AN OPEN OBSERVATORY FOR CURIOUS MINDS VOL. 01 / 2026

HOW DO
WE KNOW?

Between what happened and what we believe happened lives an entire universe of uncertainty.

Come investigate it. No intellectual superiority. No guaranteed truth machine. Just better questions, better evidence and the occasional humbling surprise.

08 EXPLAINERS03 LIVE LABS01 TAKE-HOME TOOLKIT
LIVE INFERENCE ENGINEFIG. 001
OBSERVATION
INFERENCE

A good explanation survives serious alternatives. It does not merely sound convincing.

NOT A CERTAINTY FACTORYSCROLL TO INVESTIGATE

/ 001 — THE PRINCIPLES

Eight ways to be less wrong.

Each idea contains a small example, a competing explanation and a question you can use in actual life. Open any card to explore further.

A methodological note: none of these principles is a universal mechanical “truth filter.” Their usefulness depends on the question, data and context.

/ 002 — THE EXPERIMENTS

Less preaching.
More playing with ideas.

Three small interactive models. The numbers and cases are explicitly invented for learning, not presented as research findings.

CLASSIFICATION / 12 THOUGHT EXPERIMENTS

What kind of claim is this?

01 / 12
FICTIONAL CASE FILE A

Choose the best description (the case context matters)

The goal is to notice distinctions, not collect a badge.

/ 003 — THE PRIVATE WORKBENCH

Bring your
own question.

Use this five-part inquiry worksheet on an everyday claim, a study, a headline or a decision. Your writing stays in your browser unless you choose to copy or download it.

◈
PRIVATE BY DESIGN

No accounts, submissions, trackers or server storage. “Save locally” uses this device’s browser storage only.

PERSONAL CLAIM AUDITNO SCORE / NO VERDICT

Your work is not submitted anywhere.

SAHIL TAYAL / SAHILVERSE
FIELD NOTES · 01
HOW DO
WE KNOW?

THE EVIDENCE AUDIT FIELD GUIDE

Protocols / Cases / Worksheets
Critical inquiry for ordinary life.
sahiltayal.com

/ 004 — SOMETHING TO KEEP

A field guide for
the real world.

This isn’t a trophy PDF or a one-page advertisement. It is a substantial, printable companion to use when a confident claim deserves a second look.

01 Eight in-depth frameworks with practical questions
02 Four fully worked claim audits and a causal map
03 A transparent base-rate calculation
04 Twelve classification cases with annotated answers
05 Printable claim-audit worksheets and a group workshop
↓ DOWNLOAD THE COMPLETE FIELD GUIDE PDF

Free to read and keep. Credited to Sahil Tayal · sahiltayal.com. PDF is a real file included with this website, not generated by a third-party service.

/ 005 — OPEN INQUIRY

What would
change your mind?

Found a weak argument here? Have a better experiment or an interesting disagreement? Serious inquiry gets better when people can talk back.