curl --request POST \
--url https://api.example.com/learnings \
--header 'Authorization: Bearer <token>' \
--header 'Content-Type: application/json' \
--data '
{
"learning_type": "<string>",
"content": {},
"namespace": "<string>",
"user_id": "<string>",
"agent_id": "<string>",
"team_id": "<string>",
"session_id": "<string>",
"entity_id": "<string>",
"entity_type": "<string>",
"metadata": {}
}
'import requests
url = "https://api.example.com/learnings"
payload = {
"learning_type": "<string>",
"content": {},
"namespace": "<string>",
"user_id": "<string>",
"agent_id": "<string>",
"team_id": "<string>",
"session_id": "<string>",
"entity_id": "<string>",
"entity_type": "<string>",
"metadata": {}
}
headers = {
"Authorization": "Bearer <token>",
"Content-Type": "application/json"
}
response = requests.post(url, json=payload, headers=headers)
print(response.text)const options = {
method: 'POST',
headers: {Authorization: 'Bearer <token>', 'Content-Type': 'application/json'},
body: JSON.stringify({
learning_type: '<string>',
content: {},
namespace: '<string>',
user_id: '<string>',
agent_id: '<string>',
team_id: '<string>',
session_id: '<string>',
entity_id: '<string>',
entity_type: '<string>',
metadata: {}
})
};
fetch('https://api.example.com/learnings', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_URL => "https://api.example.com/learnings",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "POST",
CURLOPT_POSTFIELDS => json_encode([
'learning_type' => '<string>',
'content' => [
],
'namespace' => '<string>',
'user_id' => '<string>',
'agent_id' => '<string>',
'team_id' => '<string>',
'session_id' => '<string>',
'entity_id' => '<string>',
'entity_type' => '<string>',
'metadata' => [
]
]),
CURLOPT_HTTPHEADER => [
"Authorization: Bearer <token>",
"Content-Type: application/json"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"strings"
"net/http"
"io"
)
func main() {
url := "https://api.example.com/learnings"
payload := strings.NewReader("{\n \"learning_type\": \"<string>\",\n \"content\": {},\n \"namespace\": \"<string>\",\n \"user_id\": \"<string>\",\n \"agent_id\": \"<string>\",\n \"team_id\": \"<string>\",\n \"session_id\": \"<string>\",\n \"entity_id\": \"<string>\",\n \"entity_type\": \"<string>\",\n \"metadata\": {}\n}")
req, _ := http.NewRequest("POST", url, payload)
req.Header.Add("Authorization", "Bearer <token>")
req.Header.Add("Content-Type", "application/json")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.post("https://api.example.com/learnings")
.header("Authorization", "Bearer <token>")
.header("Content-Type", "application/json")
.body("{\n \"learning_type\": \"<string>\",\n \"content\": {},\n \"namespace\": \"<string>\",\n \"user_id\": \"<string>\",\n \"agent_id\": \"<string>\",\n \"team_id\": \"<string>\",\n \"session_id\": \"<string>\",\n \"entity_id\": \"<string>\",\n \"entity_type\": \"<string>\",\n \"metadata\": {}\n}")
.asString();require 'uri'
require 'net/http'
url = URI("https://api.example.com/learnings")
http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true
request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request["Content-Type"] = 'application/json'
request.body = "{\n \"learning_type\": \"<string>\",\n \"content\": {},\n \"namespace\": \"<string>\",\n \"user_id\": \"<string>\",\n \"agent_id\": \"<string>\",\n \"team_id\": \"<string>\",\n \"session_id\": \"<string>\",\n \"entity_id\": \"<string>\",\n \"entity_type\": \"<string>\",\n \"metadata\": {}\n}"
response = http.request(request)
puts response.read_body{
"learning_id": "<string>",
"learning_type": "<string>",
"namespace": "<string>",
"user_id": "<string>",
"agent_id": "<string>",
"team_id": "<string>",
"session_id": "<string>",
"entity_id": "<string>",
"entity_type": "<string>",
"content": {},
"metadata": {},
"created_at": 123,
"updated_at": 123
}{
"detail": "Bad request",
"error_code": "BAD_REQUEST"
}{
"detail": "Unauthenticated access",
"error_code": "UNAUTHENTICATED"
}{
"detail": "Not found",
"error_code": "NOT_FOUND"
}{
"detail": "Validation error",
"error_code": "VALIDATION_ERROR"
}{
"detail": "Internal server error",
"error_code": "INTERNAL_SERVER_ERROR"
}Create Learning
Create a new learning record. For the identity-keyed learning types (user_profile, user_memory, session_context, entity_memory) the record id is derived deterministically from the identity fields so it reconciles with what the agent reads/writes — provide those fields (else 422), and if a record already exists the request is rejected with 409 (use PATCH to update it). Other types get a generated id. For a scoped (non-admin) caller, the body’s user_id must be omitted/null or match the caller (mismatch → 403); admins and unscoped callers may set any user_id.
curl --request POST \
--url https://api.example.com/learnings \
--header 'Authorization: Bearer <token>' \
--header 'Content-Type: application/json' \
--data '
{
"learning_type": "<string>",
"content": {},
"namespace": "<string>",
"user_id": "<string>",
"agent_id": "<string>",
"team_id": "<string>",
"session_id": "<string>",
"entity_id": "<string>",
"entity_type": "<string>",
"metadata": {}
}
'import requests
url = "https://api.example.com/learnings"
payload = {
"learning_type": "<string>",
"content": {},
"namespace": "<string>",
"user_id": "<string>",
"agent_id": "<string>",
"team_id": "<string>",
"session_id": "<string>",
"entity_id": "<string>",
"entity_type": "<string>",
"metadata": {}
}
headers = {
"Authorization": "Bearer <token>",
"Content-Type": "application/json"
}
response = requests.post(url, json=payload, headers=headers)
print(response.text)const options = {
method: 'POST',
headers: {Authorization: 'Bearer <token>', 'Content-Type': 'application/json'},
body: JSON.stringify({
learning_type: '<string>',
content: {},
namespace: '<string>',
user_id: '<string>',
agent_id: '<string>',
team_id: '<string>',
session_id: '<string>',
entity_id: '<string>',
entity_type: '<string>',
metadata: {}
})
};
fetch('https://api.example.com/learnings', options)
.then(res => res.json())
.then(res => console.log(res))
.catch(err => console.error(err));<?php
$curl = curl_init();
curl_setopt_array($curl, [
CURLOPT_URL => "https://api.example.com/learnings",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_ENCODING => "",
CURLOPT_MAXREDIRS => 10,
CURLOPT_TIMEOUT => 30,
CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
CURLOPT_CUSTOMREQUEST => "POST",
CURLOPT_POSTFIELDS => json_encode([
'learning_type' => '<string>',
'content' => [
],
'namespace' => '<string>',
'user_id' => '<string>',
'agent_id' => '<string>',
'team_id' => '<string>',
'session_id' => '<string>',
'entity_id' => '<string>',
'entity_type' => '<string>',
'metadata' => [
]
]),
CURLOPT_HTTPHEADER => [
"Authorization: Bearer <token>",
"Content-Type: application/json"
],
]);
$response = curl_exec($curl);
$err = curl_error($curl);
curl_close($curl);
if ($err) {
echo "cURL Error #:" . $err;
} else {
echo $response;
}package main
import (
"fmt"
"strings"
"net/http"
"io"
)
func main() {
url := "https://api.example.com/learnings"
payload := strings.NewReader("{\n \"learning_type\": \"<string>\",\n \"content\": {},\n \"namespace\": \"<string>\",\n \"user_id\": \"<string>\",\n \"agent_id\": \"<string>\",\n \"team_id\": \"<string>\",\n \"session_id\": \"<string>\",\n \"entity_id\": \"<string>\",\n \"entity_type\": \"<string>\",\n \"metadata\": {}\n}")
req, _ := http.NewRequest("POST", url, payload)
req.Header.Add("Authorization", "Bearer <token>")
req.Header.Add("Content-Type", "application/json")
res, _ := http.DefaultClient.Do(req)
defer res.Body.Close()
body, _ := io.ReadAll(res.Body)
fmt.Println(string(body))
}HttpResponse<String> response = Unirest.post("https://api.example.com/learnings")
.header("Authorization", "Bearer <token>")
.header("Content-Type", "application/json")
.body("{\n \"learning_type\": \"<string>\",\n \"content\": {},\n \"namespace\": \"<string>\",\n \"user_id\": \"<string>\",\n \"agent_id\": \"<string>\",\n \"team_id\": \"<string>\",\n \"session_id\": \"<string>\",\n \"entity_id\": \"<string>\",\n \"entity_type\": \"<string>\",\n \"metadata\": {}\n}")
.asString();require 'uri'
require 'net/http'
url = URI("https://api.example.com/learnings")
http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true
request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request["Content-Type"] = 'application/json'
request.body = "{\n \"learning_type\": \"<string>\",\n \"content\": {},\n \"namespace\": \"<string>\",\n \"user_id\": \"<string>\",\n \"agent_id\": \"<string>\",\n \"team_id\": \"<string>\",\n \"session_id\": \"<string>\",\n \"entity_id\": \"<string>\",\n \"entity_type\": \"<string>\",\n \"metadata\": {}\n}"
response = http.request(request)
puts response.read_body{
"learning_id": "<string>",
"learning_type": "<string>",
"namespace": "<string>",
"user_id": "<string>",
"agent_id": "<string>",
"team_id": "<string>",
"session_id": "<string>",
"entity_id": "<string>",
"entity_type": "<string>",
"content": {},
"metadata": {},
"created_at": 123,
"updated_at": 123
}{
"detail": "Bad request",
"error_code": "BAD_REQUEST"
}{
"detail": "Unauthenticated access",
"error_code": "UNAUTHENTICATED"
}{
"detail": "Not found",
"error_code": "NOT_FOUND"
}{
"detail": "Validation error",
"error_code": "VALIDATION_ERROR"
}{
"detail": "Internal server error",
"error_code": "INTERNAL_SERVER_ERROR"
}Authorizations
Bearer authentication header of the form Bearer <token>, where <token> is your auth token.
Query Parameters
Database ID to use
The database table to use (requires db_id)
Body
Request body for creating a learning record.
Type of learning (e.g. 'user_profile', 'entity_memory')
The learning content payload
Namespace for scoping ('user', 'global', or custom)
Associated user ID. When the request is authenticated, must match the JWT subject or be omitted/null (which creates a global / non-user-scoped record).
Associated agent ID
Associated team ID
Associated session ID
Associated entity ID
Entity type
Optional metadata
Response
Successful Response
A single learning record as returned by the API.
Unique identifier for the learning record
Type of learning (e.g. 'user_profile', 'entity_memory')
Namespace for scoping ('user', 'global', or custom)
Associated user ID
Associated agent ID
Associated team ID
Associated session ID
Associated entity ID (for entity-specific learnings)
Entity type (e.g. 'person', 'company')
The learning content payload
Optional metadata
Creation timestamp (Unix epoch seconds)
Last update timestamp (Unix epoch seconds)
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