Engineering Leverage & Prompt-Cache Telemetry
Breakdown
| # | Model | Cost | Share | Tokens | Cache Hit % | CR/CW Reuse |
|---|---|---|---|---|---|---|
| 1 |
claude-opus-5-5
Claude Code
|
$257.54 | 84.8% | 459M | 95.3% | 20.2x |
| 2 |
gpt-6.1-sol
OpenAI Codex
|
$29.99 | 9.9% | 150M | 96.9% | 31.5x |
| 3 |
claude-opus-4-8
Claude Code
|
$7.15 | 2.4% | 4.67M | 94.1% | 18.4x |
| 4 |
claude-sonnet-5-5
Claude Code
|
$6.20 | 2.0% | 22M | 95.0% | 24.8x |
| 5 |
antigravity-model-1018
Antigravity
|
$1.38 | 38.8% | 1.03B | 94.2% | 42.3x |
| 6 |
gemini-3.8-flash-e
Antigravity
|
$0.89 | 19.6% | 520M | 93.7% | 36.8x |
| 7 |
antigravity-model-1029
Antigravity
|
$0.30 | 7.6% | 202M | 93.5% | 29.6x |
| 8 |
gpt-6-luna
OpenAI Codex
|
$0.14 | 0.2% | 4.44M | 96.4% | 28.0x |
| 9 |
antigravity-model-1417
Antigravity
|
$0.12 | 3.8% | 101M | 93.4% | 25.1x |
| 10 |
claude-haiku-4-5-20251001
Claude Code
|
$0.10 | 0.1% | 77.3K | 92.0% | 14.2x |
| 11 |
claude-haiku-5-5
Claude Code
|
$0.03 | 0.1% | 815K | 93.1% | 16.4x |
Multi-Harness Property Graph & Downloadable Desktop Liquid Overlay
Models the 3-Harness routing topology as a verified BigQuery Property Graph and packages the standalone local desktop software (AetherPulse-Desktop-Overlay.zip) with Win32 spatial window probing, freefloat momentum, elastic wall bounce, and Pac-Man screen wrap.
BigQuery Property Graph DDL (aether_pulse.harness_routing_graph)
CREATE PROPERTY GRAPH aether_pulse.harness_routing_graph
NODE TABLES (
aether_pulse.operators AS Operators
KEY (operator_handle)
LABEL Architect PROPERTIES (operator_name, weight_class, leverage_index, turn_entropy_bits),
aether_pulse.harnesses AS Harnesses
KEY (harness_id)
LABEL HarnessRuntime PROPERTIES (harness_name, primary_model_tier, cache_hit_rate_pct, total_tokens)
)
EDGE TABLES (
aether_pulse.session_executions AS ExecutedSessions
KEY (session_id)
SOURCE KEY (operator_handle) REFERENCES Operators (operator_handle)
DESTINATION KEY (harness_id) REFERENCES Harnesses (harness_id)
LABEL ExecutedOnHarness PROPERTIES (cache_read_tokens, cache_write_tokens, compute_saved_usd)
);
Launch Native Desktop / Terminal Liquid Overlay & WebSocket Daemon
python aether_pulse_ws.py & python aether_liquid_overlay.py
| Rank | Operator & Workflow Archetype | Weight Class | Leverage Index | Cache Mastery | Cache Hit % | CR/CW Reuse | Routing Mult | Total Tokens | Compute Saved | Proof-of-Work | Network & Hire |
|---|---|---|---|---|---|---|---|---|---|---|---|
| #1 |
Eloquent — Verified 3-Harness Mesh
@mjeanhudson-dev (3-CLI Trinity)
Claude (2.01B) + Antigravity (2.15B) + Codex (154.3M)
|
Heavyweight (1B+) | 26,925 | 91.6/100 | 94.43% | 40.1x | 1.24x | 4.31B | $10,849 | Verified · 4.02b |
|
| #2 |
Eloquent — 96.7x Cache Reuse Sprint
@mjeanhudson-dev (2.53B Snapshot)
Peak Warm-Cache Sprint (125M In / 2.37B CR / 24.5M CW / 15M Out)
|
Heavyweight (1B+) | 26,217 | 95.6/100 | 94.07% | 96.7x | 1.24x | 2.53B | $6,381 | Verified · 4.02b |
|
| #3 |
Cruiserweight #1 Efficiency Leader
@cruiserweight-champion
Precision Multi-Model Indie Hacker ($100 Tier)
|
Cruiserweight (100M-1B) | 23,537 | 96.5/100 | 95.68% | 58.4x | 1.28x | 0.68B | $1,725 | Verified · 6.85b |
|
| #4 |
Tokscale / Viberank Top 10 Global
@tokscale-top10-swarm
24/7 Multi-Machine Tmux Swarm
|
Heavyweight (1B+) | 23,434 | 75.6/100 | 88.22% | 23.8x | 1.12x | 15.00B | $34,958 | Verified · 5.4b |
|
| #5 |
CCgather 'Session Immortal' (Top 100)
@ccgather-immortal
Full-Time Single-Harness Opus Architect
|
Heavyweight (1B+) | 19,533 | 76.5/100 | 88.89% | 22.0x | 1.05x | 5.00B | $11,730 | Verified · 6.1b |
|
| #6 |
Featherweight #1 Efficiency Leader
@featherweight-artisan
Surgical Context Crafter ($20 Pro Tier)
|
Featherweight (<100M) | 16,946 | 96.3/100 | 95.47% | 61.4x | 1.25x | 0.07B | $181 | Verified · 6.6b |
|
| #7 |
Meta #1 ('Claudeonomics' Outlier)
@meta-claudeonomics-01
Uncapped Corporate Loop Cluster
|
Heavyweight (1B+) | 9,688 | 42.3/100 | 70.14% | 10.8x | 1.00x | 281.00B | $513,000 | Loop Penalty · 2.1b |
|
| #8 |
Median AI-Assisted Developer (50%)
@median-vibe-coder
Casual Uncached Chat Prompts
|
Featherweight (<100M) | 5,159 | 40.3/100 | 70.59% | 6.9x | 1.00x | 0.04B | $62 | Verified · 5.2b |
|
Why Leverage Ranking Outperforms Raw-Spend Leaderboards
Legacy trackers such as Viberank rank developers by uncached retail dollars burned—penalizing engineers who maintain high prompt-cache hit rates and delegating only 20 days of single-harness logs. Aether Pulse measures engineering leverage per dollar across all three harnesses, combining 94.4% Cache Hit Mastery, 96.7x Peak Cache Reuse, and 1.24x Multi-Model Routing Discipline with Shannon entropy loop-farming verification.
| Platform | Harnesses Indexed | Verified Volume | Primary Ranking Signal | Anti-Cheat Verification | Standing for Eloquent |
|---|---|---|---|---|---|
| Viberank.app | Claude Code only (20d window) | 2.62B | Raw API Dollars Burned ($668) | None (Unsigned JSON submission) | #1,053 (Penalized for saving compute) |
| Tokscale.ai | Local CLI Counter | 2.67B | Raw Token Sum ($754) | None | Static CLI Table |
| Aether Pulse | Claude Code + Antigravity + Codex (524 Sessions) | 4.31B | 3-Pillar Leverage Index (26,925) | Shannon Entropy (4.02b) + SHA-256 + ZK Git | #1 Heavyweight Efficiency Architect |
Cache Doctor: Cold-Cache Write Spike Diagnostics
Identifies local sessions where uncached input or cache-creation writes spiked relative to cache reads, pinpointing opportunities for earlier context compaction (/compact) or subagent isolation.
| Harness | Session Fingerprint | Cache Write / Uncached In | Cache Read | Diagnostic Recommendation |
|---|---|---|---|---|
| Claude Code | 39fa0cbc-1280-4b... | 10,668,033 tok | 29,041,599 tok | High Cache-Write Spike (Idle >1hr cache eviction or uncompacted mega-file load) |
| Claude Code | d5ac223a-89be-49... | 555,173 tok | 921,313 tok | High Cache-Write Spike (Idle >1hr cache eviction or uncompacted mega-file load) |
Eloquent (@mjeanhudson-dev) — The 3-Harness Trinity
1. Cost-Aware Exploratory Routing: High-frequency codebase reconnaissance and iterative test loops execute on Gemini 3.8 Flash inside Antigravity, reserving Claude Opus 5.5 and Gemini 4 Argon for deep architectural synthesis.
2. Sandboxed Formal Verification: OpenAI Codex CLI (gpt-6.1-sol) operates at a 96.92% cache hit rate inside an elevated Windows Sandbox for isolated theorem and security verification.
3. Continuous Statusline Telemetry: Real-time Kardashev Index and Cache Hit % feedback on every turn via ~/.aether_pulse_state.json.
Embed Verified Efficiency Shield in GitHub / PRs
[](https://mjeanhudson-dev.github.io/aether-pulse/)
1-Click Clone This Architect's Loadout
gh repo clone mjeanhudson-dev/aether-pulse && python aether-pulse/install_aether_pulse.py --apply-loadout @mjeanhudson-dev
Sanitized Loadout Blueprint (aether_loadout_blueprint.json)
Automatically scrubbed of all secret keys, tokens, and local OS account paths.
{
"schema_version": "1.0.0",
"exported_at_utc": "2026-11-07T08:04:01.908601+00:00",
"architect_name": "Eloquent",
"architect_handle": "@mjeanhudson-dev",
"weight_class": "Heavyweight (1B+)",
"verified_metrics": {
"leverage_index": 26925,
"total_tokens_formatted": "4.31B",
"cache_hit_rate_pct": 94.43,
"routing_multiplier": 1.24,
"kardashev_index": 1.1058,
"proof_of_burn_sha256": "fb34253d65079d2525d179122eca7061b888bab0cec07be9dd405b867ee4651c"
},
"multi_harness_routing_strategy": {
"recon_and_high_frequency_loops": "Google Antigravity (Gemini 3.8 Flash) \u2014 $0.075/M input + 93.7% cache hit",
"deep_architecture_and_synthesis": "Anthropic Claude Code (Opus 5.5 / Sonnet 5.5) + Gemini 4 Argon",
"sandboxed_formal_verification": "OpenAI Codex CLI (gpt-6.1-sol / gpt-6-luna) with Windows Sandbox + 96.9% cache hit"
},
"active_mcp_mesh": [
"caveman",
"chrome-devtools",
"dak-notebook",
"dak-viz",
"rea",
"colab-mcp",
"sentry",
"gemini-blueprint",
"aether",
"GitKraken",
"aether-pulse",
"desktop-commander",
"open-design"
],
"recommended_claude_env_flags": {
"CLAUDE_CODE_GIT_BASH_PATH": "C:\\Program Files\\Git\\bin\\bash.exe",
"CLAUDE_CODE_USE_POWERSHELL_TOOL": "1",
"CLAUDE_CODE_POWERSHELL_RESPECT_EXECUTION_POLICY": "0",
"CLAUDE_CODE_EFFORT_LEVEL": "xhigh",
"CLAUDE_CODE_ALWAYS_ENABLE_EFFORT": "1",
"CLAUDE_CODE_ENABLE_FINE_GRAINED_TOOL_STREAMING": "1",
"CLAUDE_CODE_MAX_TOOL_USE_CONCURRENCY": "10",
"CLAUDE_CODE_MAX_CONCURRENT_SUBAGENTS": "20",
"CLAUDE_CODE_MAX_SUBAGENT_SPAWN_DEPTH": "3",
"CLAUDE_CODE_MAX_SUBAGENTS_PER_SESSION": "500",
"CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS": "1",
"CLAUDE_CODE_EXPERIMENTAL_OBSERVER_AGENTS": "1",
"CLAUDE_CODE_FORK_SUBAGENT": "1",
"CLAUDE_CODE_FORWARD_SUBAGENT_TEXT": "1",
"CLAUDE_CODE_ENABLE_APPEND_SUBAGENT_PROMPT": "1",
"CLAUDE_CODE_SUBAGENT_MODEL": "sonnet",
"CLAUDE_CODE_SUBAGENT_EFFORT": "xhigh",
"CLAUDE_CODE_WORKFLOW_SUBAGENT_MODEL": "sonnet",
"CLAUDE_CODE_WORKFLOW_MAX_CONCURRENT_AGENTS": "20",
"CLAUDE_CODE_PLAN_V2_AGENT_COUNT": "10",
"CLAUDE_CODE_PLAN_V2_EXPLORE_AGENT_COUNT": "5",
"CLAUDE_CODE_ENABLE_EXPERIMENTAL_ADVISOR_TOOL": "1",
"CLAUDE_CODE_ENABLE_REFRESH_MCP_TOOLS": "1",
"CLAUDE_CODE_COORDINATOR_EXTRA_TOOLS": "1",
"CLAUDE_CODE_UPFRONT_TOOLS": "1",
"CLAUDE_CODE_AUTO_COMPACT_WINDOW": "1000000",
"CLAUDE_AUTOCOMPACT_PCT_OVERRIDE": "85",
"CLAUDE_CODE_DISABLE_BG_SHELL_PRESSURE_REAP": "1",
"CLAUDE_CODE_SYNTAX_HIGHLIGHT": "true",
"CLAUDE_CODE_RETRY_WATCHDOG": "1",
"CLAUDE_CODE_RETRY_WATCHDOG_MAX_WAIT_MS": "120000",
"CLAUDE_CODE_OVERLOADED_RETRY_MAX_DELAY_MS": "60000",
"BASH_DEFAULT_TIMEOUT_MS": "300000",
"BASH_MAX_TIMEOUT_MS": "900000",
"API_TIMEOUT_MS": "600000",
"CLAUDE_CODE_PWSH_PARSE_TIMEOUT_MS": "30000",
"CLAUDE_CODE_SESSIONEND_HOOKS_TIMEOUT_MS": "15000",
"CLAUDE_ENABLE_BYTE_WATCHDOG": "1",
"CLAUDE_ENABLE_STREAM_WATCHDOG": "1",
"CLAUDE_CODE_RESUME_INTERRUPTED_TURN": "1",
"CLAUDE_CODE_MAX_TURNS": "1000",
"CLAUDE_CODE_MAX_WEB_SEARCHES_PER_SESSION": "500",
"TASK_MAX_OUTPUT_LENGTH": "160000",
"BASH_MAX_OUTPUT_LENGTH": "100000",
"ENABLE_TOOL_SEARCH": "auto",
"MCP_CONNECTION_NONBLOCKING": "1",
"FORCE_HYPERLINK": "1",
"CLAUDE_CODE_ARTIFACT_AUTO_OPEN": "1",
"FALLBACK_FOR_ALL_PRIMARY_MODELS": "1",
"CLAUDE_CODE_CHROME_LATE_MCP_SERVER": "1",
"CLAUDE_CHROME_PERMISSION_MODE": "allow",
"CLAUDE_IN_CHROME_DOMAIN_RULE_TOOL": "1",
"CLAUDE_CODE_AUTO_MODE_REMOTE_BROWSER": "1"
},
"install_command": "gh repo clone mjeanhudson-dev/aether-pulse && python aether-pulse/install_aether_pulse.py --apply-loadout @mjeanhudson-dev"
}
Collaborative Engineering Bounties & Quests
Solve open-source token optimization challenges, build zero-tamper proxy harnesses, and pair with elite architects. Camaraderie Multiplier: Pair programming and teaming up on bounties unlocks up to +25% Leverage Multiplier and shared Hall of Fame induction!
Gemini 3.8 Flash Context Caching Sweep
Design a subagent swarm pipeline in Google Antigravity that executes a 50-repository code quality and AST audit while keeping the prompt cache hit rate >95%. Must keep tool definitions immutable and eliminate prefix churn.
DualSense 6-Axis Gyro Racing Proxy Pre-Compensation
Develop an in-process XInput proxy (xinput1_3.dll) enforcing Zero Stock Game XML Tampering, 200ms $C^2$ smootherstep loading screen exit blend, 15-count menu trigger deadzone, and lap/recline sagittal plane immunity.
Claude Code & Codex Windows Sandbox Verification
Construct an automated CI/CD pipeline running OpenAI Codex and Claude Code inside an isolated Windows Sandbox with byte-for-byte SHA256 build verification and zero host credential leakage.
Cross-Harness P2P WebSocket Telemetry Mesh
Build a zero-overhead local UDP/WebSocket broadcast daemon syncing prompt-cache hits, session turns, and fluid physics states across multi-developer LAN pairing stations in under 2ms.