VERDICT CLOUD INFERENCE CORE|LiveCodeBench Calibrated

BYOK & Sovereign Privacy

Tokens In. Smarter Answers Out.

TokenTumbler is the high-performance orchestration layer for Verdict that eliminates the trade-off between cost, privacy, and intelligence. By tumbling requests across hybrid local and frontier models using empirical benchmark ladders, TTAI delivers frontier reasoning at a fraction of the market rate.

Test Tumbler Simulator Explore Verdict Ladder 10 Clever Tools

Select Orchestration Mode (N=100 Empirical LiveCodeBench Validation)

Mode 3: Frontier-Lite

Production Default · Peak ROI

Speculatively blends high-speed open models (Qwen 2.5 Coder, Mistral Devstral) with surgical Claude 3.7 Sonnet / DeepSeek R1 verifications for maximum ROI.

Cost / 1k Tasks

$5.31 / 1k tasks

Hard Task Mastery

83.3% Pass Rate

Optimal Use: Production default: High-velocity engineering teams

Velocity: 3.8s Average TTFT

Security: BYOK Zero-Retention Vault

Interactive Architecture Comparison

How TokenTumbler Outperforms Traditional Gateways

Raw Cloud ProviderTokenTumbler Smart Broker

STANDARD OPENROUTER / RAWUnmanaged

Hard Task Pass Rate:

12.1%

Cost per 1k Tasks:

$30.00 – $45.00

Context Strategy:

Raw context bloat (100% tokens billed)

Failure Handling:

Client receives 500 error / hallucination

THE TUMBLER ENGINEActive Optimization

In-Line RAG: AST compaction strips 48% redundant syntax boilerplate.

Pareto Router: Routes to the exact model tier needed based on LiveCodeBench ELO.

Speculative Cascade: Fast local draft model paired with frontier verifier.

Selective Rescue: Catches failures in-flight and routes failing turn only.

TOKENTUMBLER.AI (MODE 3)Peak ROI

Hard Task Pass Rate:

83.3% (+20pp lift)

Cost per 1k Tasks:

$5.31 (84% savings)

Context Strategy:

Tumbled & deduplicated in-line RAG

Failure Handling:

Auto-rescued before streaming to client

THE 10 CLOUD ADVANTAGES

10 Clever Tools That Put Us Far Beyond OpenRouter

Traditional gateways are passive proxies. TokenTumbler is an active intelligence broker with Verdict’s benchmark engine, fusion tech, and in-line context compaction.

TOOL #01

Empirical Pareto Router

Verdict Live Benchmark-Calibrated Routing

Routes requests dynamically based on Verdict's live, empirically tested LiveCodeBench and SWE-Bench pass rates rather than declared vendor marketing specs.

The Challenge:

OpenRouter and standard gateways sort models by static prices and declared context limits, leaving developers guessing which model actually solves real programming tasks.

The Tumbler Fix:

TTAI maps incoming prompts to difficulty tiers and queries our live NeonDB benchmark ladder to select the cheapest model proven to exceed your target pass rate (e.g. >75% LCB pass rate).

Verdict Edge: Directly synchronized with Verdict's N=100 empirical benchmark continuous runner.

Impact: Cuts median task cost by 62% while guaranteeing code accuracy SLA.

ReasoningClick to collapse

TOOL #02

Verdict Fusion Tech

Speculative Model Fusion & Consensus Cascade

Pairs high-speed local/edge draft models with frontier verifiers, speculatively cascading tokens and verifying logic only when internal confidence drops.

ReasoningClick for deep dive

TOOL #03

AST Context Compaction

Zero-Latency In-Line RAG & Context Tumble

In-flight token pruning and semantic AST compression strips redundant boilerplate from repo contexts, shrinking prompt sizes by 30%–50% before inference.

OptimizationClick for deep dive

TOOL #04

Smart Orchestration Broker

Self-SOB Scaffolding & 4-Mode Dynamic Rescue

Applies structured prompt scaffolding (+7pp lift at zero extra compute) and dynamically escalates syntax bugs, assertions, or infinite loops to rescue models.

ReasoningClick for deep dive

TOOL #05

Zero-Leak Boundary

In-Flight AST Semantic Guardrails & Secret Redaction

Live stream inspection detects accidental leakages of credentials (AWS keys, OpenAI tokens, private SSH keys) and halts or masks them before network transit.

SecurityClick for deep dive

TOOL #06

Sandboxed Execution

Cloud-Hosted Crucible / Test-Driven Inference (TDI)

Spins up transient Fly.io micro-containers to compile and execute unit tests against generated code before returning verified, passing solutions.

ReasoningClick for deep dive

TOOL #07

Zero-Downtime Hot Swap

State-Preserving Cross-Provider Fallback Lattice

Instantly fails over between Anthropic, OpenAI, DeepSeek, Bedrock, and Azure on 429s or 503s without breaking the client's open SSE stream.

OptimizationClick for deep dive

TOOL #08

Cryptographic Accounting

BYOK + Unified Sovereign Ledger with Micro-Cent Precision

Bring your own API keys for zero-margin pass-through, or use pre-funded credits. Complete auditable ledger stored in NeonDB with sub-cent precision.

SecurityClick for deep dive

TOOL #09

Desktop Cloud Coprocessor

Local-to-Cloud HMI Relay for VerdictIDE

Direct cloud coprocessor bridge for VerdictIDE installations, offloading heavy multi-agent tournament runs and repo embeddings to Fly.io workers.

IDE BridgeClick for deep dive

TOOL #10

Sub-5ms Cache Tumbler

Prompt DNA & Distributed Semantic Cache

Identifies recurring system prompts, framework boilerplates, and shared developer queries, serving instant zero-cost responses or prompt cache hits.

OptimizationClick for deep dive

EMPIRICAL CODE REASONING SSOT

The Verdict Live Benchmark Ladder

Unlike static vendor leaderboards, TokenTumbler continuously bakes models across LiveCodeBench and SWE-Bench to compute real-time Pareto frontiers for automated routing.

Total Baked Turns

257,302+

Evaluation Cadence

Continuous N=100

Model Architecture	LiveCodeBench (Pass@1)	SWE-Bench Ver.	TTFT	Input / Output ($/1M)	Recommended TTAI Routing
Claude 3.7 Sonnet (Hybrid Thinking)Pareto Anthropic · 200k Context	78.4%	70.3%	620ms	$3.00 / $15.00	Mode 4 Apex / Mode 3 Verifier
DeepSeek R1 (Full Reasoning)Pareto DeepSeek · 128k Context	75.9%	68.2%	1450ms	$0.55 / $2.19	Mode 3 Frontier-Lite
GPT-4o (Omni 2025) OpenAI · 128k Context	69.8%	56.4%	480ms	$2.50 / $10.00	Mode 3 / Mode 4
Qwen 2.5 Coder 32B InstructParetoOpen Weight Alibaba / Open · 128k Context	66.2%	51.8%	310ms	$0.20 / $0.60	Mode 1 Self-SOB / Mode 2
Gemini 2.5 Flash Google · 1M Context	64.9%	49.5%	260ms	$0.15 / $0.60	Mode 2 Selective Rescue
Local LMStudio Devstral 24BParetoOpen Weight Local LAN Host · 64k Context	63.5%	48.0%	140ms	$0.00 (Self-Host)	Mode 1 Self-SOB ($0.00)
Mistral Devstral 24B InstructParetoOpen Weight Mistral / Open · 128k Context	63.5%	48.0%	290ms	$0.15 / $0.45	Mode 1 Self-SOB (LAN/Local)
Llama 3.3 70B InstructOpen Weight Meta / Open · 128k Context	61.4%	44.2%	440ms	$0.35 / $0.90	Mode 1 / Mode 2

* Benchmarks evaluated in accordance with LiveCodeBench v2 & SWE-Bench Verified protocols.SSOT synced with NeonDB production catalog

SYMBIOTIC INFERENCE PIPELINE|Verdict · TokenTumbler · TokenOven

How TokenTumbler & TokenOven Connect

TokenOven bakes context down to pure signal (40%–80% smaller). TokenTumbler routes that signal to the cheapest, smartest model tier. Together, they compound savings by up to 86%.

Select Mode:

TokenOven ALTC Pre-Bake:Active (-62%)

1. Client IngressStep 1

Verdict / Aider / Pi

Receives raw enterprise prompt with chat history & git diffs.

RAW PAYLOAD52,400 tokens

2. TokenOven ALTC

Active Context Bake

Balanced (Extractive Span Selection + Prefix Caching)

BAKED PAYLOAD

19,820 tokens-62.2%

3. TokenTumblerSOB Router

Pareto Ladder

Matches prompt difficulty to optimal model from LiveCodeBench ladder.

ACTIVE MODEMode 3: Frontier-Lite

4. Execution TierInference

Model Dispatch

Production Pareto Hybrid (Qwen Draft + Sonnet Verification)

WALL TIME (TTFT)3.8s

5. Telemetry EgressHeaders

BakeReport Header

Client receives streamed completion + cryptographically signed report.

FIDELITY STATUS0 Fact Loss (Passed)

Live Mode Benchmark TelemetryMode 3: Frontier-Lite

Production default. Blends fast open models with surgical frontier verification, cutting $5.31 tasks down to under $2.00.

Target Cost:$1.95 / 1k tasks

TOKEN REDUCTION-62.2%TokenOven ALTC Active

WALL TIME (TTFT)3.8s50%+ prefill reduction

LOCAL ENERGY / QUERY4.1 WhThermal throttling avoided

BENCHMARK ACCURACY LIFT+20.3pp vs Raw ModelLiveCodeBench Verified

INTERACTIVE LABORATORY

TokenTumbler Playground & Simulator

Inspect real-time TokenOven AST compaction, route prompts across the 4-Mode Pareto frontier, or model projected volume economics.

Gateway ParametersTarget: api.tokentumbler.ai

Sample Template Context

Input Prompt PayloadEst. ~601 tokens

// SYSTEM DIRECTIVE: Autonomous Distributed consensus repair agent
// REPO INVARIANTS & HARD CONSTRAINTS:
// - PORT: 8080
// - DB_POOL_MAX: 100
// - LEASE_TIMEOUT_MS: 3000
// - MAX_RECOVERY_RETRIES: 5
// - PRIMARY_HOST: ep-winter-wind-a4ibzsux.us-east-1.aws.neon.tech
// - BACKUP_REPLICATION_FACTOR: 3

[FILE: src/consensus/raft_state.go]
package consensus

import (
    "context"
    "errors"
    "fmt"
    "sync"
    "time"
)

type NodeState int
const (
    Follower NodeState = iota
    Candidate
    Leader
)

type RaftNode struct {
    mu        sync.RWMutex
    peers     []string
    state     NodeState
    currentTerm int
    votedFor  string
    log       []LogEntry
    commitIdx int
    lastApplied int
}

// -------------------------------------------------------------
// PASSING INTEGRATION TEST RUN LOGS (Redundant trace context)
// -------------------------------------------------------------
=== RUN   TestRaftInitialization
--- PASS: TestRaftInitialization (0.02s)
=== RUN   TestRaftHeartbeatPropagation
--- PASS: TestRaftHeartbeatPropagation (0.14s)
=== RUN   TestRaftLeaderElectionNormal
--- PASS: TestRaftLeaderElectionNormal (0.28s)
=== RUN   TestRaftLogCompactionBaseline
--- PASS: TestRaftLogCompactionBaseline (0.05s)
=== RUN   TestRaftSnapshotPersistence
--- PASS: TestRaftSnapshotPersistence (0.19s)
=== RUN   TestRaftPeerConnectionKeepalive
--- PASS: TestRaftPeerConnectionKeepalive (0.08s)
=== RUN   TestRaftLogReplicationQuorum
--- PASS: TestRaftLogReplicationQuorum (0.33s)
=== RUN   TestRaftElectionTimerDrift
--- PASS: TestRaftElectionTimerDrift (0.11s)
=== RUN   TestRaftClusterMembershipAdd
--- PASS: TestRaftClusterMembershipAdd (0.22s)
=== RUN   TestRaftClusterMembershipRemove
--- PASS: TestRaftClusterMembershipRemove (0.17s)
=== RUN   TestRaftLinearizableRead
--- PASS: TestRaftLinearizableRead (0.09s)
=== RUN   TestRaftNetworkPartitionSimulation
    raft_state_test.go:142: Split-brain invariant violated: dual leaders detected in term 4.
    raft_state_test.go:143: Expected single leader within LEASE_TIMEOUT_MS (3000ms), found node-1 and node-3 both acknowledging writes.
--- FAIL: TestRaftNetworkPartitionSimulation (3.12s)

TASK: Analyze the split-brain regression in TestRaftNetworkPartitionSimulation. Preserve LEASE_TIMEOUT_MS (3000ms) and patch the leader lease renewal check to drop candidate status immediately if majority heartbeat quorum is lost.

Pareto Orchestration Mode

TokenOven Compaction Policy

Target Inference Model

Optional BYOK Key (Client Session Only)Never stored

Live Gateway TelemetryReady

Provider: auto · Model: auto-pareto

⚡ 0 msTokenOven: Standby

Context Tokens

601

Raw Ingest: 601

Compaction Savings

Saved: $0.0000

Fidelity Guardrail

BYPASSED

Deterministic Fact Pinning

Ready. Click "Run Live Inference" to stream output.Execution routes to live upstream LLM via api.tokentumbler.ai

Empirical live execution routes to live LLM providers. When BYOK credentials are omitted, requests leverage standard platform routing or contract preview simulation.

DROP-IN OPENAI COMPATIBILITY

Instant 3-Line Integration

Zero SDK migrations required. Simply point your existing OpenAI, LiteLLM, LangChain, or Verdict client to https://api.tokentumbler.ai/v1.

quickstart.ts

import OpenAI from "openai";

// Drop-in replacement for OpenAI SDK
const ttai = new OpenAI({
  apiKey: process.env.TOKENTUMBLER_API_KEY,
  baseURL: "https://api.tokentumbler.ai/v1",
  defaultHeaders: {
    "X-TTAI-Mode": "mode-3-frontier-lite", // 1: Self-SOB, 2: Rescue, 3: Frontier-Lite, 4: Apex
    "X-TTAI-Inline-RAG": "true",          // Auto-strip boilerplate and inject AST context
    "X-TTAI-Target": "pareto-accuracy",   // Optimize for accuracy, cost, or sub-500ms TTFT
  },
});

async function main() {
  const stream = await ttai.chat.completions.create({
    model: "tokentumbler/auto-pareto", // Automatically routed by Verdict LiveCodeBench
    messages: [
      { role: "system", content: "You are a lead systems architect." },
      { role: "user", content: "Optimize this distributed state machine transition..." },
    ],
    stream: true,
  });

  for await (const chunk of stream) {
    process.stdout.write(chunk.choices[0]?.delta?.content || "");
  }
}

main();

Header: X-TTAI-Mode (mode-1-self-sob | mode-2-rescue | mode-3-frontier-lite | mode-4-apex)Supported: OpenAI SDK, LangChain, LiteLLM, Cursor, Claude Code

ENTERPRISE CLOUD ARCHITECTURE

Unified Cloud Stack Built on Verdict & True Synthesis

Engineered to run seamlessly across Cloudflare, Vercel, NeonDB, and Fly.io with zero operational friction.

Anycast Edge & R2 Buckets

Cloudflare Edge

DNS, CDN & Security Guardrails

Global DNS routing for tokentumbler.ai with automated SSL, DDoS mitigation, and R2 object storage for benchmark runs and embeddings.

Production Ready

Next.js 15 App Router

Vercel Global Edge

Web Application & Client Portal

Instant static and server-rendered web portal, interactive benchmark telemetry, and developer BYOK key administration.

Production Ready

api.tokenoven.com / sidecar :8124

TokenOven ALTC Engine

Context Governor & Pre-Flight ALTC

Symbiotic context compressor executing deterministic deduplication, $ROOT path aliasing, and 40-80% token shrinkage with zero fact loss.

Production Ready

tokentumbler-gateway (iad)

Fly.io Streaming Gateway

Inference Router & In-Line RAG

Co-located in Virginia (iad) alongside NeonDB for sub-millisecond SSE streaming, LiveCodeBench Pareto routing, and multi-model speculative cascade.

Production Ready

Serverless Postgres (AWS us-east-1)

NeonDB PostgreSQL

SSOT Catalog, Ladders & Ledger

Cryptographic ledger recording every token tumble, LiveCodeBench empirical ratings, model pricing books, and user usage with zero lock-in.

Production Ready

End-to-End Symbiotic Request PipelineTokenOven + TokenTumbler Integrated

CLIENT INGRESSVerdict / Aider / Pi SDK

CLOUDFLARE EDGEtokentumbler.ai Anycast

TOKENOVEN ALTCContext Baked (-40% to -80%)

FLY.IO BROKERModes 1-4 Pareto Ladder

NEONDB BACKENDLadders & Ledgering SSOT

INFERENCE & EGRESSStream + BakeReport Headers