GROUND
Problem
What becomes confusing, fragile, or impossible without understanding indexes? This lesson answers that through explanation, a worked example, two runnable exercises, and a reference solution. No teacher-supplied worksheet is required.
WebAssembly brought a portable low-level compilation target to the browser; SQLite brought a mature relational engine into one embedded file.
LEARN
Concept explanation
Indexes belongs to “SQLite inside the browser”. indexes must be connected to layer below by tracing representation, ownership, control, and failure. SQLite stores relational data in pages and chooses access using schema, indexes, statistics, and planner.
For indexes, trace concrete input, state transition, output, and failure through an explicit low-level or relational boundary where memory, crossings, schemas, queries, and persistence costs can be measured.
JavaScript calls into a WASM module whose linear memory and host imports form an explicit boundary. SQLite executes queries over pages, indexes, and a planner. Apply that model to supplied normal, boundary, and failure cases; each case below names its input and expected evidence.
Evidence produced by the indexes experiment: output, state, trace, bytes, timing, or diagnostics.
Condition that must remain true while inputs or implementation of indexes change.
Point where indexes crosses ownership, representation, time, process, network, or trust.
Example bank
Compare normal, boundary, failure, and cross-layer cases. Predict each observation before revealing the explanation.
SETUPTrace indexes end-to-end while running: Create notes table, insert 10k rows, query by indexed and unindexed columns.
OBSERVETrace explains EXPLAIN QUERY PLAN shows scan versus index; transaction changes cost; failed transaction leaves invariant true. without skipping any conversion, queue, process, protocol, or storage boundary.
WHY IT MATTERSThis isolates the normal contract of indexes; preserve its raw evidence as the control for every later comparison.
SETUPAt every indexes boundary, label owner and representation during: Wrap writes in transaction and compare timing.
OBSERVERecord what remains invariant and the first representation, owner, size, or timing value that changes in WASM debugger · SQLite CLI · EXPLAIN QUERY PLAN · OPFS.
WHY IT MATTERSA boundary example is useful only when one named dimension changes and everything else stays comparable.
SETUPLocate first layer where evidence diverges during: Violate constraint and prove atomic rollback.
OBSERVECapture the first divergence from the baseline, including exact input, diagnostic, state, and recovery result. Expected recovery: Trace explains EXPLAIN QUERY PLAN shows scan versus index; transaction changes cost; failed transaction leaves invariant true. without skipping any conversion, queue, process, protocol, or storage boundary.
WHY IT MATTERSThe diagnostic is part of the interface. Repair the proven cause, not the most visible symptom.
SETUPTrace indexes one layer below its usual abstraction through an explicit low-level or relational boundary where memory, crossings, schemas, queries, and persistence costs can be measured.
OBSERVEInspect module exports, memory, JS/WASM crossings, schemas, indexes, transactions, query plans, OPFS files, and recovery.
WHY IT MATTERSThe lower layer is earned when it explains evidence the current layer cannot. Otherwise keep indexes at the simpler boundary.
SEE
Worked example
Start from supplied lab.sql. Focus: Trace indexes end-to-end while running: Create notes table, insert 10k rows, query by indexed and unindexed columns.
- Run: sqlite3 :memory: < lab.sql
- Save baseline evidence. Inspect module exports, memory, JS/WASM crossings, schemas, indexes, transactions, query plans, OPFS files, and recovery.
- Boundary case: At every indexes boundary, label owner and representation during: Wrap writes in transaction and compare timing.
- Failure case: Locate first layer where evidence diverges during: Violate constraint and prove atomic rollback.
RESULT
Trace explains EXPLAIN QUERY PLAN shows scan versus index; transaction changes cost; failed transaction leaves invariant true. without skipping any conversion, queue, process, protocol, or storage boundary. Starter-level baseline: Query plan reports use of observations_topic; final query prints baseline.
START HERE
Starter material
PREREQUISITESsqlite3 CLI for SQL labs. Verify with sqlite3 --version. WASM labs additionally need Node.js 22+ and a browser.
ONE-TIME SETUPmkdir reforging-data && cd reforging-data
Create lab.sql, paste this exact content, then run the command below.
CREATE TABLE observations (id INTEGER PRIMARY KEY, topic TEXT NOT NULL, result TEXT NOT NULL);
INSERT INTO observations(topic, result) VALUES ("indexes", 'baseline');
CREATE INDEX observations_topic ON observations(topic);
EXPLAIN QUERY PLAN SELECT result FROM observations WHERE topic = "indexes";
SELECT result FROM observations WHERE topic = "indexes";sqlite3 :memory: < lab.sqlSTOP / CLEANUPIn-memory SQLite exits after script. Stop any local web server with Ctrl+C.
DO WITH GUIDANCE
Guided exercise
Trace layer below: indexes
- Normal case: Trace indexes end-to-end while running: Create notes table, insert 10k rows, query by indexed and unindexed columns.
- Write predicted evidence from this named case before running starter.
- Label input, state owner, transformation, output, and failure at every boundary.
- Run exact normal case. Save commands, inputs, outputs, and diagnostics in notebook.
- Explain changed evidence using lesson mental model in no more than five sentences.
Concrete guided solution
- Copy the supplied lab.sql unchanged and run: sqlite3 :memory: < lab.sql
- Write this prediction before inspecting output: Trace explains EXPLAIN QUERY PLAN shows scan versus index; transaction changes cost; failed transaction leaves invariant true. without skipping any conversion, queue, process, protocol, or storage boundary.
- Perform only the named normal case: Trace indexes end-to-end while running: Create notes table, insert 10k rows, query by indexed and unindexed columns.
- Save the raw output, then annotate input → transition → evidence. Use WASM debugger · SQLite CLI · EXPLAIN QUERY PLAN · OPFS to confirm the transition rather than inferring it.
- Compare prediction with evidence; if they differ, keep both and write the rule that explains the difference. Reference baseline: Query plan reports use of observations_topic; final query prints baseline.
DO ALONE
Independent exercise
Remove one abstraction: indexes
- Create second case from blank file: At every indexes boundary, label owner and representation during: Wrap writes in transaction and compare timing.
- Then create controlled failure: Locate first layer where evidence diverges during: Violate constraint and prove atomic rollback.
- Use WASM debugger · SQLite CLI · EXPLAIN QUERY PLAN · OPFS to prove behavior, then repair controlled failure.
- Compare result against supplied acceptance checks and reference approach before marking complete.
Concrete independent solution
- Duplicate the starter into a clean comparison case; change only this boundary: At every indexes boundary, label owner and representation during: Wrap writes in transaction and compare timing.
- Save its evidence beside the baseline and identify the first changed value. Inspect module exports, memory, JS/WASM crossings, schemas, indexes, transactions, query plans, OPFS files, and recovery.
- Create the exact controlled failure: Locate first layer where evidence diverges during: Violate constraint and prove atomic rollback.
- Draw five columns: input, representation, owner, transition, evidence.
- Run baseline and add one row whenever indexes changes owner or representation: Create notes table, insert 10k rows, query by indexed and unindexed columns.
- Repeat with boundary case and mark unchanged versus changed rows: Wrap writes in transaction and compare timing.
- Trigger failure and stop at first divergent row: Violate constraint and prove atomic rollback.
- Repair that row’s cause, rerun trace, and confirm: EXPLAIN QUERY PLAN shows scan versus index; transaction changes cost; failed transaction leaves invariant true.
- Rerun baseline, boundary, and repaired failure together. Accept only if all reproduce: Trace explains EXPLAIN QUERY PLAN shows scan versus index; transaction changes cost; failed transaction leaves invariant true. without skipping any conversion, queue, process, protocol, or storage boundary.
COMPARE
Expected result
- Trace explains EXPLAIN QUERY PLAN shows scan versus index; transaction changes cost; failed transaction leaves invariant true. without skipping any conversion, queue, process, protocol, or storage boundary.
- Query plan reports use of observations_topic; final query prints baseline.
- Controlled indexes failure produces captured evidence; repair restores stated invariant without hiding error.
PROVE
Acceptance checks
Lesson is complete only when every check is true. Each check is stored locally and travels with your JSON backup.
0/5 complete · saved on this device
UNSTICK
Hints
Reveal hints
- Start with supplied normal case exactly as written: Trace indexes end-to-end while running: Create notes table, insert 10k rows, query by indexed and unindexed columns.
- For boundary case, change only named dimension: At every indexes boundary, label owner and representation during: Wrap writes in transaction and compare timing.
- If result is confusing, diff raw inputs and evidence before editing implementation.
- If tool shows nothing useful, move observation one boundary lower: representation, runtime, OS, or network.
VERIFY
Solution
Attempt both exercises before opening reference approach.
Reveal reference solution
- Run unmodified starter and preserve baseline evidence: Query plan reports use of observations_topic; final query prints baseline.
- Draw five columns: input, representation, owner, transition, evidence.
- Run baseline and add one row whenever indexes changes owner or representation: Create notes table, insert 10k rows, query by indexed and unindexed columns.
- Repeat with boundary case and mark unchanged versus changed rows: Wrap writes in transaction and compare timing.
- Trigger failure and stop at first divergent row: Violate constraint and prove atomic rollback.
- Repair that row’s cause, rerun trace, and confirm: EXPLAIN QUERY PLAN shows scan versus index; transaction changes cost; failed transaction leaves invariant true.
PREDICT · INSPECT · BREAK · DEBUG · MEASURE
Interrogate reality
Prediction: write expected output, state transition, ordering, and failure evidence before running either exercise.
Inspection: Inspect module exports, memory growth, JS/WASM crossings, SQL query plans, indexes, OPFS files, and storage durability.
Measurement: Compare parse/compile startup, boundary calls, query latency, index cost, database size, and equivalent JavaScript.
Capture raw evidence before explaining.
Change one assumption and force controlled failure.
Find cause with WASM debugger · SQLite CLI · EXPLAIN QUERY PLAN · OPFS before editing fix.
MASTERY + FRONTIER + BOUNDARY
Own the knowledge
Explain indexes at beginner, intermediate, and senior depth.
Recreate smallest useful example from blank file without notes or AI.
Schedule recall for day 1, 7, 30, and 90.
Creative frontier lab
Try first without opening the solutions. The constraints invite invention; the reference gives one concrete direction, never the only valid answer.
Re-solve indexes by removing the most convenient abstraction. batch work across the boundary and prove whether the lower layer is actually earned.
CONSTRAINTKeep the same inputs, observable result, and failure evidence; change the means, not the contract.
ORIGINAL IDEATurn subtraction into a design tool: the missing abstraction should reveal which responsibility it used to hide.
Reveal frontier solution
- Freeze the contract as three fixtures: Trace indexes end-to-end while running: Create notes table, insert 10k rows, query by indexed and unindexed columns. / At every indexes boundary, label owner and representation during: Wrap writes in transaction and compare timing. / Locate first layer where evidence diverges during: Violate constraint and prove atomic rollback.
- List every convenience used by the starter; remove the highest-level one while preserving sqlite3 :memory: < lab.sql.
- Implement the smallest replacement using batch work across the boundary and prove whether the lower layer is actually earned.
- Run all fixtures and compare raw evidence. Keep the simpler version unless the removed abstraction has a demonstrated benefit.
Build an explanation artifact for indexes: measure host crossings, memory regions, query plans, pages, transactions, and persistence files.
CONSTRAINTA peer must be able to locate the first divergence without reading implementation code.
ORIGINAL IDEATreat the explanation itself as a product: make invisible transitions visible, replayable, and diffable.
Reveal frontier solution
- Create one row or timestamped event for each transition in: Trace indexes end-to-end while running: Create notes table, insert 10k rows, query by indexed and unindexed columns.
- For every row record input, representation, owner, operation, output, and tool evidence from WASM debugger · SQLite CLI · EXPLAIN QUERY PLAN · OPFS.
- Replay At every indexes boundary, label owner and representation during: Wrap writes in transaction and compare timing.; highlight only changed rows.
- Replay Locate first layer where evidence diverges during: Violate constraint and prove atomic rollback.; stop at the first divergent row and attach its recovery action.
Combine the boundary and failure into a new user-visible scenario for indexes. make a backup that can reconstruct schema and data after a deliberately interrupted migration.
CONSTRAINTDo not merely add more input. Invent a recovery interaction, alternate representation, or self-checking behavior.
ORIGINAL IDEAMake the system teach its own limits: the artifact should expose the invariant and offer a safe next action when it breaks.
Reveal frontier solution
- Combine these two pressures without changing them: At every indexes boundary, label owner and representation during: Wrap writes in transaction and compare timing. AND Locate first layer where evidence diverges during: Violate constraint and prove atomic rollback.
- Name the invariant that must survive and the user-visible evidence when it cannot: Trace explains EXPLAIN QUERY PLAN shows scan versus index; transaction changes cost; failed transaction leaves invariant true. without skipping any conversion, queue, process, protocol, or storage boundary.
- Implement this original direction: make a backup that can reconstruct schema and data after a deliberately interrupted migration.
- Demonstrate baseline, combined failure, recovery, then baseline again; save the sequence as a regression fixture.
Capability frontier
Push indexes until another layer becomes justified. Record one robust technique, one contextual trade-off, and one labeled hack or historical curiosity.
CORE · PRACTICAL · CONTEXTUAL · HACK · FRAGILE · HISTORICAL · GOLF
Boundary
A local database is not shared authority; WASM is not automatically faster and adds delivery and debugging cost.
If this vanished tomorrow…
Use JavaScript data structures, IndexedDB, flat files, server queries, or a smaller purpose-built parser.
Why next layer is earned
Graphics and media APIs are earned when documents and ordinary DOM rendering cannot express pixels, audio, or streams.