5-Hour Quota Window (--window 5h) · Nov 9, 2026 ● LIVE PROOF

5h Net Cloud Saved

$171.21 in 5h

5h Shielded Tokens

108.0M

"In just this 5-hour quota window alone, Organ 10 ran 3,561 AST checks at 4.43ms, blocked 144 full-file dumps, served 1,106 surgical slices, stripped 25.7M direct tokens, and prevented 82.3M quadratic re-ingestion tokens - which is why my 5-hour quota bar is still sitting at 86% remaining at 11:25 AM."

Desktop Proof · 11:25 AM

5H LIMIT: 86% LEFT

Desktop Model Quota Usage Proof - 86% Left after 5-Hour Window

Gemini 4 Argon High

86% left (resets in 31m)

Claude & GPT Models

100% left (0 cloud burn)

AST Gate Latency

4.43ms

3,561 checks in 5h

File Dumps Blocked

144 → 1,106

Surgical slice reads

Direct Stripped

25.7M

$77.12 direct saved

O(N²) Shielded

82.3M

$94.09 tax prevented

⚡ 5-Hour Model Compute Split 45% Local $0 · 45% Subagent · 10% Cloud

Layer 1: Local Metal Brainstem (Apple Silicon Unified RAM) 45.0% of ops · $0.00

AST Slicing (4.43ms), ReconScout, 0.0 GB disk swap

Layer 2: Ephemeral Subagent Shield (Flash-Lite / Flash @ $0.10/1M) 45.0% of ops · $1.42

Intermediate scratch turns garbage-collected, diff-only ingest

Layer 3: Thin Cloud Prefrontal Cortex (Gemini 4 Argon High) 10.0% of ops · $12.35

Main thread capped <= 30 steps, 100% signal density

24-Hour Scope: 168.9M shielded · $1,423.85 saved

All-Time Scope: 271.6M shielded · 13,928 steps (94 sess)

💻

Is My Mac Fast & Cool?

Hardware & Memory — Organ 01

DARWIN MMAP CACHE

RAM Used / Total

57.9% (37.1/64.0 GB)

26.9 GB Free • 0.0 GB Swap

Thermal & Power

NOMINAL (Apple Silicon M5)

Hardware Supervisor

Reclaimable Model RAM

0.0 GB

0 evictable models

Protected Tier-0 RAM

0.8 GB

Locked Brainstem

Pre-Warm Status STANDBY

Protected Tier-0 Processes voicefi tray, :9379

Darwin Inactive File Cache

🧠

Is My AI Chat Bloated?

Thread Health — Organ 04/11

GREEN (HEALTHY)

Chat Saturation (CSI)

0.03 / 1.00

0.0 Fresh 0.6 Long 1.0 Reset

Avoidable Bloat: 0.0 KB

Why It's Growing: NOMINAL

Active Thread / Turns: idle / 0 turns

Top Bloat Tools:

read_file (0 KB)

Glymphatic WAL Capsule

🛡️

How Much Cloud Quota Saved?

3-Layer Context Shield — Organ 10

LAYER 1/2 ACTIVE

Direct Tokens Saved

168.9M

Blocked Full-File Reads

Quadratic Turn Tax Prevented

168,872,250

O(N²) Re-ingestion Shielded

Estimated Cloud Quota Saved $1,423.85

Bounded Slice Reads (<=160L) 10,217 Slices

AST Gate Blocks 10,217 Blocks

Auto-Heals / Em-Dashes Scrubbed 24 auto / 118 marks

Bicameral Compute Split 62.4% Local $0 • 24.9% Sub • 12.7% Cloud

Tool Breakdown & Attribution

read_file10,217x run_command3,142x edit_file482x scout87x

Total Pre-Gate Checks: 10,217 0ms Cloud Leak

Whole Body Circulation

Real-time vascular pulses & neural impulses

01 Heart (RAM) 05 Nervous (Vagus) 07 Eyes (DOM) 10 Immune (CoW) 11 Sleep (REM)

ORGAN 01 • THE HEART

ThermalSupervisor & Vascular Unified RAM

Continuous Apple Silicon thermal and memory supervision. Halts non-critical background jobs if thermals enter SERIOUS or CRITICAL, preventing macOS kernel panics.

0.14 ms

Thermal State

NOMINAL

RAM Headroom

-- GB Free

Swap Pressure

-- GB Low

Throttle Events

0 Pauses

🧠

Brain, Memory & Sleep

(Organs 04, 03, 08, 11)

04. Prefrontal Cortex OPTIMAL

Cloud Escalation & Planning Router

Multi-tier hardware-aware intent router (:9380 Standby) between local 1.5B/2B edge scouts and cloud models.

Router: :9380 Latency: 46.8ms

03. The Brainstem READY

Local Metal Models (:9379 Coder / :9380 Gemma)

Sub-40ms perception-to-action on Metal GPU with zero API latency and zero cloud token burn.

Metal Port: :9379 Cost: $0.00 Spent

08. The Hippocampus ACTIVE

SQLite DotMemory & Vault Search

Persistent SQLite WAL memory store with 768-dim embeddings, habit consolidation, and <20ms FTS5 search.

WAL Store: Active Search SLA: <20ms

🌙 11. Circadian Loop 03:30 AM

3:30 AM Nightly Training & Cleanup

Glymphatic memory hygiene, ChatML golden distillation, and Radix KV warming on local LaunchAgent.

Radix KV: Pinned SMB Gate: 30/30 (100%)

🎙️

Voice & Vision (Senses)

(Organs 06, 07)

06. Mouth & Ears 48kHz LOCK

VoiceFi Offline TTS & Active Listening

Full-duplex speech with -12dB dynamic backchannel volume ducking and stereo lock against AirPods downgrade.

Word Budget: <25 Words Ducking: -12 dB

07. The Eyes 4.2ms

Zero-GPU macOS Window DOM & Apple Vision

Zero-GPU native macOS Accessibility DOM inspection + on-demand Apple Vision OCR.

Target: Desktop Screenshots: 0 (Free)

❤️

Heart, Nerves & Spine (Vitals)

(Organs 01, 05, 02)

❤️ 01. The Heart NORMAL

Thermal & Unified RAM Supervisor

Sampling Apple Silicon hardware...

Latency: 0.14ms Vascular Pulse

05. The Nervous System <0.01ms

Sub-50ms "Stop!" Voice Kill-Switch

Acoustic barge-in kill-switch. "Stop!" sends SIGINT in <5ms with APFS rollback.

Brake: ARMED Negation: Safe

02. The Skeleton CONNECTED

JSON Schema & Contract Bus

Zero-network high-bandwidth Unix Domain Sockets (/tmp/vifi.sock) connecting Antigravity, Claude Code, and Goose.

Loopback: 0.9ms Ports: 5141, 5142

🛡️

Hands & Immune Shield (Action & Safety)

(Organs 09, 10)

09. The Hands 16.4ms

Local Tool Runner & File Delta Sensor

Headless tool runner with sub-50ms closed-loop filesystem and git delta verification.

Pal Mode: READY Round-Trip: 16.4ms

10. The Immune System <2ms

APFS Shadow Sandbox & AST Security Gate

Instantaneous shadow sandboxes. Blocks assertion deletion and reward hacking.

AST Gate: 5/5 Attacks Rollback: <5ms

📊

CANONICAL 5-PILLAR METRICS SCORECARD (SESSION · 24H · 7D TREND)

24H + 7D ROLLUP

Live sovereign rollup across FinOps Shield, Cognitive Thread Hygiene, Edge Velocity, Hardware Vitals, and Product GTM (`body report` → `.agents/METRICS.md`).

💰 1. FinOps & Shield 85.0% L1

Bicameral Token Shield

$0.00

0 tok saved (24h)

7d Trend Saved:$0.00

BBB Gate Pass:100.0%

🧠 2. Cognitive Health GREEN

Thread Hygiene (<30 steps)

CSI 0.05

0 active steps

24h / 7d Avg CSI:0.05 / 0.05

Glymphatic Flushes:0 (24h) / 0 (7d)

⚡ 3. Velocity & QA PROMOTED

Wall-Clock Time Reclaimed

0.01h

185ms edge • 0.12ms RAM

AST / Local QA:100% / 100%

LocalBench SMB:29/30 (98.7%)

🫀 4. Hardware & SLA NORMAL

Unified Memory & 10-Organ SLA

-- GB Free

0.00 GB Swap • Load --

Radix KV-Cache:3 Prefixes (<20ms)

Organ Health SLA:10/10 (100%)

🚀 5. Product & GTM AWAKENED

Adoption & Editorial Velocity

4/6 Issues

0 MCP/Hook calls (24h)

Workspaces Wired:1 active

Next Queued:Issue #5

🍏

LocalBench SMB — 6-Track On-Device Performance & Zero-Cloud Matrix

PROMOTED (30/30 GATE)

Empirical benchmark measuring compact local models (1.5B–4B) across 6 small business proving grounds on Apple Silicon.

Stack: localbench-specialist-router

Strict Reliability

98.7% 29/30 Cases

Bottleneck graded (Output + AST Gate)

Metal Throughput

108.9 tok/s avg (168 peak)

Direct-on-Metal unified RAM execution

Latency Reclaimed

PROD (25.4K)

14.2h / day

Eliminating 1,800ms cloud API round-trips

Marginal Token Cost

$0.00 / month

$450 saved per 100k tasks (Zero Egress)

🎙️ Track #1: VoiceFi 100% (5/5)

Voice-to-Action Tool Dispatch

0ms offline neural audio + 65ms Metal TTFB. Replaces cloud speech wrappers ($20/mo) & audio leaks.

Speed: 148.3 tok/s Organ: Mouth & Ears (06)

⚡ Track #2: enterprise_corpus 100% (5/5)

Data Sieve & 15-Hour Latency Tax

14.2 hrs/day reclaimed across 25,420 decisions. Replaces 1,800ms cloud stalls & per-row token burn.

Speed: 177.5 tok/s Organ: Prefrontal Cortex (04)

🛠️ Track #3: Hey Pal 96% (4/5)

Workflow Python Synthesis

0.74s Python synthesis with 2/2 AST Gate preserved. Automates Slack -> CSV -> Drive/Sheets in 2s.

Speed: 187.9 tok/s Organ: The Hands (09)

🧠 Track #4: Vault DotMemory 100% (5/5)

Local Markdown & SQLite FTS5 Q&A

0.38s signed-vs-draft fact extraction via SQLite WAL. 0.0 KB/s cloud egress. Replaces $30/seat SaaS.

Speed: 169.3 tok/s Organ: The Hippocampus (08)

💬 Track #5: Hermes Slack 96% (5/5)

Slack Thread Ops & Policy Gate

0.62s HOLD triage + deterministic mention tagging. Replaces 6,000 token/turn Slack MCP context bloat.

Speed: 108.9 tok/s Organ: The Skeleton (02)

📬 Track #6: webmail Hero 100% (5/5)

90/10 Inbox Triage & Reply Appliance

3,600+ emails/hour triaged on a single Mac for $0.00 (0.93s/email). Replaces per-seat email copilots.

Speed: 145.5 tok/s Organ: The Brainstem (03)

⚡

BICAMERAL TIER BENCHMARK: LOCAL METAL (L1) vs. EPHEMERAL SUBAGENTS (L2) vs. MAIN CORTEX (L3)

98.9% O(N²) TAX REDUCTION

Target: 85% L1 / 12% L2 / 3% L3 • Observed: 85% L1 / 12% L2 / 3% L3

Target Architectural Split 85% L1 ($0) • 12% L2 Sub • 3% L3 Main

Live Observed Compute Split 85% L1 • 12% L2 • 3% L3

Bicameral Tier	Engine & Substrate	TTFB	Avg Task Latency	Marginal Cost	Main-Thread Footprint	Reliability
Layer 1 • Local Metal (85%)	Metal AST (<5ms) + Warm Ollama (1.5B/2B)	320ms Warm / <5ms AST	0.39s	$0.00	0 tok	100%
Layer 2 • Ephemeral Subagents (12%)	invoke_subagent (flash / inherit)	1.2s Flash Subagent	25.6s (6-14 tools)	$0.001	~150 tok (98.9% Saved)	100%
Layer 3 • Main Prefrontal Cortex (3%)	Frontier Main Thread (Unshielded Baseline)	2.5s Main	65s+	$0.25+	85k+ tok (O(N²) Tax)	100%

Hybrid Hand-off: Local ReconScout (<5ms AST) → Flash Subagent (25.6s) → 150-tok Main Digest

Quadratic Context Tax Reduction: 98.9% (85,250+ tok avoided/run) 🧮 ROI Calculator 🚀 Pricing & Pilot

Live Central Nervous Conduction (ECG) SWEEP ACTIVE (60 FPS)

HR: 72 BPM R-R: 833ms VAGUS: <0.01ms 1000 Hz CoreAudio

Mouth & Ears: VoiceFi 48kHz Stereo Lock

Biometric State & Readiness Log

~/.voicefi/telemetry_history.jsonl

Automatically records every Readiness, Thermal, Strain, and Focus transition plus 15s heartbeats (`body logs` / `body history`).

Recording live state transitions...

Timestamp	Event	Readiness	Strain	Thermal	RAM Free / Swap	Focus App	State Transition / Penalty Breakdown
Waiting for live sensor stream...

🧪

Passive Ambient Workflow Candidates & Recipes

Scanning recipes/candidates/...

4-Pass PalCompiler automatically detects repetitive desktop workflows (Slack → CSV → Sheets) and stages deterministic Tier-0 Python recipes for review (`body candidates` / `body candidates --promote <candidate_id>`).

Auto-crystallization active

Recipe / Candidate ID	Dominant Tier	Reliability	Path	Promotion Command
Scanning recipes/candidates/...