Audit delivery or sales recovery

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: Choose the branch from actual week 28 evidence: contracted audit delivery or selling recovery; document revised downstream dates.
• Public/profile priority: Draft a general learning note; use no client result publicly without permission.
• Career/relationship/commercial priority: Track decision maker, access blocker and next meeting for the audit; maintain only essential recruiter follow-up within capacity.

Read v6 · Week 29 · Audit delivery 1 before Monday. It expands this week's one-row v5 brief into daily build steps 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 VI · Threads: $, R · Next gate: 32

Where this week sits. - ← From: week 28 sale; instruments from weeks 1-26. - → Feeds: week 30 (readout and case study), week 32 (second audit or pilot proposal), week 37 (pilot delivery). - ⟳ Returns in: the anonymised case study, your most persuasive commercial asset.

Goals. - 🎯 This week: loop map, data inventory, cycle-time and readiness numbers, one prototype on the client's sample; client readout. - 🏁 Next milestone: Gate 32. - 🌟 Final: a repeatable audit method.

The plan (from v5 Part 7, expanded; gate and output unchanged).

v5 row: 29 | Audit delivery 1 | Client's domain reading | Loop map, data inventory, cycle-time and readiness numbers, one prototype on their sample | Client readout - Goal: the client sees their loop with numbers for the first time. - Tue (study): the client's two most relevant papers or patents (P11) and their product category basics. - Build: Mon: 3-4 interviews (founder, lab lead, whoever runs the instruments); loop map (swimlanes: design → run → measure → analyse → decide). Wed: data inventory (source, format, owner, frequency, readiness score 0-3) and cycle-time measurement from their own records. Fri: prototype (batchlens, trialkit or a FermLit-style extraction) on their sample; readout deck. - Sun: no public post about the client. L-Sun on a general lesson if useful. - Only one thing: the loop map with cycle-time numbers. - If the sale slipped: run a second selling week (week 27 plan, new 10 names) and push delivery by one week.

Mentor check. "I can show a founder where their loop loses days, with numbers from their own records."

• Week 28: inspect its actual evidence and review; source/code artifacts must exist before the dependent task begins.
• Read commitment, evidence, review and the current root TODAY/PROGRESS/QUESTIONS files.
• Read this week's chapter, v6 · Week 29 · Audit delivery 1, then the standing sections: Part 0 · how to use the document, Part 3 · the scientific thesis, Part 4 · curriculum, Part 8 · the prompt pack and Part 9 · branding and endorsement. The same sections exist in the v5 master, which remains the governing sequence; v6 reproduces them and adds depth. Retained commercial/instrument details come from v4.
• Inspect the actual canonical repository state, available data, existing figures and required human/external inputs. Never assume a previous week succeeded from its folder name.
• Verify current resource links, versions, dataset rights and any live company/venue information before relying on them. Use source catalog; explicitly record inaccessible resources.

Biology/domain unit

Material: Delivery branch: read the client's authorized process materials and define unfamiliar units. Recovery branch: study the strongest real objections, no new course.

Produce: One concise applied note, a worked decision/example and unresolved questions.

Understanding check: The note directly supports this week's experiment, collaboration, delivery or career action.

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

Material: Delivery branch: inspect data quality/prototype evidence. Recovery branch: rehearse the next qualified discovery conversation; relevant paper digest if time fits.

Produce: One concise applied note, a worked decision/example and unresolved questions.

Understanding check: The note directly supports this week's experiment, collaboration, delivery or career action.

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.

Branding: Draft a general learning note; use no client result publicly without permission.

Opportunity action: Track decision maker, access blocker and next meeting for the audit; maintain only essential recruiter follow-up within capacity.

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.

The source audit promises about 20 hours over two weeks. With research/study overhead this may not fit; document the allocation and negotiate duration or scope before promising delivery.

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.

This is an enabling week. Its deliverables feed the next scheduled gate: 32. Complete the acceptance checklist below; do not promote reputation from a draft.

• Monday artifact satisfies: Record the delivery-versus-recovery branch and produce either one evidence-backed client readout or one qualified proposal with a dated next action.
• Wednesday artifact satisfies: Measured versus estimated cycle times are explicit, or recovery contact actions are evidenced.
• Friday artifact satisfies: The prototype has an acceptance measure, or proposal status is recorded honestly.
• 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.

Expanded minimum derived from the source goal: Record the delivery-versus-recovery branch and produce either one evidence-backed client readout or one qualified proposal with a dated next action.

Operational first step if stalled: open week-29-branch.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.

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.

Prepare Week 29 of this LABLOOP execution plan.
Read execution-plan/specs.md, execution-plan/DECISIONS.md,
execution-plan/GATES.md and
execution-plan/weeks/week-29-audit-delivery-or-sales-recovery/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 29 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.

v6 expands this row into a full brief, with the gate and output unchanged, inside v6 · Week 29 · Audit delivery 1. The following is source planning text, not a claim of completion. Apply the explicit evidence corrections in this specification and DECISIONS.md.