Methodology
How The First-Principles Take is structured and how The Bitcoin Signal is sourced, cached and limited — in full.
This page documents exactly how our two signatures work, so you never have to take our word for either one. If what you read here does not match what you see on the site, that is a bug — tell us.
The First-Principles Take
The First-Principles Take is our structured analysis format, applied to analysis pieces and to news stories where a genuine “so what” applies. It always follows the same four-part structure:
- Claim. A single, precise, falsifiable statement of what is being examined. Not a mood (“bullish”), a claim (“X caused Y”).
- Evidence. What we are reasoning from, itemised with its source. On-chain data and primary documents outrank secondary reporting; secondary reporting outranks anonymous commentary, which rarely appears at all. Estimates are labelled as estimates.
- Reasoning. The steps connecting the evidence to the claim, written so a reader who knows the subject can identify exactly which step they disagree with, if any.
- What it does not prove. The alternative explanations that remain live, the data that would change the conclusion, and the inferences the evidence cannot support. This is not a disclaimer appended at the end — it is the section we spend the most editing time on.
Every Take is written by a person, carries the tag “reasoned, not hyped,” and is explicitly not financial advice. We do not generate Take prose with a language model, and a Take is not published without a second person checking it against its own cited evidence.
The Bitcoin Signal — sources and cadence
The Signal board is assembled from public, keyless sources. Nothing on it requires an account or an API key, and every metric names its source directly.
| Metric | Source | Refresh |
|---|---|---|
| Spot price + 24h change | Binance BTC/USDT, CoinGecko fallback | 60 seconds |
| Fee estimate + mempool | mempool.space public API | 60 seconds |
| Hashrate + difficulty | mempool.space public API | ~10 minutes |
| Block height + halving countdown | mempool.space block height, computed against the 210,000-block schedule | ~2 minutes |
| Market dominance | CoinGecko global market data | ~5 minutes |
| Supply issued | blockchain.com chain data | ~30 minutes |
| Active addresses, transactions/day | blockchain.com chain statistics | ~6 hours |
Every value is cached server-side. If a source is briefly unavailable, the board serves the last known-good value with its original timestamp rather than a placeholder, and never fabricates a number. If no good value exists yet, the metric is omitted entirely.
What we deliberately do not show
Realised cap, HODL-wave derivatives, supply-in-profit bands and exchange net-flow estimates all depend on entity-clustering heuristics — educated guesses about which addresses share an owner. Those heuristics differ between data providers and are rarely published in full. We discuss these metrics in our analysis, where assumptions can be stated in the open, but we do not put a number for them on a live board we could not defend to the decimal place.
Forecast policy
We rarely make forward-looking statements about price. When we do, they are framed as scenarios with explicit assumptions — “if X holds, Y follows” — never as expectations, targets, or certainties. We do not publish price-prediction headlines.
Corrections policy
Substantive errors are corrected and logged publicly, with a date, at our corrections page. We do not silently edit a published claim.
Frequently asked
Does The First-Principles Take ever recommend buying or selling?
No. It examines a claim using evidence and reasoning and states what that evidence does not prove. It is analysis, not a trade signal, and it is never financial advice.
Why doesn't The Bitcoin Signal show realised cap or HODL waves?
Those metrics depend on address-clustering heuristics that vary by provider and are rarely published in full. We discuss them in analysis with their assumptions stated, but do not display a number on the live board we could not defend precisely.
Keep exploring
The Bitcoin Signal
Price, fees, hashrate, halving and on-chain fundamentals — each with what it can and cannot tell you.
ReferenceBitcoin glossary
Every term this site uses, defined plainly, with no jargon and nothing to sell.
AnalysisThe First-Principles Take
Claim, evidence, reasoning — and an explicit account of what the evidence does not prove.