The full knowledge base. Everything GBTT has built, researched, and planned.
Last updated 4 April 2026
21
Tools built
2
Investigative articles
27
Research files
35+
Datasets
The master thesis: elite decoupling
Core claim
Britain is experiencing civilisational decline, not era change. The governing class has decoupled from the domestic population: their incentives no longer align with population outcomes. Every GBTT topic is an entry point to this framework. The framework is the destination.
Three pillars support the thesis. State capacity failure: the state is bigger than ever and delivers less, with failures simultaneous across unrelated sectors (justice, borders, health, housing, infrastructure). Social reproduction failure: fertility at 1.41 TFR, home ownership for young people collapsed, productivity stagnant since 2008. Democratic legitimacy failure: 25 years of 60-70% opposition to high immigration, net migration rose from 50k to 700k across four changes of government.
Key concepts: the deontological shield (correct procedure producing monstrous outcomes with no accountability), bifurcation (global-facing domains thrive while domestic-facing domains decline), and the 1970s comparison (that crisis produced a democratic correction; this one hasn't, because legitimacy crises self-reinforce rather than self-correct).
Falsifiable by 2033: if 3+ of these improve significantly, the thesis is wrong. Trust in government above 25%. Fertility above 1.6. Under-35 home ownership above 45%. NHS waiting list below 4m. Net migration below 200k for 3+ years. Crown Court backlog below 40k.
Full framework: ELITE-DECOUPLING-FRAMEWORK.md
Card strategy: the argument engine
The card is the product. A single image, one killer stat, designed to drop into an existing X or Reddit argument and win it. The funnel: argument > card > tool/article > GBTT brand. Cards are extracted from GBTT's novel research, not generic headlines. Each card flips the moral framing: data IS compassion when you're showing who actually gets hurt.
The framing pattern: place the WARNING label on the policy that's actually hurting people. Reframe the data-driven position as the compassionate one. "Compassion" says protect pensioners; the card asks who needs protection more, a triple-locked homeowner or a 28-year-old paying £1,430/month rent.
The flip
Their framingThe GBTT card
"We must help refugees"Your kid waits 3 years for a GP while we add a city of Birmingham
"Benefits are a safety net"82% of DWP spend: people who never work again
"Can't cut public services"Council CEO: £230k. Your bins: every two weeks.
"Tax the rich"The rich left. The bill landed on you.
Full strategy: CARD-STRATEGY.md. Card designs: cards/index.html
Research pipeline
Every piece goes through a 10-phase pipeline before publication. The pipeline is designed to prevent the single most damaging thing a data-driven outlet can do: publish a wrong number.
Confidence tiers: Strong Signal (3+ sources or primary source confirmed), Moderate Signal (2 sources), Speculative (1 source). Target: 80%+ Strong Signal before publication. No unverified claims without explicit Speculative labels.
Karpathy autoresearch loop: frozen metric (Strong Signal / total claims x 100), git as memory, keep/discard binary, max 5 iterations. The loop attempts to upgrade every Moderate and Speculative claim.
317 councils, 55 fields. CEO pay, dispersal tax, regressivity gap, planning speed, empty homes, s106 unspent. The most comprehensive council-level dataset GBTT has.
Live317 councils55 fields
Sewage Check
Water company discharge data by area. Spill hours, company dividends, debt levels. Enter your postcode.
LivePostcode lookup
Salary Check
Enter your salary. See your real tax rate: income tax + NI + student loan + council tax + VAT on spending. The number nobody tells you.
LiveCalculator
State Salary Check
Public sector pay lookup. What does your local council CEO, NHS trust boss, or quango chief actually earn?
LivePay data
Net Taxpayer Calculator
Are you a net contributor or net recipient? Enter your income and household composition. See where you sit.
LiveCalculator
Ghost Population
England's official population (58.6m) vs GP register (63.5m+). Interactive slider: drag population, see per-capita fiscal impact. Gap: £1,455/person.
LiveInteractive slider
Fuel Check
Live fuel prices, MP voting records on fuel duty, squeeze rankings by region. Auto-updating via Cloudflare Worker.
LiveAuto-updateWorker
Graduate Escape Plan (v1 + v2)
Graduate job market data. Applications vs vacancies, sector breakdown, salary expectations vs reality.
Live2 versions
MP Jobs
What your MP earns outside Parliament. Second jobs, consultancies, directorships. Searchable by constituency.
LiveSearchable
Will I Get a Pension?
Pension forecast based on NI contributions, age, and the state pension triple lock trajectory.
LiveCalculator
The Free British Pension
The ROI calculation: 5 years of NI contributions can unlock 98.6% of the full state pension via Pension Credit. The sustainability question.
Live
The Boris Wave
Economic trend analysis across the Boris Johnson era.
Live
Council Tax Fairness Check
How fair is your council tax? Based on 1991 valuations that haven't been updated in 35 years. The most regressive tax in Britain.
Live
The Secret Debt Bomb
National debt visualised per person, per household, per second. Interest payments vs public services.
Live
Who Gets Your Money?
Visual breakdown of where every pound of your tax goes. PESA-based.
Live
Wage Squeeze
Real wage stagnation since 2008. Earnings growth vs inflation, by sector and region.
Live
ILR Hacks
Routes to Indefinite Leave to Remain. Care work pathway, student-to-ILR pipeline, pension credit access.
Live
Importing Voters?
Immigration and electoral demographics. Who votes how, and what net migration does to constituency composition.
Live
Econ Model
Economic modelling workspace.
Live
Data Cards
22 social media cards (16 text + 6 chart) for X/Reddit replies. 4:5 aspect ratio, screenshot-ready. The argument engine's ammunition.
Live22 cards
Articles: investigative long-form
The Graduate Debt Trap
£268.5bn outstanding. Interest accruing 3x faster than repayments. 1 in 3 graduates with negative returns. Grade inflation, foreign student dependency, the 51% marginal rate. 52 verified claims, 84.6% confidence score.
Article52 claims84.6%
Whitehall Waste
520,860 civil servants (+35.6% since 2016). £197bn unfunded pensions. Productivity 3.4% below 2019. Named perm secs, pay bands, department failures. 68 claims, 86.8% confidence score.
Article68 claims86.8%
Research: completed
Graduate Debt Trap Karpathy loop
52 verified claims. £268.5bn outstanding (England). Plan 2 interest RPI+3%. 150,450 borrowers owe £100k+. 1 in 3 graduates with negative lifetime returns. Fine Arts median salary below NLW. 51% marginal rate above £50,270. Foreign student fee income £11.8bn (23% of total). Firsts: 15.8% to 28.8%. DDD students getting firsts: 6.7% to 24.4%.
13 topics ranked by rage intensity, data gap, card potential, framing flip. Tier 1 (nuclear): intergenerational wealth war, student loans, immigration fiscal cost, NHS collapse. Tier 2: council tax, energy/net zero, benefits system, sewage. Tier 3: crime, pensions, political class, housing, economic inactivity.
File: RAGE-RESEARCH.md
Motability / ADHD / Sickfluencers Complete
Motability fraud indicators, 90% of cars with no adaptations. "Right to Choose" ADHD pipeline: patient picks assessor, diagnosis in weeks, PIP follows, car follows. TikTok sickfluencers coaching PIP descriptor gaming. Reddit posts from DWP staff confirming system gaming.
Student and staff reports of English language problems, degree quality concerns, university financial dependency on international fees.
File: INTL-STUDENTS-REDDIT-RESEARCH.md
University Finances Complete
45% of universities in deficit (OfS Nov 2025). 13,300 jobs lost, £303.3m in severance. International fee dependency: 1 in 6 universities get 33%+ from overseas fees.
File: UNI-FINANCES-RESEARCH.md
Foreign Aid & Net Zero Costs Complete
Research on combined household cost of foreign aid obligations and net zero green levies.
File: research-foreign-aid-net-zero.md
PQ Data Bombs Complete
Parliamentary Questions that extracted data useful for GBTT content. A catalogue of FOI-equivalent answers from Hansard.
File: PQ-DATA-BOMBS.md
Research: skeletons (need deep sessions)
Ghost Population Deep Research Skeleton
Core claim: ONS official 58.6m vs GP register 63.5m+. 10 planned proxy indicators (sewage volume, waste tonnage, water consumption, energy, mobile SIMs, school capacity, hospital admissions, housing stock, transport, food sales). None completed. The tool is live but the deep cross-validation research was never done.
File: GHOST-POPULATION-RESEARCH.md
Economically Inactive Britain Skeleton
2.8m economically inactive due to long-term sickness (record). LCWRA +24% in one year. Benefits bill £334bn/year. Psychiatric disorders 39% of PIP claims. Anxiety/depression PIP claims up 3x since 2019. UK is only G7 country where inactivity INCREASED post-Covid. Needs deep session on LCWRA pipeline, return-to-work rates, OBR forecasts.
File: ECONOMICALLY-INACTIVE-RESEARCH.md
Council Accountability Index Research Skeleton
Tool is live with 317 councils and 55 fields. Deep research on novel metrics (Dispersal Tax, regressivity gap) not fully documented.
school_capacity.zip (unzipped)School capacity by LA
school_results.csvSchool performance data
All datasets in data/. Parse scripts: data/parse_council_tax.py
APIs & data access
Keyed APIs (in .env)
SerpstatKeyword research, domain analysis
NewsAPINews article search
Newsdata.ioNews data feed
SociaVaultReddit/social data scraping
Charity CommissionCharity register lookup
Companies HouseCompany/director mapping
Free APIs (no key needed)
ONS Beta APICensus, earnings, GDP by LA
Police Data APICrime data by location
MHCLG SPARQLCouncil tax, housing, planning
Reddit JSONAppend .json to any URL
SEO targets: what people are searching for
Top 10 keyword opportunities (Serpstat, g_uk)
KeywordVolumeDifficultyStatus
where does my tax go uk1701Real Pay tool
uk national debt clock2,40021Debt Bomb tool
australia vs uk cost of living1,0006Not built
council tax spending breakdown903Council Index
pension crisis uk1704Pension Check
how much does immigration cost uk48013Not built
future of state pension2,90016Pension ROI
uk government spending breakdown1,30016Real Pay tool
uk national debt per person48030Debt Bomb tool
list of uk stealth taxes100Not built
Full keyword analysis: KEYWORD-SUMMARY.md. Full content plan: ACTION-PLAN.md
Cross-reference map: how everything connects
Every GBTT topic connects to the elite decoupling framework. The reader who sees one post gets value. The reader who sees ten starts to see the pattern.
TopicFramework pillarTools / research
Council taxState capacityCouncil Index, Band Robbery, council data CSVs
Ghost populationState capacityGhost Population tool, GHOST-POPULATION-RESEARCH.md
Whitehall wasteElite decouplingWhitehall Waste article, State Salary Check
Graduate debtSocial reproductionGrad Debt Trap article, Grad Jobs tools, cards
Tax burdenSocial reproductionSalary Check, Net Taxpayer, Real Pay, Debt Bomb
MP accountabilityDemocratic legitimacyMP Jobs tool
21 tools. 2 investigated articles. 35+ datasets. 27 research files. One thesis: the people running this country decoupled from the people living in it.