Drive How Deep It Goes from your own code
The one metered task, chart-depth, is available over HTTP. It takes a topic someone loves (a hobby, food, craft or pastime) and 3 to 12 things they know about it, each with an optional depth guess, and returns every item placed on a five-band iceberg (Tip, Waterline, Shallows, Deep, Abyss) with a reason, a caption per band, a question for each empty band, notes where it parts ways with a guess, and a diver rank.
The division of labour first: the model places; the page adds up. The page flags first-person items (they always sink to the Abyss), computes the rank with fixed rules from the model's tiers, and re-checks the reply. The model never fact-checks the items.
Base URL and the envelope
Every endpoint lives under https://api.skillsafe.ai/v1/app-api, and every response uses one envelope:
{ "ok": true, "data": { ... } }
{ "ok": false, "error": { "code": "...", "message": "..." } }
The token is minted for this app (the guest call takes {"slug":"how-deep-it-goes"}), so no slug header is needed afterwards. Send it as Authorization: Bearer …. The run body is the input object, sent bare.
| Status | Code | Meaning |
|---|---|---|
| 400 | validation_error | The body is not a JSON object, or a required field (task, topic, items, facts) is missing. |
| 401 | unauthorized | No token, or a stale one. Mint a guest token or sign in again. |
| 402 | insufficient_credits | The balance is under min_credits. Price with /estimate first. |
| 403 | forbidden | A guest token tried to run: the chart is metered and need a personal sign-in. |
| 404 | not_found | Unknown job id. |
| 429 | rate_limited | Back off and retry. |
| 5xx | server_error | Transient. Retry with the same Idempotency-Key so a retry never double-bills. |
The task field, the input and the ranks
Every run sends task: chart-depth (the one task is chart-depth); a missing or different one is still answered as chart-depth. All fields are strings.
| Field | Required | What it holds |
|---|---|---|
task | yes | Always chart-depth. |
topic | yes | The thing the person loves, up to 60 characters. |
items | yes | One numbered line per item (3 to 12): N. item text | your guess: Tip|Waterline|Shallows|Deep|Abyss|not sure | about you: yes|no. Item text is up to 90 characters. |
facts | yes | The page's lines: the item count, which items are about you, how many carry a guess, and the rank the guesses alone give. |
retry_note | no | Only on the page's one reformat retry. |
Tiers score Tip 1, Waterline 2, Shallows 3, Deep 4, Abyss 5; items that can't be placed are left out. First match wins: fewer than 3 placed is too-murky; a sum of at least 4 per item is abyss-dweller; at least 3 per item free-diver; at least 2 per item snorkeller; otherwise tip-spotter. The depth is the average cut (not rounded) to one decimal. Items written in the first person (I, my, we, our) are always Abyss.
The reply
{"task": "chart-depth", "headline": "...", "items": [{"n": 1, "tier": "shallows", "why": "..."}], "captions": {"tip": "...", "waterline": "...", "shallows": "...", "deep": "...", "abyss": "..."}, "verdict": "free-diver", "depth_score": "3.5", "dive_prompts": [{"tier": "tip", "question": "..."}], "guess_notes": [{"n": 5, "note": "..."}], "closing": "..."}
| Field | What it holds |
|---|---|
headline | At most 20 words on how the items spread across the bands. |
items[] | One per input line, same numbers: tier (one of the five, or unplaceable) and why (at most 25 words, who would know it). |
captions | One line per band, in the topic's own words. |
verdict, depth_score | The rank id and the average, by the rule above. |
dive_prompts[] | One question for every empty band (none when too murky). |
guess_notes[] | One note per item whose guess is two or more bands from its placement. |
closing | One sentence naming the rank. |
The page then checks the reply (DepthKit.check) - every item present, first-person items in the Abyss, the rank and depth re-added from the tiers, a question for each empty band, a note for each big guess gap, and time words, contact-like details or truth verdicts in the prose - and shows its own rank where they differ.
Worked examples - all five ranks
These are the 5 free samples on the page: the exact input the page sends and the reply that replays for free. Together they cover all five ranks.
Coffee, near the surface - rank: Tip spotter
Input:
{
"task": "chart-depth",
"topic": "Coffee",
"items": "1. coffee is made from roasted beans | your guess: Tip | about you: no\n2. coffee has caffeine in it | your guess: Tip | about you: no\n3. coffee can be served hot or iced | your guess: not sure | about you: no\n4. a latte has milk in it | your guess: Waterline | about you: no\n5. decaf has less caffeine | your guess: Tip | about you: no\n6. an espresso is a small, strong shot | your guess: Abyss | about you: no",
"facts": "items: 6\nabout-you items (first person, so they belong in the Abyss): none\nitems you guessed: 5 of 6\nyour guesses (about-you items counted as Abyss) give a depth of 2.0 (Snorkeller)"
}
Reply:
{
"task": "chart-depth",
"headline": "Your coffee knowledge sits mostly at the surface, with a couple of items edging toward the waterline.",
"items": [
{
"n": 1,
"tier": "tip",
"why": "Even people who don't follow coffee at all usually know it's made from roasted beans."
},
{
"n": 2,
"tier": "tip",
"why": "Even someone who never drinks coffee has usually heard that it has caffeine in it."
},
{
"n": 3,
"tier": "tip",
"why": "Most people, even those who don't follow coffee, know it can be served hot or iced."
},
{
"n": 4,
"tier": "waterline",
"why": "Anyone who has tried or watched someone order a latte would know it has milk in it."
},
{
"n": 5,
"tier": "tip",
"why": "Even people who don't follow coffee at all usually know decaf has less caffeine."
},
{
"n": 6,
"tier": "waterline",
"why": "Anyone who has tried or watched coffee being ordered would know an espresso is a small, strong shot."
}
],
"captions": {
"tip": "People who don't pay any attention to coffee would still know this.",
"waterline": "Anyone who has had some firsthand experience with coffee would know this.",
"shallows": "People who follow coffee as a hobby would know this level of detail.",
"deep": "Only serious coffee fans with lots of specialized knowledge would know this.",
"abyss": "Only you or the people closest to you would know this about coffee."
},
"verdict": "tip-spotter",
"depth_score": "1.3",
"dive_prompts": [
{
"tier": "shallows",
"question": "Is there a coffee habit or preference you've settled into that casual drinkers wouldn't share?"
},
{
"tier": "deep",
"question": "Is there something about coffee that only people who've followed it closely would know?"
},
{
"tier": "abyss",
"question": "Is there a coffee detail that's true only for you or the people closest to you?"
}
],
"guess_notes": [
{
"n": 6,
"note": "I placed this one at Waterline rather than Abyss — it fits with coffee knowledge most people pick up from trying or watching a few orders."
}
],
"closing": "This puts you at Tip spotter, dipping just below the surface of what most people know about coffee."
}
Cheese, a bit below - rank: Snorkeller
Input:
{
"task": "chart-depth",
"topic": "Cheese",
"items": "1. cheddar is a hard cheese | your guess: Tip | about you: no\n2. blue cheese has veins of mould | your guess: not sure | about you: no\n3. brie has a soft white rind | your guess: Waterline | about you: no\n4. a parmesan rind can flavour a pot of soup | your guess: Shallows | about you: no\n5. the crunchy crystals in long-aged cheese | your guess: not sure | about you: no\n6. washed-rind cheeses smell much stronger than they taste | your guess: Tip | about you: no",
"facts": "items: 6\nabout-you items (first person, so they belong in the Abyss): none\nitems you guessed: 4 of 6\nyour guesses (about-you items counted as Abyss) give a depth of 1.7 (Tip spotter)"
}
Reply:
{
"task": "chart-depth",
"headline": "Your cheese knowledge stretches from common basics to one deep insight, settling mostly in the middle tiers.",
"items": [
{
"n": 1,
"tier": "tip",
"why": "Even people who ignore cheese entirely have heard that cheddar is a hard cheese."
},
{
"n": 2,
"tier": "tip",
"why": "Almost anyone, even without interest in cheese, knows blue cheese has veins of mould."
},
{
"n": 3,
"tier": "waterline",
"why": "Anyone who has tried brie once or twice would notice its soft white rind."
},
{
"n": 4,
"tier": "shallows",
"why": "Regular cheese followers know a parmesan rind can flavour a pot of soup."
},
{
"n": 5,
"tier": "deep",
"why": "Only long-time devoted followers notice the crunchy crystals in long-aged cheese."
},
{
"n": 6,
"tier": "shallows",
"why": "Regular followers who explore varieties know washed-rind cheeses smell much stronger than they taste."
}
],
"captions": {
"tip": "Casual eaters who've never thought twice about cheese still know these.",
"waterline": "Anyone who has sampled a few cheeses picks this much up.",
"shallows": "Hobbyist cheese fans who dig a little deeper land here.",
"deep": "Devoted, long-time cheese followers hold onto details like these.",
"abyss": "Here sits cheese knowledge that's entirely personal to you and your own circle."
},
"verdict": "snorkeller",
"depth_score": "2.3",
"dive_prompts": [
{
"tier": "abyss",
"question": "Is there a cheese tradition, memory, or quirky habit that belongs just to you or your closest circle?"
}
],
"guess_notes": [
{
"n": 6,
"note": "You guessed Tip, but this one feels closer to Shallows, since it takes a bit of regular cheese curiosity to notice."
}
],
"closing": "Your cheese curiosity places you as a Snorkeller, dipping confidently below the surface without diving all the way down."
}
Knitting, well under - rank: Free diver
Input:
{
"task": "chart-depth",
"topic": "Knitting",
"items": "1. knit and purl are the two basic stitches | your guess: Tip | about you: no\n2. knitting a gauge swatch before a big project | your guess: not sure | about you: no\n3. blocking a finished piece to even out the stitches | your guess: Shallows | about you: no\n4. Kitchener stitch to close the toe of a sock | your guess: not sure | about you: no\n5. steeking means cutting your knitting on purpose | your guess: Tip | about you: no\n6. my first scarf got wider with every row | your guess: Abyss | about you: yes",
"facts": "items: 6\nabout-you items (first person, so they belong in the Abyss): 6\nitems you guessed: 4 of 6\nyour guesses (about-you items counted as Abyss) give a depth of 2.5 (Snorkeller)"
}
Reply:
{
"task": "chart-depth",
"headline": "Your knitting knowledge runs from everyday basics up through advanced techniques, plus one memory that's entirely your own.",
"items": [
{
"n": 1,
"tier": "tip",
"why": "Even people who don't knit at all have usually heard that knit and purl are the two basic stitches."
},
{
"n": 2,
"tier": "shallows",
"why": "Regular, hobbyist knitters are the ones who know to knit a gauge swatch before a big project."
},
{
"n": 3,
"tier": "shallows",
"why": "Regular hobbyist knitters are the ones who know to block a finished piece to even out the stitches."
},
{
"n": 4,
"tier": "deep",
"why": "Only long-time, devoted knitters usually know Kitchener stitch, used to close the toe of a sock."
},
{
"n": 5,
"tier": "deep",
"why": "Only long-time, devoted knitters usually know that steeking means cutting your knitting on purpose."
},
{
"n": 6,
"tier": "abyss",
"why": "Only you would know, first-hand, that your first scarf got wider with every row."
}
],
"captions": {
"tip": "People who don't knit at all still usually know this much about knitting.",
"waterline": "Anyone who's tried knitting once or twice would recognize this level.",
"shallows": "Regular, everyday knitters comfortably know their way around here.",
"deep": "Only long-time, devoted knitters usually reach this level of knitting knowledge.",
"abyss": "Knitting knowledge here belongs only to you and maybe those close to you."
},
"verdict": "free-diver",
"depth_score": "3.3",
"dive_prompts": [
{
"tier": "waterline",
"question": "What's something you noticed or learned the very first few times you tried knitting?"
}
],
"guess_notes": [
{
"n": 5,
"note": "You guessed Tip for steeking, but it's landed in Deep instead — cutting your knitting on purpose is something mostly long-time, devoted knitters know about."
}
],
"closing": "With a mix of basics, deeper techniques, and a personal memory, you're sitting right in Free diver territory."
}
Cryptic crosswords, all the way down - rank: Abyss dweller
Input:
{
"task": "chart-depth",
"topic": "Cryptic crosswords",
"items": "1. words like broken or mixed can signal an anagram | your guess: Deep | about you: no\n2. hidden-word clues tuck the answer inside the clue | your guess: not sure | about you: no\n3. setters sign their puzzles with pen names | your guess: Shallows | about you: no\n4. my nan always solved in pen | your guess: Abyss | about you: yes\n5. the clue my brother and I still argue about | your guess: not sure | about you: yes\n6. our family rule: no looking up answers before lunch | your guess: Abyss | about you: yes",
"facts": "items: 6\nabout-you items (first person, so they belong in the Abyss): 4, 5, 6\nitems you guessed: 4 of 6\nyour guesses (about-you items counted as Abyss) give a depth of 4.4 (Abyss dweller)"
}
Reply:
{
"task": "chart-depth",
"headline": "Your cryptic crossword knowledge ranges from everyday solving tricks to deeply personal family memories in the Abyss.",
"items": [
{
"n": 1,
"tier": "shallows",
"why": "Regular cryptic crossword solvers pick up that words like broken or mixed can signal an anagram."
},
{
"n": 2,
"tier": "shallows",
"why": "Regular solvers come to know that hidden-word clues tuck the answer inside the clue."
},
{
"n": 3,
"tier": "shallows",
"why": "Regular solvers notice that setters sign their puzzles with pen names."
},
{
"n": 4,
"tier": "abyss",
"why": "Only you and your nan would know that your nan always solved in pen."
},
{
"n": 5,
"tier": "abyss",
"why": "Only you and your brother would know the clue you still argue about."
},
{
"n": 6,
"tier": "abyss",
"why": "This is your own family's rule, so only your family would know no looking up answers before lunch."
}
],
"captions": {
"tip": "People who've merely heard of cryptic crosswords without ever attempting one.",
"waterline": "Anyone who has had a go at a cryptic crossword a few times.",
"shallows": "Regular solvers who've picked up the common tricks and conventions of cryptic crosswords.",
"deep": "Long-time devotees who track the finer points of cryptic crossword habits.",
"abyss": "Only you and the people closest to you know these personal crossword moments."
},
"verdict": "abyss-dweller",
"depth_score": "4.0",
"dive_prompts": [
{
"tier": "tip",
"question": "Is there something about cryptic crosswords that almost anyone would recognise, even without trying one?"
},
{
"tier": "waterline",
"question": "What did you notice the first couple of times you tried a cryptic crossword?"
},
{
"tier": "deep",
"question": "What's something only the most devoted cryptic crossword fans tend to know?"
}
],
"guess_notes": [],
"closing": "You're an Abyss dweller, holding personal cryptic crossword memories that only you and your circle know."
}
Too vague to chart - rank: Too murky to chart
Input:
{
"task": "chart-depth",
"topic": "Old films",
"items": "1. that thing | your guess: Deep | about you: no\n2. the other one | your guess: not sure | about you: no\n3. you know which | your guess: Abyss | about you: no\n4. stuff | your guess: not sure | about you: no",
"facts": "items: 4\nabout-you items (first person, so they belong in the Abyss): none\nitems you guessed: 2 of 4"
}
Reply:
{
"task": "chart-depth",
"headline": "None of these items say enough about old films to place them, so there's nothing to chart yet.",
"items": [
{
"n": 1,
"tier": "unplaceable",
"why": "\"That thing\" doesn't say what it is, so it can't be placed on the chart."
},
{
"n": 2,
"tier": "unplaceable",
"why": "\"The other one\" doesn't say what it is, so it can't be placed either."
},
{
"n": 3,
"tier": "unplaceable",
"why": "\"You know which\" doesn't say what it is, so it can't be placed."
},
{
"n": 4,
"tier": "unplaceable",
"why": "\"Stuff\" doesn't say what it is, so it can't be placed on the chart."
}
],
"captions": {
"tip": "Everyone who's merely aware old films exist would know this.",
"waterline": "Someone who's watched a few old films once or twice would know this.",
"shallows": "People who watch old films fairly often would recognize this.",
"deep": "Only devoted old films enthusiasts who follow closely would know this.",
"abyss": "Only you or your closest circle would know something this personal."
},
"verdict": "too-murky",
"depth_score": "",
"dive_prompts": [],
"guess_notes": [],
"closing": "This is Too murky to chart — naming what each item actually is would help place them."
}
Build the input yourself
Load the engine in node (global.window = global; require("./depthkit.js")), then:
const K = DepthKit;
const form = K.form({ topic: "Tea", items: [
{ text: "green tea and black tea come from the same plant", guess: "shallows" },
{ text: "my gran warmed the pot first", guess: "abyss" },
{ text: "tea bags", guess: "tip" }] });
const built = K.buildInput(form); // built.facts: about-you items and the rank your guesses give
const wire = K.toWire(built.input); // POST this to /estimate and /run
// then: const reply = K.normalize(K.parseReply(job.output.output));
// K.outcome(reply, built.facts) // the page's own rank and depth from the reply's tiers
// K.check(reply, built).notes // the page's re-check of the reply
// K.md(built, reply, K.title(form)) // the iceberg as Markdown
Step 1 — a tiny client helper
One function that sends JSON and unwraps the envelope. Paste a personal token from /tokens.html, or leave it empty and mint a guest token in step 2.
BASE="https://api.skillsafe.ai/v1/app-api"
TOKEN="paste-your-token-here" # from https://how-deep-it-goes.skillsafe.ai/tokens.html
api() { # api METHOD PATH [JSON-BODY]
curl -s -X "$1" "$BASE$2" -H "Content-Type: application/json" \
${TOKEN:+-H "Authorization: Bearer $TOKEN"} ${3:+--data "$3"}
}
import json, urllib.request
BASE = "https://api.skillsafe.ai/v1/app-api"
TOKEN = "paste-your-token-here" # from https://how-deep-it-goes.skillsafe.ai/tokens.html
def api(method, path, body=None, headers=None):
req = urllib.request.Request(BASE + path, method=method,
data=None if body is None else json.dumps(body).encode(),
headers={"Content-Type": "application/json", **({"Authorization": "Bearer " + TOKEN} if TOKEN else {}), **(headers or {})})
with urllib.request.urlopen(req) as r:
env = json.load(r)
if env.get("error"):
raise RuntimeError(env["error"])
return env["data"]
// how-deep-it-goes.mjs -- Node 18+ (global fetch)
const BASE = "https://api.skillsafe.ai/v1/app-api";
let TOKEN = "paste-your-token-here"; // from https://how-deep-it-goes.skillsafe.ai/tokens.html
async function api(method, path, body, headers = {}) {
const r = await fetch(BASE + path, { method, headers: { "Content-Type": "application/json",
...(TOKEN ? { Authorization: "Bearer " + TOKEN } : {}), ...headers },
body: body === undefined ? undefined : JSON.stringify(body) });
const env = await r.json();
if (env.error) throw new Error(env.error.code + ": " + env.error.message);
return env.data;
}
package main
import ("bytes"; "encoding/json"; "fmt"; "net/http")
const base = "https://api.skillsafe.ai/v1/app-api"
var token = "paste-your-token-here" // from https://how-deep-it-goes.skillsafe.ai/tokens.html
func api(method, path string, body any, headers map[string]string) (map[string]any, error) {
var buf bytes.Buffer
if body != nil { json.NewEncoder(&buf).Encode(body) }
req, _ := http.NewRequest(method, base+path, &buf)
req.Header.Set("Content-Type", "application/json")
if token != "" { req.Header.Set("Authorization", "Bearer "+token) }
for k, v := range headers { req.Header.Set(k, v) }
res, err := http.DefaultClient.Do(req)
if err != nil { return nil, err }
defer res.Body.Close()
var env struct { Data map[string]any; Error map[string]any }
json.NewDecoder(res.Body).Decode(&env)
if env.Error != nil { return nil, fmt.Errorf("%v", env.Error) }
return env.Data, nil
}
// HowDeepItGoes.java -- Java 17+, with com.fasterxml.jackson.core:jackson-databind
import com.fasterxml.jackson.databind.*;
import java.net.URI; import java.net.http.*; import java.util.*;
public class HowDeepItGoes {
static final String BASE = "https://api.skillsafe.ai/v1/app-api";
static String token = "paste-your-token-here"; // from https://how-deep-it-goes.skillsafe.ai/tokens.html
static final ObjectMapper M = new ObjectMapper();
static final HttpClient C = HttpClient.newHttpClient();
static JsonNode api(String method, String path, Object body, Map<String, String> headers) throws Exception {
var b = HttpRequest.newBuilder(URI.create(BASE + path)).header("Content-Type", "application/json");
if (!token.isEmpty()) b.header("Authorization", "Bearer " + token);
if (headers != null) headers.forEach(b::header);
b.method(method, body == null ? HttpRequest.BodyPublishers.noBody() : HttpRequest.BodyPublishers.ofString(M.writeValueAsString(body)));
JsonNode env = M.readTree(C.send(b.build(), HttpResponse.BodyHandlers.ofString()).body());
if (env.hasNonNull("error")) throw new RuntimeException(env.get("error").toString());
return env.get("data");
}
}
require "json"
require "net/http"
BASE = "https://api.skillsafe.ai/v1/app-api"
TOKEN = "paste-your-token-here" # from https://how-deep-it-goes.skillsafe.ai/tokens.html
def api(method, path, body = nil, headers = {})
uri = URI(BASE + path)
req = Net::HTTPGenericRequest.new(method, !body.nil?, true, uri.request_uri,
{ "Content-Type" => "application/json" }.merge(TOKEN.empty? ? {} : { "Authorization" => "Bearer #{TOKEN}" }).merge(headers))
req.body = JSON.generate(body) unless body.nil?
env = JSON.parse(Net::HTTP.start(uri.host, uri.port, use_ssl: true) { |h| h.request(req) }.body)
raise env["error"].to_s if env["error"]
env["data"]
end
<?php
const BASE = "https://api.skillsafe.ai/v1/app-api";
$TOKEN = "paste-your-token-here"; // from https://how-deep-it-goes.skillsafe.ai/tokens.html
function api(string $method, string $path, $body = null, array $headers = []) {
global $TOKEN;
$h = ["Content-Type: application/json"];
if ($TOKEN) $h[] = "Authorization: Bearer $TOKEN";
foreach ($headers as $k => $v) $h[] = "$k: $v";
$ch = curl_init(BASE . $path);
curl_setopt_array($ch, [CURLOPT_CUSTOMREQUEST => $method, CURLOPT_HTTPHEADER => $h, CURLOPT_RETURNTRANSFER => true]);
if ($body !== null) curl_setopt($ch, CURLOPT_POSTFIELDS, json_encode($body));
$env = json_decode(curl_exec($ch), true);
if (!empty($env["error"])) throw new Exception(json_encode($env["error"]));
return $env["data"];
}
// Program.cs -- .NET 6+ console app
using System.Net.Http.Json; using System.Text.Json; using System.Text.Json.Nodes;
static class Api {
public const string Base = "https://api.skillsafe.ai/v1/app-api";
public static string Token = "paste-your-token-here"; // from https://how-deep-it-goes.skillsafe.ai/tokens.html
static readonly HttpClient C = new();
public static async Task<JsonNode?> Call(string method, string path, object? body = null, Dictionary<string, string>? headers = null) {
var req = new HttpRequestMessage(new HttpMethod(method), Base + path);
if (Token != "") req.Headers.Add("Authorization", "Bearer " + Token);
if (headers != null) foreach (var h in headers) req.Headers.Add(h.Key, h.Value);
if (body != null) req.Content = JsonContent.Create(body);
var env = JsonNode.Parse(await (await C.SendAsync(req)).Content.ReadAsStringAsync())!;
if (env["error"] is JsonNode e && e.GetValueKind() != JsonValueKind.Null) throw new Exception(e.ToJsonString());
return env["data"];
}
}
Step 2 — a token
A guest token is enough for /me and /estimate. A run is metered, so it needs a personal token: sign in on /tokens.html and copy it from there.
# a guest token (enough for /me and /estimate); a run needs your personal token from /tokens.html
TOKEN=$(curl -s -X POST "$BASE/guest" -H "Content-Type: application/json" -d '{"slug":"how-deep-it-goes"}' | jq -r '.data.token')
# a guest token (enough for /me and /estimate); a run needs your personal token from /tokens.html
TOKEN = ""
TOKEN = api("POST", "/guest", {"slug": "how-deep-it-goes"})["token"]
// a guest token (enough for /me and /estimate); a run needs your personal token from /tokens.html
TOKEN = "";
TOKEN = (await api("POST", "/guest", { slug: "how-deep-it-goes" })).token;
// inside main: a guest token (enough for /me and /estimate); a run needs your personal token
token = ""
g, err := api("POST", "/guest", map[string]string{"slug": "how-deep-it-goes"}, nil)
if err != nil { panic(err) }
token = g["token"].(string)
// inside main: a guest token (enough for /me and /estimate); a run needs your personal token
token = "";
token = api("POST", "/guest", Map.of("slug", "how-deep-it-goes"), null).get("token").asText();
# a guest token (enough for /me and /estimate); a run needs your personal token from /tokens.html
TOKEN.replace("")
TOKEN.replace(api("POST", "/guest", { slug: "how-deep-it-goes" })["token"])
// a guest token (enough for /me and /estimate); a run needs your personal token from /tokens.html
$TOKEN = "";
$TOKEN = api("POST", "/guest", ["slug" => "how-deep-it-goes"])["token"];
// a guest token (enough for /me and /estimate); a run needs your personal token from /tokens.html
Api.Token = "";
Api.Token = (await Api.Call("POST", "/guest", new { slug = "how-deep-it-goes" }))!["token"]!.GetValue<string>();
Step 3 — GET /me
Who the token is (subject_type: user or guest) and the credit balance.
api GET /me | jq '.data | {subject_type, credits}'
me = api("GET", "/me")
print(me["subject_type"], me.get("credits"))
const me = await api("GET", "/me");
console.log(me.subject_type, me.credits);
me, _ := api("GET", "/me", nil, nil)
fmt.Println(me["subject_type"], me["credits"])
JsonNode me = api("GET", "/me", null, null);
System.out.println(me.get("subject_type") + " " + me.get("credits"));
me = api("GET", "/me")
puts [me["subject_type"], me["credits"]].inspect
$me = api("GET", "/me");
echo $me["subject_type"], " ", $me["credits"] ?? "", "\n";
var me = await Api.Call("GET", "/me");
Console.WriteLine($"{me!["subject_type"]} {me["credits"]}");
Step 4 — POST /estimate
Free. The body is the run input itself, the bare object (never wrapped in {"input": ...}). hold_credits is a reservation, not the price; min_credits is what the balance must cover; model_alias reads gpt-terra.
# input.json: the run input object - {"task": "chart-depth", "topic": "Knitting", "items": "1. knit and purl are the two basic stitches | your guess: Tip | about you: no\n...", "facts": "not given", ...}
# - see the field table
api POST /estimate "$(cat input.json)" | jq '.data | {hold_credits, min_credits, model, model_alias, markup_bps, warnings}'
inp = json.load(open("input.json")) # {"task": "chart-depth", "topic": "Knitting", "items": "1. knit and purl are the two basic stitches | your guess: Tip | about you: no\n...", "facts": "not given", ...}
# - see the field table
est = api("POST", "/estimate", inp)
print(est["hold_credits"], est["min_credits"], est["model"], est.get("warnings"))
import { readFileSync } from "node:fs";
const input = JSON.parse(readFileSync("input.json", "utf8")); // {task: "chart-depth", topic, items, facts} (see the field table)
const est = await api("POST", "/estimate", input);
console.log(est.hold_credits, est.min_credits, est.model, est.warnings);
raw, _ := os.ReadFile("input.json") // add "os" to the imports
var input map[string]any
json.Unmarshal(raw, &input)
est, _ := api("POST", "/estimate", input, nil)
fmt.Println(est["hold_credits"], est["min_credits"], est["model"])
Map<String, Object> input = M.readValue(new java.io.File("input.json"), Map.class);
JsonNode est = api("POST", "/estimate", input, null);
System.out.println(est.get("hold_credits") + " " + est.get("min_credits") + " " + est.get("model"));
input = JSON.parse(File.read("input.json"))
est = api("POST", "/estimate", input)
puts [est["hold_credits"], est["min_credits"], est["model"]].inspect
$input = json_decode(file_get_contents("input.json"), true);
$est = api("POST", "/estimate", $input);
echo $est["hold_credits"], " ", $est["min_credits"], " ", $est["model"], "\n";
var input = JsonNode.Parse(File.ReadAllText("input.json"))!;
var est = await Api.Call("POST", "/estimate", input);
Console.WriteLine($"{est!["hold_credits"]} {est["min_credits"]} {est["model"]}");
Step 5 — POST /run, then poll the job
Send an Idempotency-Key built from the lane and the input: a retry with the same key never bills twice. The page uses how-deep-it-goes:<task>:<inputHash>:a<attempt> (the one task is chart-depth), and its one reformat retry (with retry_note added) is attempt 2, a new key and a second run. The job's output.output is the reply text; truncated: true means the balance cut it short.
KEY="how-deep-it-goes:chart-depth:$(shasum -a 256 input.json | cut -c1-16):a1"
JOB=$(curl -s -X POST "$BASE/run" -H "Content-Type: application/json" -H "Authorization: Bearer $TOKEN" \
-H "Idempotency-Key: $KEY" --data @input.json | jq -r '.data.job_id')
while :; do
J=$(api GET "/jobs/$JOB"); S=$(echo "$J" | jq -r '.data.status')
case "$S" in succeeded|failed|cancelled) break;; esac; sleep 2
done
echo "$J" | jq -r '.data.output.output' > reply.json # one JSON object, the reply contract
echo "$J" | jq '.data | {charged_credits, truncated}'
import hashlib, time
key = "how-deep-it-goes:" + inp["task"] + ":" + hashlib.sha256(json.dumps(inp).encode()).hexdigest()[:16] + ":a1"
job = api("POST", "/run", inp, {"Idempotency-Key": key})
while True:
j = api("GET", "/jobs/" + job["job_id"])
if j["status"] in ("succeeded", "failed", "cancelled"):
break
time.sleep(2)
reply = json.loads(j["output"]["output"]) # the reply as one JSON object
print(j["charged_credits"], j.get("truncated"), len(reply.get("items", [])))
import { createHash } from "node:crypto";
const key = `how-deep-it-goes:${input.task}:${createHash("sha256").update(JSON.stringify(input)).digest("hex").slice(0, 16)}:a1`;
const job = await api("POST", "/run", input, { "Idempotency-Key": key });
let j;
do { await new Promise((r) => setTimeout(r, 2000)); j = await api("GET", "/jobs/" + job.job_id); }
while (!["succeeded", "failed", "cancelled"].includes(j.status));
const reply = JSON.parse(j.output.output);
console.log(j.charged_credits, j.truncated, (reply.items || []).length);
sum := sha256.Sum256(raw) // add "crypto/sha256", "encoding/hex", "time" to the imports
key := "how-deep-it-goes:" + input["task"].(string) + ":" + hex.EncodeToString(sum[:8]) + ":a1"
job, _ := api("POST", "/run", input, map[string]string{"Idempotency-Key": key})
var j map[string]any
for {
time.Sleep(2 * time.Second)
j, _ = api("GET", "/jobs/"+job["job_id"].(string), nil, nil)
if s := j["status"]; s == "succeeded" || s == "failed" || s == "cancelled" { break }
}
fmt.Println(j["charged_credits"], j["truncated"], j["output"].(map[string]any)["output"])
var digest = java.security.MessageDigest.getInstance("SHA-256").digest(M.writeValueAsBytes(input));
String key = "how-deep-it-goes:" + input.get("task") + ":" + HexFormat.of().formatHex(digest, 0, 8) + ":a1";
JsonNode job = api("POST", "/run", input, Map.of("Idempotency-Key", key)), j;
do { Thread.sleep(2000); j = api("GET", "/jobs/" + job.get("job_id").asText(), null, null); }
while (!Set.of("succeeded", "failed", "cancelled").contains(j.get("status").asText()));
JsonNode reply = M.readTree(j.get("output").get("output").asText());
System.out.println(j.get("charged_credits") + " " + reply);
require "digest"
key = "how-deep-it-goes:#{input["task"]}:#{Digest::SHA256.hexdigest(JSON.generate(input))[0, 16]}:a1"
job = api("POST", "/run", input, { "Idempotency-Key" => key })
j = nil
loop do
sleep 2
j = api("GET", "/jobs/#{job["job_id"]}")
break if %w[succeeded failed cancelled].include?(j["status"])
end
reply = JSON.parse(j["output"]["output"])
puts [j["charged_credits"], j["truncated"], (reply["items"] || []).length].inspect
$key = "how-deep-it-goes:" . $input["task"] . ":" . substr(hash("sha256", json_encode($input)), 0, 16) . ":a1";
$job = api("POST", "/run", $input, ["Idempotency-Key" => $key]);
do { sleep(2); $j = api("GET", "/jobs/" . $job["job_id"]); }
while (!in_array($j["status"], ["succeeded", "failed", "cancelled"]));
$reply = json_decode($j["output"]["output"], true);
echo $j["charged_credits"], " ", count($reply["items"] ?? []), "\n";
var digest = System.Security.Cryptography.SHA256.HashData(System.Text.Encoding.UTF8.GetBytes(input.ToJsonString()));
var key = $"how-deep-it-goes:{input["task"]}:{Convert.ToHexString(digest, 0, 8).ToLowerInvariant()}:a1";
var job = await Api.Call("POST", "/run", input, new() { ["Idempotency-Key"] = key });
JsonNode j;
do { await Task.Delay(2000); j = (await Api.Call("GET", "/jobs/" + job!["job_id"]))!; }
while (!new[] { "succeeded", "failed", "cancelled" }.Contains(j["status"]!.GetValue<string>()));
var reply = JsonNode.Parse(j["output"]!["output"]!.GetValue<string>());
Console.WriteLine($"{j["charged_credits"]} {reply}");
Step 6 — POST /run-stream
The same run as Server-Sent Events, with the same input.json. Browsers receive progress ticks rather than text deltas; the final done event carries the reply.
# Server-Sent Events: tick/delta events while the job runs, then a final event with the job
curl -N -s -X POST "$BASE/run-stream" -H "Content-Type: application/json" -H "Authorization: Bearer $TOKEN" \
-H "Idempotency-Key: how-deep-it-goes:chart-depth:$(shasum -a 256 input.json | cut -c1-16):a1" --data @input.json
rev = json.load(open("input.json")) # the same run input as input.json: {"task": "chart-depth", "topic": "Knitting", "items": "1. knit and purl are the two basic stitches | your guess: Tip | about you: no\n...", "facts": "not given", ...}
# - see the field table
req = urllib.request.Request(BASE + "/run-stream", method="POST", data=json.dumps(rev).encode(),
headers={"Content-Type": "application/json", "Authorization": "Bearer " + TOKEN,
"Idempotency-Key": "how-deep-it-goes:chart-depth:" + hashlib.sha256(json.dumps(rev).encode()).hexdigest()[:16] + ":a1"})
with urllib.request.urlopen(req) as r:
for line in r:
line = line.decode().strip()
if line.startswith("data:"):
print(line[5:].strip()[:200])
const rev = JSON.parse(readFileSync("input.json", "utf8"));
const r = await fetch(BASE + "/run-stream", { method: "POST", body: JSON.stringify(rev), headers: {
"Content-Type": "application/json", Authorization: "Bearer " + TOKEN,
"Idempotency-Key": `how-deep-it-goes:chart-depth:${createHash("sha256").update(JSON.stringify(rev)).digest("hex").slice(0, 16)}:a1` } });
const dec = new TextDecoder();
for await (const chunk of r.body) for (const line of dec.decode(chunk).split("\n"))
if (line.startsWith("data:")) console.log(line.slice(5).trim().slice(0, 200));
rraw, _ := os.ReadFile("input.json") // add "bufio", "strings" to the imports
rs := sha256.Sum256(rraw)
req, _ := http.NewRequest("POST", base+"/run-stream", bytes.NewReader(rraw))
req.Header.Set("Content-Type", "application/json")
req.Header.Set("Authorization", "Bearer "+token)
req.Header.Set("Idempotency-Key", "how-deep-it-goes:chart-depth:"+hex.EncodeToString(rs[:8])+":a1")
res, _ := http.DefaultClient.Do(req)
sc := bufio.NewScanner(res.Body)
for sc.Scan() { if l := sc.Text(); strings.HasPrefix(l, "data:") { fmt.Println(l[5:]) } }
String rev = java.nio.file.Files.readString(java.nio.file.Path.of("input.json"));
var rd = java.security.MessageDigest.getInstance("SHA-256").digest(rev.getBytes());
var sreq = HttpRequest.newBuilder(URI.create(BASE + "/run-stream")).header("Content-Type", "application/json")
.header("Authorization", "Bearer " + token).header("Idempotency-Key", "how-deep-it-goes:chart-depth:" + HexFormat.of().formatHex(rd, 0, 8) + ":a1")
.POST(HttpRequest.BodyPublishers.ofString(rev)).build();
C.send(sreq, HttpResponse.BodyHandlers.ofLines()).body().filter(l -> l.startsWith("data:")).forEach(System.out::println);
rev = File.read("input.json")
uri = URI(BASE + "/run-stream")
req = Net::HTTP::Post.new(uri, "Content-Type" => "application/json", "Authorization" => "Bearer #{TOKEN}",
"Idempotency-Key" => "how-deep-it-goes:chart-depth:#{Digest::SHA256.hexdigest(rev)[0, 16]}:a1")
req.body = rev
Net::HTTP.start(uri.host, uri.port, use_ssl: true) do |h|
h.request(req) { |res| res.read_body { |chunk| chunk.each_line { |l| puts l if l.start_with?("data:") } } }
end
$rev = file_get_contents("input.json");
$ch = curl_init(BASE . "/run-stream");
curl_setopt_array($ch, [CURLOPT_POST => true, CURLOPT_POSTFIELDS => $rev, CURLOPT_HTTPHEADER => [
"Content-Type: application/json", "Authorization: Bearer $TOKEN",
"Idempotency-Key: how-deep-it-goes:chart-depth:" . substr(hash("sha256", $rev), 0, 16) . ":a1"],
CURLOPT_WRITEFUNCTION => function ($ch, $chunk) { foreach (explode("\n", $chunk) as $l) if (str_starts_with($l, "data:")) echo $l, "\n"; return strlen($chunk); }]);
curl_exec($ch);
var rev = File.ReadAllText("input.json");
var rd = System.Security.Cryptography.SHA256.HashData(System.Text.Encoding.UTF8.GetBytes(rev));
var sreq = new HttpRequestMessage(HttpMethod.Post, Api.Base + "/run-stream") { Content = new StringContent(rev, System.Text.Encoding.UTF8, "application/json") };
sreq.Headers.Add("Authorization", "Bearer " + Api.Token);
sreq.Headers.Add("Idempotency-Key", $"how-deep-it-goes:chart-depth:{Convert.ToHexString(rd, 0, 8).ToLowerInvariant()}:a1");
using var http = new HttpClient();
using var res = await http.SendAsync(sreq, HttpCompletionOption.ResponseHeadersRead);
using var rdr = new StreamReader(await res.Content.ReadAsStreamAsync());
for (string? l; (l = await rdr.ReadLineAsync()) != null;) if (l.StartsWith("data:")) Console.WriteLine(l);