Direct subpage · Engineering Triad Workbench Theory · Application · Study

Theory first.
Apply & study.

Built around the engineering triad: understand foundational Theory from first principles, engineer real-world Applications, and test empirical Studies with Pandas & data — plus site to-dos, spontaneous rap bars, and voice memos.

Study queue118 published · 3 queued · 266 visits
Theory & Applications4T · 4AEngineering Triad: Theory → Application → Study
Wishlist to-dos74 done · 3 open
Bars & Voice studio3 bars · 2 memos3 Rap buckets · 162 s audio

01 / To study with data (Engineering Triad · Step 3)

Add a study above, sort by Date or Visit Rank, and hover/tap any Study link to inspect or Re-Study.

Each Study title below is an interactive PowerBI-style tooltip link: hover over it on desktop (or tap it on mobile) to view its target Atlas destination, full research question, visit count, Re-Study dataset scope (New Datasets and/or Updated Site Datasets), or ▶ Run study now trigger. Adding a second study to an existing subsubsection automatically stacks a new Study Tab below the first one.

01 · Add a study to the queue (auto-expands as you type · stacks new tabs in existing sections)

🔒 Admin locked
📊 Output Plot & Visual Types (Multi-Select — pick any combination of Box & Whisker, Line, Stacked/Clustered Column, Pie, Radar, Sankey, or Histogram)
📎 Attach My Site's Data (click to toggle):
Dataset search & Re-Study scope (Multi-Select — toggle either or both)
To Study with Data — hover or tap any Study link for Destination, Question, Plot Picker, Linkages & Run / Follow-Up
IDDateStudy (hover / tap)DataLinkagesStatus
ST-01-002026-10-25
ST-01-00 · Study Tooltip · 38 visits
Question

How much of the wage economy is exposed to AI beneath the visible tech surface (MIT / Oak Ridge Project Iceberg: 2.2% visible vs. 11.7% submerged), how do occupational roles break down inside the 12 major NAICS industries, and how does exposure shift across regional economies?

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · LaTeX paper & PDF ↗ · ·
MIT / ORNL Project Iceberg (151M workers, 923 occupations, 32k skills) + BLS OES / StatCan NAICS sector matricespublished
ST-02-002026-10-25
ST-02-00 · Study Tooltip · 31 visits
Connected Linkages
Question

Why did Alberta voters pass all 5 non-constitutional immigration/voter-ID questions, reject all 4 constitutional amendments, and vote 74.95% to 25.05% to remain in Canada — and how did age, region, party coalition, and identity attachment divide the vote?

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · LaTeX paper & PDF ↗ · ·
Elections Alberta Oct 19, 2026 count (>2.07M ballots) + Abacus Data (n=1,021) + Research Co. exit & pre-vote polls (n=811, n=601)published
ST-03-002026-10-25
ST-03-00 · Study Tooltip · 14 visits
Destination
Question

Which challenge wins carry the highest conditional series-clinch swing, and how do streak lengths compare with a stationary coin-flip baseline?

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · ·
records/basketball/series.json (13 series, 73 rounds) + upcoming Series 14+ logsqueued
ST-04-002026-10-25
ST-04-00 · Study Tooltip · 19 visits
Destination
Question

How do replicator dynamics and spatial resource limits shift cooperative vs. hawkish equilibria in small populations?

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
·
Synthetic agent trajectories + phase_lab simulation runnerqueued
ST-05-002026-10-25
ST-05-00 · Study Tooltip · 27 visits
Question

How does sodium-ion battery chemistry compare to lithium-ion at the elemental and electrochemical level, why do those differences arise from the periodic table, and how will grid-scale sodium batteries be deployed to prevent massive blackout power events once manufactured at scale?

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · LaTeX paper & PDF ↗ · ·
ANL BatPaC v5.1 (2025) + NREL ATB Utility-Scale BESS + USGS Mineral Commodity Summaries (2025-2026) + IEA Global EV & Battery Outlookpublished
ST-06-002026-10-25
ST-06-00 · Study Tooltip · 29 visits
Destination
Question

Study which countries have gas prices that are much higher than cost, and see if companies are few and colluding to keep prices high. Go over Game Theory incentives as to why certain industries would do this and others wouldn't.

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · LaTeX paper & PDF ↗ · ·
IEA Energy Prices & Taxes + Germany MTS-K (Assad et al. 2024 JPE) + WA FuelWatch (Byrne & de Roos 2019 AER) + UK CMA (2023-2025) + NRCan / CNEpublished
ST-07-002026-10-25
ST-07-00 · Study Tooltip · 11 visits
Connected Linkages
Question

Do my lifting numbers, top-set Epley 1RM, 10+/12+ rep-target progression, and session-over-session rate of strength increase (d(Volume)/dt and d(1RM)/dt) go up or down based on same-day and lagged 7-day moving-average calorie intake, protein grams, and net caloric deficit on my own site?

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · ·
Internal Site Data: records/athletics/weightlifting/Weightlifting_Log.txt + records/health/diet/Diet_and_Calorie_Tracking.txt + Sleep_and_Dream_Log.txtqueued
ST-08-002026-10-26
ST-08-00 · Study Tooltip · 24 visits
Question

How rapidly are AI inference token costs ($/1M tokens) deflating relative to frontier pre-training cluster capex ($M) and data-center energy (Wh/query), and how do Sparse MoE, Multi-head Latent Attention (MLA), open-weight models, and test-time reasoning tokens reshape enterprise AI unit economics?

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · LaTeX paper & PDF ↗ · ·
Epoch AI Compute & Price Trends (2023–2026) + Artificial Analysis API Benchmarks + Stanford HAI AI Index + Google AI Studio / OpenAI / Anthropic / DeepSeek Pricing & Technical Reportspublished
ST-09-002026-10-27
ST-09-00 · Study Tooltip · 33 visits
Question

Using Real Dollars and Normalizing for Population Distribution, how much has the Tax Burden and Tax Rewards (in terms of how much benefits have been recieved from taxes by age group) fell on each generation? Track how different taxes have varied over the years too, I want plots of that AS WELL AS the other plots you WERE ALREADY GOING TO GENERATE, like sales tax, income tax, property tax, taxes on alcohol, gas, etc and factor in how much those affect different generations during different time periods factoring in stuff even as minute as average commute times (I want data and visuals for how different generations have different average commutes) affecting the carbon tax, vape tax targetting younger generations, property taxes impacting older generations. Everything.

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · LaTeX paper & PDF ↗ · ·
Statistics Canada DHEA (Tables 36-10-0587-01 & 36-10-0588-01, 1999–2025) + Survey of Household Spending (SHS) + Census/LFS Commuting Supplements + CTNS Nicotine Survey + CIHI NHEX (1975–2025) + PBO Carbon & Excise Reportspublished
ST-10-002026-10-28
ST-10-00 · Study Tooltip · 18 visits
Connected Linkages
📊 ST-06-00🔗 Business-and-Economics/Key-Performance-Indicators/Financial-Metrics
Question

How to the total amount of recalls compare between different automotive companies, the severity of each recall should be part of a stacked column chart. Total cost and total customer loss from each.

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · ·
USDOT / NHTSA Safety Recalls Flat Files & Annual Reports (49 CFR Part 573, DataHub mu99-t4jn, 2024–2025) + Transport Canada MVSA Recalls + SEC 10-K / IFRS Warranty Reserve Filings (Warranty Week 2025–2026) + JD Power Brand Loyalty (2025) & Reynolds Defection Report (2026)
📊 ST-06-00🔗 Business-and-Economics/Key-Performance-Indicators/Financial-Metrics
published
ST-11-002026-10-29
ST-11-00 · Study Tooltip · 22 visits
Question

I want to see the medium to long term temperature swings that occur in different regions between (timewise) local maxima and minima for highs and low temperatures recorded for each day. I'm curious how much humidty plays a role in these temperature swings so i've outline a few different regions. I would want line plots and box and whisker plots showing temperature for every day of this year for a few key locations around the world (Barrie Ontario, Vancouver BC, Dublin Ireland, Rio de Janeiro Brazil, Dubai UAE, etc), and Box and Whisker plots containing data from 20 or more areas within a 200km radius of each of these locations for each month of the year up until November 1st. My plans later on is to build some theory as to why this happens and understand the applications that could be used for weather control and storm prevention if that is even something that's possible to geoengineer around.

Plot Types (Multi-Select for Run / Re-Study)
Re-Study Data Scope (Multi-Select)
Outputs / Run / Follow-Up
Interactive study ↗ · ·
NOAA GHCNd v3.31 (248 stations across 200 km buffers) + ECMWF ERA5 Hourly Reanalysis + Environment & Climate Change Canada (ECCC) + Met Éireann + INMET Brazil + WMO WIGOS (Jan 1 – Nov 1, 2026)published

02 / Learn / Theory queue (Engineering Triad · Step 1)

Go deep into the foundational theory of any topic — or introduce an outlined subsubsection from scratch.

Select General / Subsubsection Introduction when a destination in the Atlas or Mental Map is empty and needs a complete, first-principles introduction from scratch, or pick a focused derivation category to add deeper theoretical foundations below existing notes.

02 · Learn / Theory: Introduce a subsubsection from scratch or derive first principles

Engineering Triad · Step 1: Theory
Learn / Theory Queue — First-Principles Foundations & Subsubsection Introductions
IDDateCategoryTheory TopicDestinationDerivation / ScopeLinkagesStatusRun
TH-012026-10-25General / Subsubsection IntroductionElectrochemical Potentials, Nernstian Equilibria & Alkali Intercalation From First PrinciplesElectrochemistry ↗Introduce Electrochemistry from scratch: Gibbs free energy, chemical potentials, the Nernst equation, Butler-Volmer overpotentials, and Period 2 vs. Period 3 alkali intercalation.published
TH-022026-10-25General / Subsubsection IntroductionNon-Cooperative Game Theory, Nash Equilibria & Infinitely Repeated Oligopoly SupergamesGame Theory ↗Introduce Game Theory from scratch: strategic-form games, Bertrand vs. Cournot competition, folk theorems, grim-trigger SPNE thresholds, and monitoring lags.published
TH-032026-10-25First-Principles DerivationReplicator Dynamics, Evolutionary Stability & Spatial Resource GamesSimulations ↗Derive the replicator differential equation from discrete generational payoffs and connect ESS conditions to spatial agent simulations.queued
TH-042026-10-29Mathematical & Physical FrameworkClausius-Clapeyron Vapor Pressure, Brunt Infrared Continuum Emissivity & Bowen-Ratio Boundary-Layer Energy PartitioningPhysical Chemistry ↗Derive why specific humidity q (g/kg) and Bowen ratio β = H/LE—rather than relative humidity RH—govern diurnal temperature range (DTR) and multi-day baroclinic Rossby-wave temperature swings via Clausius-Clapeyron latent enthalpy and 8–12 μm H2O continuum back-radiation.published

03 / Applications queue (Engineering Triad · Step 2)

See how theoretical fundamentals apply to real-world engineering systems and positive societal benefit.

Bridge first principles and empirical data: document how physical, mathematical, or economic mechanisms are engineered into working devices, algorithms, or policies and quantify their benefit to society.

03 · Applications: Connect theoretical fundamentals to real-world engineering & societal benefit

Engineering Triad · Step 2: Application
Applications Queue — How Fundamentals Apply to Real-World Systems & Societal Benefit
IDDateDomainApplicationDestinationSystem DesignSocietal BenefitLinkagesStatusRun
AP-012026-10-25Energy & Grid InfrastructureGrid-Scale Sodium-Ion BESS Architecture for Polar-Vortex Blackout PreventionElectrochemistry ↗4-to-12 hour utility substation battery banks using Polyanionic NFPP / Prussian White cells with dual Al collectors and 0 V safe maintenance.Prevents catastrophic winter heating blackouts at −20°C to −35°C without lithium or copper supply bottlenecks.published
AP-022026-10-25Economic & Regulatory PolicyConsumer Fuel-Price Portals vs. Algorithmic Collusion GuardrailsGame Theory ↗Design asymmetric disclosure rules (delayed bulk API feeds + maverick club station licensing) that help consumers search without giving oligopolists 0-second retaliation feeds.Compresses 25–28 c/L oligopoly fuel markups toward the 12 c/L competitive benchmark, saving households billions annually.published
AP-032026-10-25Human Performance & BiomechanicsAutoregulated Progressive Overload Under a Caloric DeficitWeightlifting ↗Combine daily TDEE/consumption logs with 10+ and 12+ rep-target thresholds to time deloads and carbohydrate refeeds.Preserves lean muscle mass and central nervous system recovery during sustained fat-loss phases.
📊 ST-07-00🔗 VN-02
queued
AP-042026-10-29General Engineering ApplicationMesoscale Albedo, Bowen-Ratio Irrigation & Marine Cloud Brightening Geoengineering for Convective Storm PreventionPhysical Chemistry ↗Couple surface albedo augmentation (Δα ≥ +0.12) with upwind Bowen-ratio irrigation (β < 0.8) and 100–300 nm sea-salt Marine Cloud Brightening to thicken Convective Inhibition (CIN) without raising equivalent potential temperature θ_e or CAPE.Mitigates extreme urban heatwaves by 1.8–3.2°C and suppresses severe supercell/flash-flood convective initiation across 50–200 km corridors.published

04 / To-do & wish list

Capture a website or research task first, then review the queue below.

04 · Add a to-do or wishlist change

To-Do & Website Wishlist
IDDateItemCategoryPriorityDestinationLinkagesStatusNotes
TD-012026-10-25Launch direct Workbench subpage (Workbench/index.html) with 4 database tables & mobile capture formsDatabasehighRelational Database Development ↗—doneBacked by SQLite (records/workbench/workbench.db) + JSON/CSV exports and GitHub Mobile issue/patch bridge.
TD-022026-10-25Hybrid Google Drive / local log sync with zero-token rule repair + single-line Gemini fallbackAutomationhighAthletics ↗—donepython -B -m site_content.log_sync repairs common paste slips deterministically before touching any API tokens.
TD-032026-10-25Publish Macroeconomics AI Iceberg Index study, interactive regional sector map & LaTeX PDFStudieshighEconomic Growth ↗—doneHosted at Macroeconomics/Economic-Growth with compiled PDF at Macroeconomics/Economic-Growth/Paper.
TD-042026-10-25Publish October 2026 Alberta Referendum 10-question & demographic vote study + LaTeX PDFStudieshighPublic Policy ↗—doneHosted at Law-and-Policy/Public-Policy with compiled PDF at Law-and-Policy/Public-Policy/Paper.
TD-052026-10-25Connect Cloudflare Worker + D1 / Supabase insert endpoint for 1-tap mobile saves without Git commitsDatabasemediumDatabase Exploration ↗—in-progressBrowser forms already emit the exact JSON payload and fall back to localStorage + GitHub Mobile.
TD-062026-10-18Redact start pin and street names from Tempo1.png and add to the Running dashboardAthleticsmediumRunning ↗—plannedOriginal screenshot is git-ignored until redacted like interval_track_1.png.
TD-072026-10-04Log timed 5x50 m, 10x50 m and 5x100 m swim sets once pool-safe watch arrivesAthleticslowSwimming ↗—plannedKeep distance-only sessions intact and add set-window split columns.

05 / Spontaneous rap lyric table

Drop bars straight into a topic bucket, then filter the archive below.

05 · Drop spontaneous bars into a topic bucket

Spontaneous Rap Lyric Table — routed by topic bucket
IDDateTopic bucketTitle / hookBarsTheme / cueStatus
RL-012026-10-25Homewood & Trafalgar ↗Iceberg Underneath (Post-Workout Bar)
Two percent above the water, ninety-eight in the dark,
They only count the lightning when the server catches a spark.
Every ledger in the tower got a ghost in the sheet,
I'm running tempo up the Escarpment just to measure the beat.
Automation, unseen leverage, late-night trainingdraft
RL-022026-10-25Vagabond ↗Cold Air, High NEAT
Sixteen thousand steps before the sun clears the frost,
Count the deficit in chalk dust, never count what it cost.
Plate loaded to the collar, twelve reps on the bar,
Keep the notebook in the gym bag where the blueprints are.
Discipline, October cut, self-reliancedraft
RL-032026-10-25Future Projects ↗Ballot Box / Fault Line
Ten questions on the paper, three-to-one on the stay,
Half the room wants a megaphone, half wants a way.
Draw the border in the oil sand, draw it in the poll,
Everybody wants the leverage till you tally the toll.
Civic fracture, leverage vs. exitdraft

06 / Voice note studio

Record or upload a voice memo at the top, then browse the transcribed journal & podcast feed below.

06 · Record or upload a voice note

Record straight from your phone or laptop microphone (Web Audio + live speech-to-text dictation when supported), or upload an .m4a, .mp3 or .wav memo. Recordings stay local until you export or commit them.

0:00 · ready
🔒 Journal & Voice Note Transcripts are Admin-Protected

Entry titles and durations are visible; full personal journal transcripts and summaries require Admin unlock (30-minute session across the site).

Voice Notes → Journal & Podcast Pipeline
IDDateSectionTitle & formatDurationTranscript & summary (Admin)DestinationState
VN-012026-10-25Study MemoWeekend Architecture Note: Workbench + GitHub Mobile Studieswebm/opus (browser recorder) or m4a/wav upload94 s🔒 Admin-protected journal logRelational Database Development ↗processed
VN-022026-10-25JournalTraining & Recovery Check-In (Week 3 of October Cut)wav (44.1 kHz mono PCM)68 s🔒 Admin-protected journal logDiet ↗processed

07 / Zero-copy-paste mobile log sync & SQLite architecture

Log daily on your phone in Google Docs — never copy-paste into Notepad again.

1. Direct Google Docs Cloud Pull (Zero Copy-Paste)

Keep logging daily on your phone in the Google Docs app inside your Logs folder. Link each Google Doc URL once on any Athletics/Health page (no Admin needed) or via CLI:

python -B -m site_content.log_sync --set-doc weightlifting "https://docs.google.com/document/d/..."
python -B -m site_content.log_sync

log_sync downloads the live plain text straight from Google Docs (or extracts .docx via docx_to_txt), repairs any paste/typo slips for 0 tokens, and updates both records/ and LiamMs_PandasProjects/.

2. How SQLite Works on Static GitHub Pages (Limits & Hybrid Sync)

records/workbench/workbench.db is a true relational SQLite 3 database (up to 281 TB theoretical capacity, ACID transactions, zero-config single file). Because GitHub Pages serves static files without a persistent write-disk server, live visitor clicks and mobile form entries stage immediately in browser localStorage and merge with the canonical SQLite database on each build or export.

python -B -m site_content.workbench add-lyric --bucket Vagabond --title "Hook" --bars "..."
Show the relational SQLite schema (records/workbench/workbench.db)
CREATE TABLE IF NOT EXISTS study_queue (
    id TEXT PRIMARY KEY,
    parent_id TEXT,
    created_on TEXT NOT NULL,
    title TEXT NOT NULL,
    atlas_path TEXT NOT NULL,
    question TEXT NOT NULL,
    dataset TEXT NOT NULL,
    status TEXT NOT NULL CHECK (status IN ('published', 'in-progress', 'queued')),
    study_route TEXT,
    paper_route TEXT,
    clicks INTEGER NOT NULL DEFAULT 0,
    chart_types TEXT NOT NULL DEFAULT 'auto',
    linkages TEXT NOT NULL DEFAULT '',
    notes TEXT NOT NULL DEFAULT ''
);

CREATE TABLE IF NOT EXISTS theory_queue (
    id TEXT PRIMARY KEY,
    created_on TEXT NOT NULL,
    category TEXT NOT NULL,
    title TEXT NOT NULL,
    atlas_path TEXT NOT NULL,
    scope_prompt TEXT NOT NULL,
    status TEXT NOT NULL CHECK (status IN ('published', 'in-progress', 'queued')),
    linkages TEXT NOT NULL DEFAULT '',
    notes TEXT NOT NULL DEFAULT ''
);

CREATE TABLE IF NOT EXISTS applications_queue (
    id TEXT PRIMARY KEY,
    created_on TEXT NOT NULL,
    domain TEXT NOT NULL,
    title TEXT NOT NULL,
    atlas_path TEXT NOT NULL,
    system_design TEXT NOT NULL,
    societal_benefit TEXT NOT NULL,
    status TEXT NOT NULL CHECK (status IN ('published', 'in-progress', 'queued')),
    linkages TEXT NOT NULL DEFAULT '',
    notes TEXT NOT NULL DEFAULT ''
);

CREATE TABLE IF NOT EXISTS wishlist_todos (
    id TEXT PRIMARY KEY,
    created_on TEXT NOT NULL,
    title TEXT NOT NULL,
    category TEXT NOT NULL,
    priority TEXT NOT NULL CHECK (priority IN ('high', 'medium', 'low')),
    atlas_path TEXT NOT NULL,
    status TEXT NOT NULL CHECK (status IN ('done', 'in-progress', 'planned')),
    linkages TEXT NOT NULL DEFAULT '',
    notes TEXT NOT NULL DEFAULT ''
);

CREATE TABLE IF NOT EXISTS rap_lyrics (
    id TEXT PRIMARY KEY,
    created_on TEXT NOT NULL,
    bucket TEXT NOT NULL,
    title TEXT NOT NULL,
    bars TEXT NOT NULL,
    theme_cue TEXT NOT NULL DEFAULT '',
    status TEXT NOT NULL CHECK (status IN ('draft', 'recorded', 'published'))
);

CREATE TABLE IF NOT EXISTS voice_notes (
    id TEXT PRIMARY KEY,
    created_on TEXT NOT NULL,
    channel TEXT NOT NULL CHECK (channel IN ('Journal', 'Podcast', 'Study Memo', 'Freestyle')),
    title TEXT NOT NULL,
    duration_seconds INTEGER NOT NULL CHECK (duration_seconds >= 0),
    audio_format TEXT NOT NULL,
    transcript TEXT NOT NULL,
    summary TEXT NOT NULL,
    atlas_path TEXT NOT NULL,
    status TEXT NOT NULL CHECK (status IN ('processed', 'queued'))
);

CREATE TABLE IF NOT EXISTS site_traffic (
    ip_index TEXT PRIMARY KEY,
    masked_ip TEXT NOT NULL,
    role TEXT NOT NULL,
    visits INTEGER NOT NULL DEFAULT 1,
    study_clicks INTEGER NOT NULL DEFAULT 0,
    top_section TEXT NOT NULL,
    last_seen TEXT NOT NULL
);

CREATE TABLE IF NOT EXISTS reabs_reminders (
    id TEXT PRIMARY KEY,
    created_on TEXT NOT NULL,
    title TEXT NOT NULL,
    urgency TEXT NOT NULL CHECK (urgency IN ('High', 'Medium', 'Low')),
    schedule_text TEXT NOT NULL,
    days_of_week TEXT NOT NULL,
    time_of_day TEXT NOT NULL,
    phone_number TEXT NOT NULL DEFAULT '',
    phone_source TEXT NOT NULL DEFAULT 'direct',
    reasoning TEXT NOT NULL,
    default_email TEXT NOT NULL DEFAULT 'l2mcgrat@uwaterloo.ca',
    extra_emails TEXT NOT NULL DEFAULT '',
    sms_enabled INTEGER NOT NULL DEFAULT 1,
    reminders_enabled INTEGER NOT NULL DEFAULT 1,
    status TEXT NOT NULL CHECK (status IN ('active', 'completed', 'muted')),
    completed_on TEXT,
    hours_spent REAL NOT NULL DEFAULT 0.0
);

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Live Study Runner · Findings & LaTeX Article

Running study…

Re-Study Data Scope (Multi-Select):
📊 Output Plot Types for Re-Study (Multi-Select):

Configure & Re-Run Study · All Initial Selection Criteria

Re-Run / Configure Study

Review or modify any of the initial selection criteria below—Title, Target Atlas Destination, Core Question, Data Sources, Internal Site Logs, Linkages, Multi-Select Output Plot Types, and Dataset Search Scope—before executing with Gemini 4 Argon.

📊 Output Plot & Visual Types (Multi-Select — pick any combination of Box & Whisker, Line, Stacked/Clustered Column, Pie, Radar, Sankey, or Histogram)
📎 Attach My Site's Data (click to toggle):
Dataset search & Re-Study scope (Multi-Select — toggle either or both)

Engineering Triad Expansion · Follow-Up Study & Theory / Application Extrapolation

Follow-Up & Extrapolate Study

Expand on an existing study by incrementing its index (e.g. ST-11-00 → ST-11-01), asking a new core question, and optionally extrapolating directly to a linked Theory (TH-XX) and/or Application (AP-XX) in the same subsubsection or a different one—with bidirectional linkages automatically wired across all tables and dashboards.

📊 Multi-Select Plot & Visual Types for Follow-Up Study:
🔗 Extrapolate to Theory & Application (Same or Different Subsubsection):