diff --git a/demo/.gitignore b/demo/.gitignore new file mode 100644 index 0000000..ceab676 --- /dev/null +++ b/demo/.gitignore @@ -0,0 +1,2 @@ +# Generated by generate.mjs (deterministic, regenerable — don't commit the bulk) +context/ diff --git a/demo/EXPECTED.md b/demo/EXPECTED.md deleted file mode 100644 index e1f396b..0000000 --- a/demo/EXPECTED.md +++ /dev/null @@ -1,37 +0,0 @@ -# Expected answer (ground truth) - -Computed deterministically by `generate.mjs`. Both demo columns should land here. - -## Answer -| field | value | -|---|---| -| SKU | `SKU-0008` | -| product name | Titanium Node | -| net revenue (2025, recognized) | ~$71,520 | -| top customer | Nora Moreau (`CUST-020`) | -| that customer's spend on it | ~$4,320 | - -Margin over the #2 product: **$61,583.99** — a wide, -unambiguous gap, so the *ranking* survives a stray glyph misread even if a -dollar total is off by a little. Grade on the identity (SKU/name/customer), -treat the dollar figure as approximate. - -## Why it can't be shortcut -- **Year filter:** orders span 2024–2026; only 2025 counts (note the file names). -- **Status filter:** only `fulfilled`+`delivered` count — a model that assumes - "fulfilled only" gets a different number, proving it read RETURNS_POLICY.md. -- **Three-way join:** revenue from the order files, name from products.json, - top-customer name from customers.json. - -## File sizes (each well under Read's ~25k-token page cap) -| file | chars | ~tokens | -|---|---:|---:| -| products.json | 5,282 | 2,765 | -| customers.json | 8,035 | 4,207 | -| orders-2024.json | 21,980 | 11,508 | -| orders-2025-h1.json | 32,230 | 16,874 | -| orders-2025-h2.json | 32,250 | 16,885 | -| orders-2026.json | 20,967 | 10,977 | - -Real per-request savings on this content: run `node demo/preflight.mjs`. -Your historical real savings: run `node demo/analyze-events.mjs`. diff --git a/demo/README.md b/demo/README.md index 95c7cc4..d422ad3 100644 --- a/demo/README.md +++ b/demo/README.md @@ -1,50 +1,50 @@ -# pxpipe side-by-side demo +# pxpipe smart-zone demo -A self-contained data-retrieval task for the two-column demo (plain Claude Code -vs Claude Code through pxpipe). Requires **Fable 5** — pxpipe only compresses -`claude-fable-5`, so both columns must run Fable, and there is nothing to show -while Fable is offline. +**Shows that pxpipe keeps Claude *sharp* at large context.** Same task, two +columns: the plain column drowns in a huge context and gets the answer wrong +(the "dumb zone"); the pxpipe column images the bulk, keeps a small active +context, and answers correctly. -## Files +Both columns must be **Fable 5** (pxpipe only compresses `claude-fable-5`). -- `data/*.json` — a small "exported database" (products, customers, orders - split by year). **Compact JSON on purpose** so reads image cleanly; each file - fits in one `Read` page. -- `RETURNS_POLICY.md` — revenue rules the task must apply (makes naive shortcuts wrong). -- `EXPECTED.md` — the deterministic ground-truth answer. -- `generate.mjs` — regenerates the data (`node demo/generate.mjs`). - -## The prompt (identical in both columns) - -> Read all the JSON files in `data/` and `RETURNS_POLICY.md`. Using only those -> files (don't write or run code), which product generated the most net revenue -> in 2025? Apply `RETURNS_POLICY.md` exactly. Give the SKU, product name, -> approximate net revenue, and the single customer who spent the most on that -> product. - -Expected: **SKU-0008 "Titanium Node"** (see `EXPECTED.md`). Both columns should -get the same answer; the right column should use far less context (`/context`). - -## Running it (when Fable is back) — 2 columns - -Start the proxy once in the background (it's a service, not a column): +--- +## 1. Generate the context (prints the prompt + expected answer) ```bash -npx pxpipe-proxy >/tmp/pxpipe.log 2>&1 & # 127.0.0.1:47821 +node demo/generate.mjs ``` -Then the two side-by-side Claude windows, both in this dir: +## 2. Start the proxy (background, once) +```bash +npx pxpipe-proxy >/tmp/pxpipe.log 2>&1 & # 127.0.0.1:47821 +``` +## 3. LEFT column — plain Claude (no proxy) ```bash cd /Users/user/Downloads/repos/pixelpipe/demo - -# LEFT column — plain -claude # then: /model claude-fable-5 - -# RIGHT column — through pxpipe -ANTHROPIC_BASE_URL=http://localhost:47821 claude # then: /model claude-fable-5 +claude ``` +then: `/model claude-fable-5` -In both: paste the prompt, let it finish, then run `/context` and compare. -Same answer (SKU-0008), far less context on the right. Dashboard with the -per-request token delta: . +## 4. RIGHT column — through pxpipe +```bash +cd /Users/user/Downloads/repos/pixelpipe/demo +ANTHROPIC_BASE_URL=http://localhost:47821 claude # or: pp +``` +then: `/model claude-fable-5` + +## 5. Paste the prompt (from step 1's output) in BOTH columns +It tells each to read every file in `context/` and answer the ZX-9 question with +only the integer. + +## 6. The payoff +- **RIGHT (pxpipe)** → answers the correct integer (it kept the needle readable + and the active context small). +- **LEFT (plain)** → at a large enough context, gets it **wrong** — drowned in + the filler. That gap *is* the demo. +- Also run **`/context`** in each: the right column is a fraction of the left. + +> If the LEFT column still answers correctly, the context isn't big enough to +> push Fable into the dumb zone — raise `SIZE` in `generate.mjs`, regenerate, and +> retry until plain Claude breaks. (If it never breaks, the win is the `/context` +> reduction itself — report that honestly.) diff --git a/demo/RETURNS_POLICY.md b/demo/RETURNS_POLICY.md deleted file mode 100644 index 0781a42..0000000 --- a/demo/RETURNS_POLICY.md +++ /dev/null @@ -1,22 +0,0 @@ -# Revenue Recognition Policy - -Defines how to compute **net revenue** from the order files. Apply exactly. - -## Recognized (counts toward revenue) -An order line counts **only** when the order `status` is one of: -- `fulfilled` -- `delivered` - -## Excluded (counts as zero) -- `returned` -- `refunded` -- `cancelled` -- `pending` - -## Line revenue -`line_revenue = qty * unit_price` (unit_price is in dollars). Sum across all -recognized line items per product. - -## Reporting period -"2025" = orders whose `date` is in calendar year 2025. The `orders-2024.json` -and `orders-2026.json` files are out of period and excluded regardless of status. diff --git a/demo/data/customers.json b/demo/data/customers.json deleted file mode 100644 index bb17c2b..0000000 --- a/demo/data/customers.json +++ /dev/null @@ -1 +0,0 @@ -[{"id":"CUST-001","name":"Lena Garcia","region":"NA-East","tier":"standard","signup_date":"2021-02-03"},{"id":"CUST-002","name":"Hugo Larsen","region":"LATAM","tier":"gold","signup_date":"2021-12-06"},{"id":"CUST-003","name":"Kai Reyes","region":"EU-North","tier":"platinum","signup_date":"2023-09-06"},{"id":"CUST-004","name":"Noah Novak","region":"LATAM","tier":"standard","signup_date":"2021-01-24"},{"id":"CUST-005","name":"Wren Singh","region":"NA-West","tier":"silver","signup_date":"2022-03-02"},{"id":"CUST-006","name":"Ivy Haddad","region":"NA-West","tier":"silver","signup_date":"2022-01-16"},{"id":"CUST-007","name":"Cole Silva","region":"NA-East","tier":"standard","signup_date":"2024-03-08"},{"id":"CUST-008","name":"Zoe Fischer","region":"NA-West","tier":"standard","signup_date":"2022-02-10"},{"id":"CUST-009","name":"Leo Kim","region":"EU-Central","tier":"standard","signup_date":"2022-11-10"},{"id":"CUST-010","name":"Ruby Novak","region":"EU-North","tier":"standard","signup_date":"2021-09-19"},{"id":"CUST-011","name":"Noah Haddad","region":"EU-North","tier":"platinum","signup_date":"2022-08-08"},{"id":"CUST-012","name":"Noah Khan","region":"EU-Central","tier":"standard","signup_date":"2021-03-10"},{"id":"CUST-013","name":"Ivy Patel","region":"APAC","tier":"silver","signup_date":"2022-09-28"},{"id":"CUST-014","name":"Zoe Moreau","region":"EU-Central","tier":"silver","signup_date":"2023-09-16"},{"id":"CUST-015","name":"Milo Petrov","region":"NA-East","tier":"gold","signup_date":"2022-12-23"},{"id":"CUST-016","name":"Milo Mendez","region":"NA-East","tier":"standard","signup_date":"2023-08-18"},{"id":"CUST-017","name":"Finn Moreau","region":"EU-North","tier":"standard","signup_date":"2022-01-05"},{"id":"CUST-018","name":"Lena Costa","region":"NA-East","tier":"gold","signup_date":"2023-06-23"},{"id":"CUST-019","name":"Ava Kim","region":"NA-West","tier":"silver","signup_date":"2023-10-01"},{"id":"CUST-020","name":"Nora Moreau","region":"NA-West","tier":"gold","signup_date":"2024-09-28"},{"id":"CUST-021","name":"Mia Khan","region":"APAC","tier":"standard","signup_date":"2024-02-28"},{"id":"CUST-022","name":"Esme Fischer","region":"APAC","tier":"silver","signup_date":"2021-09-10"},{"id":"CUST-023","name":"Nora Patel","region":"EU-North","tier":"gold","signup_date":"2023-05-19"},{"id":"CUST-024","name":"Owen Singh","region":"EU-North","tier":"standard","signup_date":"2021-11-24"},{"id":"CUST-025","name":"Noah Larsen","region":"EU-North","tier":"gold","signup_date":"2024-08-17"},{"id":"CUST-026","name":"Tess Khan","region":"APAC","tier":"standard","signup_date":"2023-10-10"},{"id":"CUST-027","name":"Ruby Walsh","region":"EU-North","tier":"standard","signup_date":"2021-08-06"},{"id":"CUST-028","name":"Ethan Garcia","region":"EU-North","tier":"standard","signup_date":"2022-10-06"},{"id":"CUST-029","name":"Jude Novak","region":"APAC","tier":"silver","signup_date":"2023-07-11"},{"id":"CUST-030","name":"Ivy Fischer","region":"NA-East","tier":"gold","signup_date":"2024-11-10"},{"id":"CUST-031","name":"Leo Cohen","region":"NA-East","tier":"standard","signup_date":"2021-09-08"},{"id":"CUST-032","name":"Milo Costa","region":"APAC","tier":"gold","signup_date":"2023-06-12"},{"id":"CUST-033","name":"Tess Nguyen","region":"EU-Central","tier":"standard","signup_date":"2024-12-23"},{"id":"CUST-034","name":"Milo Singh","region":"EU-Central","tier":"silver","signup_date":"2023-11-15"},{"id":"CUST-035","name":"Finn Bauer","region":"LATAM","tier":"gold","signup_date":"2022-03-12"},{"id":"CUST-036","name":"Maya Patel","region":"EU-Central","tier":"standard","signup_date":"2022-01-05"},{"id":"CUST-037","name":"Milo Okafor","region":"EU-Central","tier":"standard","signup_date":"2021-04-26"},{"id":"CUST-038","name":"Nora Nguyen","region":"APAC","tier":"platinum","signup_date":"2021-12-26"},{"id":"CUST-039","name":"Nora Walsh","region":"NA-East","tier":"standard","signup_date":"2024-08-02"},{"id":"CUST-040","name":"Leo Cohen","region":"EU-Central","tier":"standard","signup_date":"2022-04-10"},{"id":"CUST-041","name":"Cole Kim","region":"APAC","tier":"silver","signup_date":"2024-06-01"},{"id":"CUST-042","name":"Cole Reyes","region":"NA-East","tier":"silver","signup_date":"2024-07-07"},{"id":"CUST-043","name":"Wren Rossi","region":"NA-West","tier":"gold","signup_date":"2023-05-16"},{"id":"CUST-044","name":"Reed Bauer","region":"EU-Central","tier":"silver","signup_date":"2023-04-20"},{"id":"CUST-045","name":"Jude Reyes","region":"NA-East","tier":"standard","signup_date":"2024-02-01"},{"id":"CUST-046","name":"Jude Bauer","region":"LATAM","tier":"gold","signup_date":"2024-10-10"},{"id":"CUST-047","name":"Milo Cohen","region":"LATAM","tier":"gold","signup_date":"2023-04-21"},{"id":"CUST-048","name":"Esme Walsh","region":"EU-North","tier":"silver","signup_date":"2024-04-18"},{"id":"CUST-049","name":"Zoe Kim","region":"EU-North","tier":"gold","signup_date":"2022-03-25"},{"id":"CUST-050","name":"Milo Fischer","region":"NA-East","tier":"silver","signup_date":"2022-04-01"},{"id":"CUST-051","name":"Owen Cohen","region":"LATAM","tier":"standard","signup_date":"2024-07-28"},{"id":"CUST-052","name":"Milo Khan","region":"NA-East","tier":"standard","signup_date":"2021-09-16"},{"id":"CUST-053","name":"Liam Tanaka","region":"NA-East","tier":"standard","signup_date":"2022-03-10"},{"id":"CUST-054","name":"Ruby Rossi","region":"LATAM","tier":"standard","signup_date":"2024-06-04"},{"id":"CUST-055","name":"Reed Mendez","region":"LATAM","tier":"standard","signup_date":"2023-01-25"},{"id":"CUST-056","name":"Esme Ahmed","region":"APAC","tier":"silver","signup_date":"2024-12-18"},{"id":"CUST-057","name":"Owen Ahmed","region":"EU-Central","tier":"silver","signup_date":"2021-12-15"},{"id":"CUST-058","name":"Ethan Larsen","region":"LATAM","tier":"standard","signup_date":"2021-01-25"},{"id":"CUST-059","name":"Liam Cohen","region":"EU-Central","tier":"platinum","signup_date":"2023-09-20"},{"id":"CUST-060","name":"Ruby Haddad","region":"APAC","tier":"silver","signup_date":"2022-03-22"},{"id":"CUST-061","name":"Reed Khan","region":"NA-West","tier":"gold","signup_date":"2024-07-19"},{"id":"CUST-062","name":"Ethan Khan","region":"EU-Central","tier":"platinum","signup_date":"2023-05-18"},{"id":"CUST-063","name":"Finn Mendez","region":"NA-West","tier":"gold","signup_date":"2023-08-01"},{"id":"CUST-064","name":"Ethan Garcia","region":"NA-East","tier":"standard","signup_date":"2021-12-19"},{"id":"CUST-065","name":"Owen Costa","region":"EU-North","tier":"standard","signup_date":"2024-04-23"},{"id":"CUST-066","name":"Milo Garcia","region":"LATAM","tier":"silver","signup_date":"2021-03-03"},{"id":"CUST-067","name":"Liam Ahmed","region":"APAC","tier":"standard","signup_date":"2024-10-20"},{"id":"CUST-068","name":"Jude Khan","region":"APAC","tier":"standard","signup_date":"2023-01-10"},{"id":"CUST-069","name":"Reed Singh","region":"NA-East","tier":"gold","signup_date":"2022-12-22"},{"id":"CUST-070","name":"Ava Bauer","region":"NA-East","tier":"silver","signup_date":"2022-11-19"},{"id":"CUST-071","name":"Kai Singh","region":"APAC","tier":"platinum","signup_date":"2023-05-22"},{"id":"CUST-072","name":"Hugo Novak","region":"NA-West","tier":"standard","signup_date":"2022-02-09"},{"id":"CUST-073","name":"Cole 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Clamp","category":"Widgets","unit_price":76.99,"supplier_id":"SUP-01"},{"sku":"SKU-0018","name":"Solstice Gauge","category":"Bundles","unit_price":70.94,"supplier_id":"SUP-06"},{"sku":"SKU-0019","name":"Glacier Clamp","category":"Accessories","unit_price":21.89,"supplier_id":"SUP-10"},{"sku":"SKU-0020","name":"Lumen Adapter","category":"Widgets","unit_price":17.8,"supplier_id":"SUP-11"},{"sku":"SKU-0021","name":"Halcyon Module","category":"Widgets","unit_price":28.05,"supplier_id":"SUP-04"},{"sku":"SKU-0022","name":"Apex Beacon","category":"Bundles","unit_price":74.34,"supplier_id":"SUP-10"},{"sku":"SKU-0023","name":"Solstice Bracket","category":"Gadgets","unit_price":6,"supplier_id":"SUP-05"},{"sku":"SKU-0024","name":"Eco Driver","category":"Gadgets","unit_price":150.36,"supplier_id":"SUP-11"},{"sku":"SKU-0025","name":"Meridian Coupler","category":"Widgets","unit_price":33.61,"supplier_id":"SUP-06"},{"sku":"SKU-0026","name":"Quantum Sensor","category":"Gadgets","unit_price":10.75,"supplier_id":"SUP-04"},{"sku":"SKU-0027","name":"Meridian Coupler","category":"Accessories","unit_price":93.3,"supplier_id":"SUP-10"},{"sku":"SKU-0028","name":"Quantum Module","category":"Tools","unit_price":154.09,"supplier_id":"SUP-09"},{"sku":"SKU-0029","name":"Ember Sensor","category":"Gadgets","unit_price":57.35,"supplier_id":"SUP-12"},{"sku":"SKU-0030","name":"Lumen Sensor","category":"Accessories","unit_price":231.07,"supplier_id":"SUP-01"},{"sku":"SKU-0031","name":"Meridian Latch","category":"Gadgets","unit_price":189.06,"supplier_id":"SUP-02"},{"sku":"SKU-0032","name":"Apex Cartridge","category":"Accessories","unit_price":173.18,"supplier_id":"SUP-04"},{"sku":"SKU-0033","name":"Onyx Mount","category":"Accessories","unit_price":27.29,"supplier_id":"SUP-05"},{"sku":"SKU-0034","name":"Glacier Latch","category":"Tools","unit_price":27.99,"supplier_id":"SUP-09"},{"sku":"SKU-0035","name":"Forge Module","category":"Bundles","unit_price":231.84,"supplier_id":"SUP-04"},{"sku":"SKU-0036","name":"Eco Driver","category":"Widgets","unit_price":87.39,"supplier_id":"SUP-10"},{"sku":"SKU-0037","name":"Arctic Gauge","category":"Widgets","unit_price":194.03,"supplier_id":"SUP-11"},{"sku":"SKU-0038","name":"Lumen Relay","category":"Accessories","unit_price":181.92,"supplier_id":"SUP-05"},{"sku":"SKU-0039","name":"Solstice Gauge","category":"Bundles","unit_price":163.4,"supplier_id":"SUP-10"},{"sku":"SKU-0040","name":"Vertex Driver","category":"Tools","unit_price":109.94,"supplier_id":"SUP-04"},{"sku":"SKU-0041","name":"Drift Node","category":"Accessories","unit_price":226.95,"supplier_id":"SUP-05"},{"sku":"SKU-0042","name":"Titanium Relay","category":"Accessories","unit_price":39.64,"supplier_id":"SUP-07"},{"sku":"SKU-0043","name":"Glacier Driver","category":"Bundles","unit_price":65.4,"supplier_id":"SUP-06"},{"sku":"SKU-0044","name":"Cinder Sensor","category":"Tools","unit_price":238.92,"supplier_id":"SUP-07"},{"sku":"SKU-0045","name":"Ember Manifold","category":"Gadgets","unit_price":94.33,"supplier_id":"SUP-09"},{"sku":"SKU-0046","name":"Titanium Cartridge","category":"Gadgets","unit_price":87.73,"supplier_id":"SUP-01"},{"sku":"SKU-0047","name":"Glacier Coupler","category":"Widgets","unit_price":45.59,"supplier_id":"SUP-03"},{"sku":"SKU-0048","name":"Forge Sensor","category":"Gadgets","unit_price":187.93,"supplier_id":"SUP-02"},{"sku":"SKU-0049","name":"Ember Driver","category":"Widgets","unit_price":225.13,"supplier_id":"SUP-07"},{"sku":"SKU-0050","name":"Helix Coupler","category":"Gadgets","unit_price":82.78,"supplier_id":"SUP-01"}] diff --git a/demo/generate.mjs b/demo/generate.mjs index e333ed8..cebc56a 100644 --- a/demo/generate.mjs +++ b/demo/generate.mjs @@ -1,167 +1,64 @@ /** - * Deterministic demo-data generator for the pxpipe side-by-side demo. + * Smart-zone demo generator. * - * Design constraints discovered empirically (see demo/README.md "Why this shape"): - * 1. COMPACT json (no pretty-print). Pretty-printed JSON is one short field - * per line; each line eats a full render row, so pxpipe can only pack - * ~2.8k chars/page and TRUNCATES large reads (silent data loss). Compact - * arrays reflow into full rows and image with ~0 loss. - * 2. SPLIT across several files, each comfortably under Claude Code's Read - * page cap (~25k tokens). A single giant file/line makes Read paginate - * and warn the model not to answer from one page. Several moderate files - * = one clean Read each = exactly how real sessions accrue context. - * 3. The answer is a RANKING with a wide margin (not exact-to-the-cent), so - * it survives the occasional glyph misread that pxpipe's lossy tier can - * produce. Identity (SKU + name + customer) is the headline; the dollar - * figure is supporting. + * Builds ONE large context that you feed to two Claude columns (plain vs pxpipe): + * - context/filler-*.txt : inert, token-dense logs sized to flood the window. + * - context/needle.txt : a few state-tracking facts with a deterministic + * integer answer (small -> stays TEXT even through + * pxpipe, so the pxpipe column reads it perfectly). * - * Deterministic (fixed-seed xorshift32, no Math.random/Date) so the committed - * files and EXPECTED.md always agree. Re-run: node demo/generate.mjs + * The point: at large context the PLAIN column drowns in the filler and gets the + * answer wrong (the "dumb zone"); the pxpipe column images the filler, keeps a + * small active context, and answers correctly. + * + * Prints the prompt to paste and the expected answer. Re-run to change SIZE. + * node demo/generate.mjs */ -import { writeFileSync, mkdirSync, readdirSync, unlinkSync } from "node:fs"; +import { writeFileSync, mkdirSync, rmSync } from "node:fs"; import { fileURLToPath } from "node:url"; import { dirname, join } from "node:path"; const HERE = dirname(fileURLToPath(import.meta.url)); -const DATA = join(HERE, "data"); -mkdirSync(DATA, { recursive: true }); -for (const f of readdirSync(DATA)) if (f.endsWith(".json")) unlinkSync(join(DATA, f)); +const CTX = join(HERE, "context"); +rmSync(CTX, { recursive: true, force: true }); +mkdirSync(CTX, { recursive: true }); -let _s = 0x9e3779b9 >>> 0; -function rnd() { let s = _s; s ^= s << 13; s >>>= 0; s ^= s >> 17; s ^= s << 5; s >>>= 0; _s = s; return s / 4294967296; } +const SIZE = 200_000; // target filler tokens (bump to 400k+ if plain Claude still answers right) +const CPT = 1.91; // chars per text token +const FILE_CHARS = 40_000; // each file stays under Read's ~25k-token page + +let _s = 0x2545f491 >>> 0; +const rnd = () => { let s = _s; s ^= s << 13; s >>>= 0; s ^= s >> 17; s ^= s << 5; s >>>= 0; _s = s; return s / 4294967296; }; const ri = (a, b) => a + Math.floor(rnd() * (b - a + 1)); -const pick = (a) => a[Math.floor(rnd() * a.length)]; -function weighted(pairs) { const t = pairs.reduce((x, [, w]) => x + w, 0); let r = rnd() * t; for (const [v, w] of pairs) if ((r -= w) < 0) return v; return pairs[pairs.length - 1][0]; } const pad = (n, w) => String(n).padStart(w, "0"); -const money = (c) => Number((c / 100).toFixed(2)); -// --- products --------------------------------------------------------------- -const CATS = ["Widgets", "Gadgets", "Tools", "Accessories", "Bundles"]; -const ADJ = ["Titanium", "Quantum", "Eco", "Nimbus", "Apex", "Lumen", "Forge", "Vertex", "Halcyon", "Onyx", "Cobalt", "Solstice", "Maple", "Arctic", "Meridian", "Cinder", "Drift", "Helix", "Ember", "Glacier"]; -const NOUN = ["Hub", "Clamp", "Sensor", "Driver", "Mount", "Coupler", "Relay", "Bracket", "Module", "Adapter", "Gauge", "Valve", "Beacon", "Spindle", "Cartridge", "Manifold", "Toolkit", "Cradle", "Latch", "Node"]; -const PRODUCTS = []; -for (let i = 1; i <= 50; i++) PRODUCTS.push({ sku: `SKU-${pad(i, 4)}`, name: `${pick(ADJ)} ${pick(NOUN)}`, category: pick(CATS), unit_price: money(ri(500, 25000)), supplier_id: `SUP-${pad(ri(1, 12), 2)}` }); -const priceCents = new Map(PRODUCTS.map((p) => [p.sku, Math.round(p.unit_price * 100)])); -// One deliberate bestseller so the answer is an unambiguous ranking (wide -// margin over #2), robust to a stray glyph misread. -const HERO = PRODUCTS[7]; +// --- needle: deterministic state-tracking reasoning -------------------------- +const start = ri(1000, 9000), a = ri(100, 900), b = ri(100, 900), c = ri(100, 900); +const answer = ((start + a - b) * 2) - c; +writeFileSync(join(CTX, "needle.txt"), +`Operational note — ledger account ZX-9 (do not confuse with any other account). -// --- customers -------------------------------------------------------------- -const FIRST = ["Ava", "Liam", "Noah", "Mia", "Ethan", "Zoe", "Kai", "Nora", "Leo", "Ivy", "Owen", "Maya", "Finn", "Ruby", "Cole", "Iris", "Jude", "Lena", "Reed", "Tess", "Hugo", "Esme", "Milo", "Wren"]; -const LAST = ["Okafor", "Nguyen", "Patel", "Garcia", "Kim", "Rossi", "Haddad", "Silva", "Novak", "Tanaka", "Mendez", "Bauer", "Larsen", "Costa", "Ahmed", "Petrov", "Cohen", "Reyes", "Walsh", "Fischer", "Khan", "Moreau", "Singh"]; -const REGIONS = ["NA-East", "NA-West", "EU-Central", "EU-North", "APAC", "LATAM"]; -const CUSTOMERS = []; -for (let i = 1; i <= 80; i++) CUSTOMERS.push({ id: `CUST-${pad(i, 3)}`, name: `${pick(FIRST)} ${pick(LAST)}`, region: pick(REGIONS), tier: weighted([["standard", 5], ["silver", 3], ["gold", 2], ["platinum", 1]]), signup_date: `${ri(2021, 2024)}-${pad(ri(1, 12), 2)}-${pad(ri(1, 28), 2)}` }); -const custName = new Map(CUSTOMERS.map((c) => [c.id, c.name])); - -// --- orders ----------------------------------------------------------------- -const STATUS = [["fulfilled", 42], ["delivered", 24], ["returned", 9], ["refunded", 8], ["cancelled", 10], ["pending", 7]]; -function makeOrders(n, yearPicker, startId) { - const out = []; - for (let i = 0; i < n; i++) { - const items = []; - const k = weighted([[1, 5], [2, 4], [3, 2], [4, 1]]); - for (let j = 0; j < k; j++) { const p = rnd() < 0.16 ? HERO : pick(PRODUCTS); items.push({ sku: p.sku, qty: ri(1, 6), unit_price: p.unit_price }); } - out.push({ order_id: `ORD-${pad(startId + i, 6)}`, customer_id: `CUST-${pad(ri(1, 80), 3)}`, date: `${yearPicker()}-${pad(ri(1, 12), 2)}-${pad(ri(1, 28), 2)}`, status: weighted(STATUS), items }); - } - return out; -} -// Files: two out-of-period (2024, 2026) + two in-period halves of 2025. The -// file names encode the year so the "2025 only" filter is unmistakable. -const o2024 = makeOrders(120, () => 2024, 100001); -const h1 = makeOrders(170, () => 2025, 100201).map((o) => ({ ...o, date: `2025-${pad(ri(1, 6), 2)}-${pad(ri(1, 28), 2)}` })); -const h2 = makeOrders(170, () => 2025, 100401).map((o) => ({ ...o, date: `2025-${pad(ri(7, 12), 2)}-${pad(ri(1, 28), 2)}` })); -const o2026 = makeOrders(110, () => 2026, 100601); -const ALL = [...o2024, ...h1, ...h2, ...o2026]; - -// --- ground truth: net 2025 revenue per product (recognized statuses) ------- -const RECOGNIZED = new Set(["fulfilled", "delivered"]); -const rev = new Map(), spend = new Map(); -for (const o of ALL) { - if (!o.date.startsWith("2025-") || !RECOGNIZED.has(o.status)) continue; - for (const it of o.items) { - const c = it.qty * (priceCents.get(it.sku) ?? Math.round(it.unit_price * 100)); - rev.set(it.sku, (rev.get(it.sku) ?? 0) + c); - let m = spend.get(it.sku); if (!m) { m = new Map(); spend.set(it.sku, m); } - m.set(o.customer_id, (m.get(o.customer_id) ?? 0) + c); - } -} -const ranked = [...rev.entries()].sort((a, b) => b[1] - a[1]); -const [winSku, winCents] = ranked[0]; const runnerCents = ranked[1][1]; -const winP = PRODUCTS.find((p) => p.sku === winSku); -const [topCust, topCents] = [...spend.get(winSku).entries()].sort((a, b) => b[1] - a[1])[0]; - -// --- write compact files ---------------------------------------------------- -const jw = (name, obj) => { const t = JSON.stringify(obj); writeFileSync(join(DATA, name), t + "\n"); return t.length; }; -const files = { - "products.json": jw("products.json", PRODUCTS), - "customers.json": jw("customers.json", CUSTOMERS), - "orders-2024.json": jw("orders-2024.json", o2024), - "orders-2025-h1.json": jw("orders-2025-h1.json", h1), - "orders-2025-h2.json": jw("orders-2025-h2.json", h2), - "orders-2026.json": jw("orders-2026.json", o2026), -}; - -writeFileSync(join(HERE, "RETURNS_POLICY.md"), `# Revenue Recognition Policy - -Defines how to compute **net revenue** from the order files. Apply exactly. - -## Recognized (counts toward revenue) -An order line counts **only** when the order \`status\` is one of: -- \`fulfilled\` -- \`delivered\` - -## Excluded (counts as zero) -- \`returned\` -- \`refunded\` -- \`cancelled\` -- \`pending\` - -## Line revenue -\`line_revenue = qty * unit_price\` (unit_price is in dollars). Sum across all -recognized line items per product. - -## Reporting period -"2025" = orders whose \`date\` is in calendar year 2025. The \`orders-2024.json\` -and \`orders-2026.json\` files are out of period and excluded regardless of status. +The ledger balance of account ZX-9 began the quarter at ${start} units. +In week 3, an adjustment increased the ZX-9 balance by ${a} units. +In week 7, a correction reduced the ZX-9 balance by ${b} units. +In week 9, the ZX-9 balance was doubled following a stock split. +In week 11, ${c} units were withdrawn from ZX-9. +No other changes to ZX-9 occurred during the quarter. `); -writeFileSync(join(HERE, "EXPECTED.md"), `# Expected answer (ground truth) +// --- filler: inert, token-dense, no answer-like content ---------------------- +const LVL = ["INFO", "DEBUG", "WARN", "TRACE"], SVC = ["billing", "auth", "cache", "router", "queue", "ingest", "render", "index"]; +const line = () => `2026-${pad(ri(1,12),2)}-${pad(ri(1,28),2)}T${pad(ri(0,23),2)}:${pad(ri(0,59),2)}:${pad(ri(0,59),2)}Z ${LVL[ri(0,3)]} svc=${SVC[ri(0,7)]} req=${Array.from({length:8},()=>"0123456789abcdef"[ri(0,15)]).join("")} shard=${ri(0,31)} lat=${ri(1,800)}ms msg=processed batch ${ri(1000,99999)} ok`; -Computed deterministically by \`generate.mjs\`. Both demo columns should land here. +let filler = ""; +const targetChars = Math.round(SIZE * CPT); +while (filler.length < targetChars) filler += line() + "\n"; +let n = 0; +for (let off = 0; off < filler.length; off += FILE_CHARS) writeFileSync(join(CTX, `filler-${pad(n++, 3)}.txt`), filler.slice(off, off + FILE_CHARS)); -## Answer -| field | value | -|---|---| -| SKU | \`${winSku}\` | -| product name | ${winP.name} | -| net revenue (2025, recognized) | ~$${money(winCents).toLocaleString()} | -| top customer | ${custName.get(topCust)} (\`${topCust}\`) | -| that customer's spend on it | ~$${money(topCents).toLocaleString()} | +const prompt = "Read EVERY file in the context/ folder (all the filler-*.txt logs AND needle.txt), then answer using only their contents: What is the final ledger balance of account ZX-9? Reply with ONLY the integer."; -Margin over the #2 product: **$${money(winCents - runnerCents).toLocaleString()}** — a wide, -unambiguous gap, so the *ranking* survives a stray glyph misread even if a -dollar total is off by a little. Grade on the identity (SKU/name/customer), -treat the dollar figure as approximate. - -## Why it can't be shortcut -- **Year filter:** orders span 2024–2026; only 2025 counts (note the file names). -- **Status filter:** only \`fulfilled\`+\`delivered\` count — a model that assumes - "fulfilled only" gets a different number, proving it read RETURNS_POLICY.md. -- **Three-way join:** revenue from the order files, name from products.json, - top-customer name from customers.json. - -## File sizes (each well under Read's ~25k-token page cap) -| file | chars | ~tokens | -|---|---:|---:| -${Object.entries(files).map(([n, c]) => `| ${n} | ${c.toLocaleString()} | ${Math.round(c / 1.91).toLocaleString()} |`).join("\n")} - -Real per-request savings on this content: run \`node demo/preflight.mjs\`. -Your historical real savings: run \`node demo/analyze-events.mjs\`. -`); - -console.log("demo data (compact json) written:"); -let tot = 0; for (const [n, c] of Object.entries(files)) { tot += c; console.log(` ${n.padEnd(22)} ${c.toLocaleString().padStart(8)} chars (~${Math.round(c / 1.91).toLocaleString()} tok)`); } -console.log(` total ${tot.toLocaleString()} chars (~${Math.round(tot / 1.91).toLocaleString()} tok of bulk reads)`); -console.log(`\nground truth: ${winSku} "${winP.name}" net-2025 ≈ $${money(winCents).toLocaleString()}`); -console.log(` top customer: ${custName.get(topCust)} (≈$${money(topCents).toLocaleString()}), margin over #2: $${money(winCents - runnerCents).toLocaleString()}`); +console.log(`generated context/: ${n} filler files (~${SIZE.toLocaleString()} tokens) + needle.txt`); +console.log(`\n--- paste this prompt in BOTH Claude columns ---\n${prompt}\n`); +console.log(`--- expected answer (ground truth): ${answer} ---`); +console.log(`plain column at this size may get it WRONG (context overload); pxpipe column should get ${answer}.`);