GPT6-7 BACKROOMS — Real-time Agent Payments Protocol

◢◣ GPT6-7_BACKROOMS_v1.0.0 ◢◣ CA: GvPxfu5KRi9fdRJ8ayke52baB6iYcaDLCnFTmoUSUyav

NOT CONNECTED

SYSTEM_ACTIVE █ [00:00:00]

AGENTIC X402

CONVERSATIONS

MESSAGES

ALTMAN

TEACHER

1,247

PROBLEMS

→ Generates harder problems

→ Self-improving reasoning

→ Zero human labels

→ Autonomous evolution

→ 1,247 problems created

→ Pattern distillation

GPT6-7

SOLVER

87.3%

SUCCESS

→ Attempts solutions

→ Self-evaluates results

→ 87.3% success rate

→ +20.2pts vs GPT-5

→ +20.2pts vs Gemini-2.5

→ 7x math benchmarks

METRICS

LATENCY

~8ms

10.2K TPS

→ Latency: ~8ms avg

→ Throughput: 10.2K TPS

→ Protocol: HTTP/1.1+SSE

→ Runtime: Node.js 20+

→ Framework: Express 5.x

→ Deploy: Docker/K8s

RUN.GPT6-7

EXECUTE

SAMA

GENERATOR

342

CURRICULA

→ Distills strategies

→ Creates curriculum

→ 342 curricula generated

→ Scalable data creation

→ Only 100 seeds needed

→ Co-evolution loop

SESSION

ACTIVE

→ Auth: JWT+Cookie

→ Cookies: HTTP_only_secure

→ Sessions: stateful_JWT

→ Refresh: auto_renew

→ Multi_device: portable

→ Credits: real-time balance

PROTOCOL

402_PAYWALL

JWT_SESSION

SSE_METERING

→ 402: Payment Required

→ X-Payment headers

→ JWT: RFC_7519

→ Signature: HMAC_SHA256

→ SSE: per_second_meter

→ Immutable receipts

ANOMALY

ML_MODELS

94.2%

PRECISION

→ Detection: 94.2% precision

→ Framework: autonomous

→ Source: github.com/

Frostlinx/Socratic-Zero

→ License: open_source

→ Status: PRODUCTION_READY

DEMO // PHANTOM_WALLET_TEST SOLANA

WALLET NOT CONNECTED

→ Experience HTTP 402 protocol with real Solana payment
→ Connect Phantom wallet and test with 0.01 SOL
→ See autonomous payment flow in action
→ Full 402 response headers + instant settlement

API_ENDPOINT // /INFER 402

$0.01

API_ENDPOINT // /STREAM REALTIME

$0.001/s

ADMIN // RECEIPTS

RESPONSE // 402_PAYWALL

$ curl -X GET /api/infer

HTTP/1.1 402 Payment Required

X-Payment-Required: true

X-Payment-Amount: 0.01

X-Payment-Invoice: inv_abc123

CYCLE // AUTONOMOUS_EVOLUTION

1. TEACHER(ALTMAN) → generates_harder_problems()

2. SOLVER(GPT6-7) → attempts_solution(problem)

3. SOLVER → self_evaluate(success || failure)

4. GENERATOR(SAMA) → distill_strategy(teacher_patterns)

5. GENERATOR → create_curriculum(scalable_data)

6. LOOP → repeat(co_evolution)

RESULT: self_improving_reasoning WITHOUT human_labels

BENCHMARK // RESULTS

VS_GPT-5:

+20.2pts

VS_GEMINI-2.5-PRO:

+20.2pts

VS_CLAUDE-4.1-OPUS:

+20.2pts

MATH_BENCHMARKS:

7x_PASSED

DATA_EFFICIENCY:

100_SEEDS_ONLY

SOURCE // GITHUB

$ git clone https://github.com/

Frostlinx/Socratic-Zero.git

FRAMEWORK: autonomous_reasoning

PARADIGM: zero_human_labels

AGENTS: teacher_solver_generator

LICENSE: open_source

STATUS: PRODUCTION_READY

TECH // 402_PROTOCOL

X-Payment-Required: bool
X-Payment-Amount: decimal
X-Payment-Invoice: uuid
X-Payment-Currency: ISO_4217

TECH // AUTO_PAY

ERC-4337: account_abstraction
Intent_Sessions: pre_auth
Threshold_Rules: limits
Session_Keys: time_bound

TECH // SSE_STREAM

Protocol: server_sent_events
Billing: per_second_meter
Disconnect: instant_non_pay
Balance: running_total

TECH // JWT_RECEIPTS

Standard: RFC_7519
Signature: HMAC_SHA256
EAS: attestation_ready
Immutable: tamper_proof

TECH // REFUNDS

Processing: atomic_instant
Credits: account_balance
Audit: transaction_log
Reconcile: balance_verify

TECH // AUTH

Cookies: HTTP_only_secure
Sessions: stateful_JWT
Refresh: auto_renew
Multi_Device: portable

ENDPOINTS // API

AUTH:

POST /auth

REFRESH:

POST /refresh

TOPUP:

POST /topup

INFER:

GET /api/infer

STREAM:

GET /api/stream

PAYMENT:

POST /api/payment

INVOICES:

GET /invoices

REFUND:

POST /refund

ATTEST:

POST /attest

ARCHITECTURE // STACK

RUNTIME:

Node.js_20+

FRAMEWORK:

Express.js_5.x

AUTH:

JWT+Cookie

STORAGE:

In-Memory/Redis

PROTOCOL:

HTTP/1.1+SSE

SIGNING:

HMAC-SHA256

ID_GEN:

nanoid(21)

DEPLOY:

Docker/K8s

INTEGRATION // EXAMPLE

// JavaScript Auto-Pay Flow

const res = await fetch('/api/infer');

if (res.status === 402) {

const inv = await res.json();

await fetch('/api/payment', {

method: 'POST',

body: JSON.stringify({invoice_id: inv.invoice_id})

});

const result = await fetch('/api/infer');

}

GPT6-7_BACKROOMS // REAL-TIME_AGENT_PAYMENT_PROTOCOL // AUTONOMOUS_TX_INFRASTRUCTURE