⚙️ BPE LEXICAL PARSING ENGINE
Implements Unicode-aware regular expression token segmentation matching standard GPT/Claude tokenizer boundaries (byte pairs, contractions, numerical clustering, and whitespace grouping).
Zero-dependency, client-side cryptographic and lexical token audit terminal. Deconstruct complex multi-agent prompts, identify reasoning and chain-of-thought blocks, benchmark Anthropic prompt caching discounts against OpenAI and Google APIs, and simulate subagent swarm spend velocity in real time.
| Model | Input / 1M | Output / 1M | Cache Read | Est. Run Cost |
|---|---|---|---|---|
| Claude 3.5 Sonnet | $3.00 | $15.00 | $0.30 (-90%) | $0.000000 |
| GPT-4o (Omni) | $2.50 | $10.00 | $1.25 (-50%) | $0.000000 |
| Gemini 1.5 Pro | $3.50 | $10.50 | $0.875 (-75%) | $0.000000 |
| DeepSeek V3 | $0.14 | $0.28 | $0.014 (-90%) | $0.000000 |
Implements Unicode-aware regular expression token segmentation matching standard GPT/Claude tokenizer boundaries (byte pairs, contractions, numerical clustering, and whitespace grouping).
Automatically identifies and isolates <thinking>, <thought>, and scratchpad XML tags to calculate reasoning token overhead separately from prompt input payloads.
Every calculation and token render runs 100% locally in browser memory. No prompts, codebases, or API tokens ever leave the client workstation.
# Scan repository token burn rates with Token Audit CLI git clone https://github.com/marko1olo/token-audit.git cd token-audit python tokenaudit_scan.py --path ./src --model claude-3-5-sonnet --cache-ratio 0.75 --live-waterfall
Calculate exact pipeline cost across frontier models for large context windows, multi-turn agent loops, and batch workloads.
| MODEL ID | INPUT RATE | OUTPUT RATE | PER RUN | TOTAL BATCH COST |
|---|
Game engine internals, 0B GC hot paths, autonomous AI orchestrators, enterprise clinical CRM & real-time audio DSP engines.
N-Body gravitational simulation, micromagnetic Landau-Lifshitz solvers, quantum Liouville dynamics & low-level macOS HID automation.
FDI odontogram, ICD-10 clinical diagnosis & 3D DICOM tomography.
Omni-channel WA/TG operator workplace & real-time SLA telemetry.
Claude Code CLI WAF bypass proxy, homoglyph sanitizer & config matrix.
10,000-star N-body gravitational physics & Keplerian orbital economy.
Landau-Lifshitz-Gilbert 3D micromagnetic vector lattice visualizer.
macOS CoreGraphics HID low-level automation & JSON macros.
NASA-punk deep sea noir submarine engine on Unity 6000 (0B GC).
2.5D DDA raycasting, cellular gas physics & Samosbor Web CLI.
LLM token cost waterfall, matrix terminal & cyberpunk chronicles.
Web Audio DSP, real-time synth & 60 FPS FFT visualizer.
Lead intake with anti-hallucination deterministic veto layer.
Makaba scraper, Atkinson dithering & Telegram broadcaster.