → Sun 07 Feb 2027

Paper 2 gate and halfway review

600 minutes max9 deliverables ◆ Gate: Paper 2paper-2-hybrid-softsensor; cockpit
▤

UNDERSTAND · PRACTICE · KEEP EVIDENCE

Your full learning notebook

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.

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START HERE · 2 MINUTES

What am I doing right now?

If you only complete one thing: the submission.
✓

STATUS

Tracker & deliverables

DeliverableAcceptanceState
gate-20-publication.md
Build create +
Prepare/submit the finalized Paper 2 package through the verified venue route and record endorsement, receipt and public ID independently. Acceptance: Public ID satisfies the public-preprint gate; endorsement level requires actual endorsement.
talk-proposal.md
Build create +
Prepare a 20-minute talk proposal with an abstract and evidence links for a relevant LATAM event; track submission and acceptance separately. Acceptance: A specific venue/date or search criteria and a ready proposal exist.
halfway-retrospective.md
Build create +
Audit Half 1, update CV/portfolio with actual results, prioritize partner candidates and forecast Half 2 capacity. Acceptance: Every gate has proof or an explicit shortfall; next actions and current roles are documented.
study-notes.md
Learning create +
Selected exact free resources; bounded lesson/exercise; separate solution; quiz and grading rubric; Peter's answers and gaps when executed
founder-paper.md
Founder papers create +
Verified source and P11 digest; authentic question and connection sentence; access limitations
branding-pack.md
Branding 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.md
Opportunities create +
Qualified target/role, source/date, ladder stage, next action, message/interview/proposal draft and actual status
evidence.md
Evidence & review open & edit ↗
Actual paths/URLs, versions, checks/metrics, preparation versus execution state and external receipts when applicable
review.md
Evidence & review open & edit ↗
Checklist, learning assessment, gate status, shortfalls, next actions and carryover
Notes on artifact states

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.

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600 MINUTES MAXIMUM

Seven-day plan

Monday90 min

Target. Prepare/submit the finalized Paper 2 package through the verified venue route and record endorsement, receipt and public ID independently. Stop when: Public ID satisfies the public-preprint gate; endorsement level requires actual endorsement.

No material for Monday — this is a pure build day. Need something to study instead? →

Tuesday90 min· 2 cards, 105 min

Target. Re-read all notes; Prompt P3 with "lab meeting" persona Produce: A 10-minute self-recorded explanation of Paper 1 for biologists

Do these in this order — the plan's own sequence:

  1. Read Re-read all biology notes 30 min? find ↗
  2. Read P3 with the "lab meeting PI" persona in LABLOOP-W20 75 min · after Re-read all biology notes find ↗
Wednesday90 min

Target. Prepare a 20-minute talk proposal with an abstract and evidence links for a relevant LATAM event; track submission and acceptance separately. Stop when: A specific venue/date or search criteria and a ready proposal exist. 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? →

Thursday90 min· 1 card, 75 min

Target. Prompt P3, "staff ML scientist at a bioprocess company" persona 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:

  1. Read P3 with the "staff ML scientist at a bioprocess company" persona; record a 10-minute explanation… 75 min find ↗
Friday90 min

Target. Audit Half 1, update CV/portfolio with actual results, prioritize partner candidates and forecast Half 2 capacity. Stop when: Every gate has proof or an explicit shortfall; next actions and current roles are documented.

No material for Friday — this is a pure build day. Need something to study instead? →

Saturday90 min

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:

  1. Read Richard Hamming, You and Your Research Saturday sandbox · 30 min? find ↗
  2. Watch Stanford CS197 lecture on research talks and posters Saturday sandbox · 15 min? · after Richard Hamming, You and Your Research find ↗
  3. Read Coursera Introduction to Public Speaking Saturday sandbox · 30 min? · after Stanford CS197 lecture on research talks and posters find ↗
Sunday60 min

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? →

Any time this week4 cards, 150 min · the plan names no day for these

Spare pockets, repo exercises and anything the plan lists without a day. Take them in this order when a day finishes early.

  1. Watch Patrick Winston, "How to Speak" 60 min find ↗
  2. Run marimo-team/marimo 30 min open ↗
  3. Run quarto-dev/quarto-cli 30 min open ↗
  4. Run your repos 30 min find ↗
Block ritual: read your next action → start the 90-min timer → open one file. Close: write tomorrow's action and one log line.
Feels pointless? Does today's Done when need it? No → skip it and log it. Yes → let AI do the boring part, you review. Still stuck → the smallest version in 25 minutes. Pulled into a rabbit hole? Write it in Parked thoughts and save it for Saturday.

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

Materials for this week

Halfway. Stop and look back down the mountain. Twenty weeks ago you had a cockpit and a headline. Today you submit your second preprint with a scientist's endorsement, you propose a talk, and you plan Half 2. Two mock sessions close the act: on Tuesday a principal investigator grills you in a simulated lab meeting; on Thursday a staff ML scientist interviews you. They are rehearsals, like a pilot's check ride before…

0 of 10 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.

Tuesday 2 · 105 min total

1/10 Read 30 min? W20 Tuesday Biology

Re-read all biology notes

Find it ↗ search

In: LABLOOP-W20 Notebook

2/10 Read 75 min W20 Tuesday Biology

P3 with the "lab meeting PI" persona in LABLOOP-W20

Tuesday · after Re-read all biology notes

P3 with the "lab meeting PI" persona in LABLOOP-W20 (75 min)

Find it ↗ search

In: LABLOOP-W20 Notebook

Thursday 1 · 75 min total

3/10 Read 75 min W20 Thursday AI & stats

P3 with the "staff ML scientist at a bioprocess company" persona; record a 10-minute explanation…

P3 with the "staff ML scientist at a bioprocess company" persona; record a 10-minute explanation of Paper 2 (75 min)

Find it ↗ search

In: LABLOOP-W20 Notebook

Saturday · sandbox, optional 3 · 75 min total

4/10 Read 30 min? W20 Saturday Sandbox optional

Richard Hamming, You and Your Research

Saturday sandbox

Richard Hamming, You and Your Research (re-read from week 0; you will hear it differently now)

Find it ↗ search

In: LABLOOP-W20 Notebook

5/10 Watch 15 min? W20 Saturday Sandbox optional

Stanford CS197 lecture on research talks and posters

Saturday sandbox · after Richard Hamming, You and Your Research

Stanford CS197 lecture on research talks and posters (verify title)

Find it ↗ search

In: LABLOOP-W20 Notebook

6/10 Read 30 min? W20 Saturday Sandbox optional

Coursera Introduction to Public Speaking

Saturday sandbox · after Stanford CS197 lecture on research talks and posters

Coursera Introduction to Public Speaking (Univ. of Washington), week 1

Find it ↗ search

In: LABLOOP-W20 Notebook

Any block this week — the plan names no day 4 · 150 min total

7/10 Watch 60 min W20 Craft

Patrick Winston, "How to Speak"

Patrick Winston, "How to Speak" (MIT OCW / YouTube, ~1 h) — watch Saturday; it prepares both the mock sessions and the talk proposal

Find it ↗ search

In: LABLOOP-W20 Notebook

8/10 Run 30 min W20 Build

marimo-team/marimo

Turn the Paper 2 learning curve into a reactive notebook with a slider for number of batches; share it as the "try it yourself" link in the arXiv abstract

Open ↗

In: LABLOOP-W20 Notebook

9/10 Run 30 min W20 Build

quarto-dev/quarto-cli

Build the arXiv-ready LaTeX source from Quarto; check it compiles in arXiv's TeX Live

Open ↗

In: LABLOOP-W20 Notebook

10/10 Run 30 min W20 Build

your repos

Tag paper-2-v1.0 and mint a Zenodo DOI for the exact code used

Find it ↗ search

In: LABLOOP-W20 Notebook

01

READ FIRST

Outcome and relevance

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.

  • Scientific/build priority: Prepare/submit the finalized Paper 2 package through the verified venue route and record endorsement, receipt and public ID independently.
  • Public/profile priority: Prepare public halfway retro, refreshed recruiter introduction and two recorded 10-minute science/ML explanations.
  • Career/relationship/commercial priority: Follow up on five applications, log stage and feedback, and set the next contact dates; prepare three partner conversations.
02

READ FIRST

Deeper walkthrough (v6)

Read v6 · Week 20 · GATE 20: Paper 2 on arXiv, endorsed (L4-endorsed) 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 (finale) · Threads: B, M, BL, R · GATE 20

Where this week sits. - ← From: all of Half 1. - → Feeds: all of Half 2: Paper 2 is your calling card for the partner (wk 21), the Loop Audit offer (wk 27), established companies (Part 9.4), and the journal submission (wk 36); the talk proposal becomes week 38. - ⟳ Returns in: week 40's final retro compares against this one.

Goals. - 🎯 This week: arXiv submission (endorsed) or bioRxiv with dated endorsement conversation; talk proposal sent; public retro; Half 2 lines in PROGRESS.md. - 🏁 This gate (20): L4 endorsed. - 🌟 Final: the second half starts with two preprints, three instruments in motion and a network.

Mentor check. "I am an author of two preprints, one endorsed. I can present both without notes to a biologist and to an ML scientist."

03

OPEN WHEN NEEDED

Required inputs and dependency check

04

READ FIRST

Learning specification

Biology/domain unit

Source unit: B20 · Review and mock lab meeting

Material: Re-read all notes; Prompt P3 with "lab meeting" persona

Produce: A 10-minute self-recorded explanation of Paper 1 for biologists

Understanding check: You can present without notes

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.

AI/scientific-method unit

Source unit: M20 · Review and mock interview

Material: Prompt P3, "staff ML scientist at a bioprocess company" persona

Produce: Recorded 10-minute explanation of Paper 2

Understanding check: You can present without notes

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.

Founder/scientist paper

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.

05

OPEN WHEN NEEDED

Branding and opportunity execution brief

Branding: Prepare public halfway retro, refreshed recruiter introduction and two recorded 10-minute science/ML explanations.

Opportunity action: Follow up on five applications, log stage and feedback, and set the next contact dates; prepare three partner conversations.

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.

06

OPEN WHEN NEEDED

Quality risks and week-specific constraints

A preprint, an endorsement and peer review are different states. One instrument plus FermLit is the actual Half 1 sequence; trialkit and labdocs remain scheduled for Half 2.

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.

07

READ FIRST

Completion and gate review

This is Gate 20: Paper 2.

Required proof: Public arXiv ID with endorsement, or scope-eligible bioRxiv public ID and a dated endorsement conversation per v5 fallback.

Reputation interpretation: L4-endorsed only if endorsement exists. Record target, forecast, actual date and evidence link. The original gate stays incomplete until the required external proof exists.

  • Monday artifact satisfies: Public ID satisfies the public-preprint gate; endorsement level requires actual endorsement.
  • Wednesday artifact satisfies: A specific venue/date or search criteria and a ready proposal exist.
  • Friday artifact satisfies: Every gate has proof or an explicit shortfall; next actions and current roles are documented.
  • Study pack is prepared; Peter's actual learning/quiz result is recorded separately.
  • Branding and opportunity drafts use supported claims and the correct external-action state.
  • Reproduction or document checks are recorded with file/version references.
  • This week's special gate, if any, has real evidence or remains explicitly pending.
  • Review, root progress/log and the next physical action are updated.
08

READ FIRST

Minimum viable week and recovery

Source-preserving minimum: the submission.

Operational first step if stalled: open gate-20-publication.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.

09

OPEN WHEN NEEDED

Handoff to the next model

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.

10

OPEN WHEN NEEDED

Ready-to-copy model prompt

Prepare Week 20 of this LABLOOP execution plan.
Read execution-plan/specs.md, execution-plan/DECISIONS.md,
execution-plan/GATES.md and
execution-plan/weeks/week-20-paper-2-gate-and-halfway-review/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 20 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.
11

OPEN WHEN NEEDED

Preserved original v5 weekly brief

v6 reproduces this brief unchanged inside v6 · Week 20 · GATE 20: Paper 2 on arXiv, endorsed (L4-endorsed). The following is source planning text, not a claim of completion. Apply the explicit evidence corrections in this specification and DECISIONS.md.

Week 20 · GATE 20: Paper 2 on arXiv, endorsed (L4-endorsed)

  • Goal: submitted, endorsed; talk proposed; Half 2 planned.
  • Tue (B20): mock lab meeting (Prompt P3).
  • Thu (M20): mock ML interview (Prompt P3).
  • Build: Mon: arXiv submission (cs.LG, cross-list q-bio.QM) with endorsement; bioRxiv as well if the endorser is late. Wed: talk proposal to a biotech event in Buenos Aires or Rosario, or an online LATAM one: "Two thousand fermentation papers and a hundred open batches: what the data says". Fri: public retro (what the gauge says, what slipped); Half 2 PROGRESS.md lines written.
  • Sun: L-Sun retro. X2. Gauge: L4 (endorsed).
  • Gate 20 passes when: arXiv ID exists, or bioRxiv ID exists with an endorsement conversation dated.
  • Only one thing: the submission.
📄

WEEK FILES

Commitment · evidence · review

commitment.md open ↗

State: UNCONFIRMED. Owner: Peter Ciancaglini. Specification

Start date: not set. End date: not set. Available hours: confirm (planned ceiling 10). Primary outcome: paper 2 gate and halfway review. Minimum that keeps the next gate alive: the submission.

Deliverables to commit

  • ☐ gate-20-publication.md: Public ID satisfies the public-preprint gate; endorsement level requires actual endorsement.
  • ☐ talk-proposal.md: A specific venue/date or search criteria and a ready proposal exist.
  • ☐ halfway-retrospective.md: Every gate has proof or an explicit shortfall; next actions and current roles are documented.
  • ☐ Bounded learning exercise and personal teach-back.
  • ☐ Evidence-backed branding and opportunity pack.
  • ☐ Sunday review and next physical action.

Proposed calendar

Day Minutes Physical action / outcome Actual slot Done
Mon 90 Prepare/submit the finalized Paper 2 package through the verified venue route and record endorsement, receipt and public ID independently. Not set ☐
Tue 90 A 10-minute self-recorded explanation of Paper 1 for biologists Not set ☐
Wed 90 Prepare a 20-minute talk proposal with an abstract and evidence links for a relevant LATAM event; track submission and acceptance separately. Last ten minutes: optional note. Not set ☐
Thu 90 Recorded 10-minute explanation of Paper 2 Include relevant founder-paper work within this block. Not set ☐
Fri 90 Audit Half 1, update CV/portfolio with actual results, prioritize partner candidates and forecast Half 2 capacity. 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 ☐

Dependency and capacity check

  • Missing essential inputs: not yet inspected.
  • Human/external dependency, owner and expected date: not yet inspected.
  • Week-specific constraint: A preprint, an endorsement and peer review are different states. One instrument plus FermLit is the actual Half 1 sequence; trialkit and labdocs remain scheduled for Half 2.
  • Existing session authorization for external actions or spending: not assessed; local planning only at scaffold creation.
  • Scope to cut first: optional polish/additional examples; preserve scientific validity.
  • If the forecast exceeds available time: record a concrete reduced scope or revised delivery proposal before committing.

Peter's commitment / adjustments: pending. Reviewing model and date: pending.

evidence.md open ↗

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
gate-20-publication.md Not created NOT_STARTED Pending: Public ID satisfies the public-preprint gate; endorsement level requires actual endorsement. —
talk-proposal.md Not created NOT_STARTED Pending: A specific venue/date or search criteria and a ready proposal exist. —
halfway-retrospective.md Not created NOT_STARTED Pending: Every gate has proof or an explicit shortfall; next actions and current roles are documented. —
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 20 No evidence NOT_STARTED Public arXiv ID with endorsement, or scope-eligible bioRxiv public ID and a dated endorsement conversation per v5 fallback. —

Reproduction and scientific measurements

Question / metric Dataset, N and unit Split / seed / config Command or verification method Output path and measured value Uncertainty / limitation

External events, when authorized and actually performed

Date Action / counterpart Receipt or private reference State Next action / date

Actual learning and decisions

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.md open ↗

Review status: NOT_REVIEWED. Specification · Evidence

What was actually completed?

  • ☐ Public ID satisfies the public-preprint gate; endorsement level requires actual endorsement. Evidence: pending.
  • ☐ A specific venue/date or search criteria and a ready proposal exist. Evidence: pending.
  • ☐ Every gate has proof or an explicit shortfall; next actions and current roles are documented. Evidence: pending.
  • ☐ Learning assessed from Peter's actual answers. Evidence: pending.
  • ☐ Branding/opportunity states recorded correctly. Evidence: pending.

Learning and outcome

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 and capacity

Gate requirement: Public arXiv ID with endorsement, or scope-eligible bioRxiv public ID and a dated endorsement conversation per v5 fallback. Gate status: NOT_STARTED. Original target week: 20. 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: A preprint, an endorsement and peer review are different states. One instrument plus FermLit is the actual Half 1 sequence; trialkit and labdocs remain scheduled for Half 2.

Decision and next-model handoff

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: ☐

Next week

✎

YOUR SPACE

Notes, links & media

Quick log

    Notes markdown

    Links

    Media

    ⏱ Focus Focus25:00 0 min today