Author and Maintainer: Dev Borah (bitzzdev)
Repository: devSubstrate
Focus: Systems engineering, hardware-accelerated AI inference, developer agents, and graphics architectures.
All entries in the tables below link directly to internal research papers and verified system fix files.
├── papers/ In-depth technical research papers
│ ├── groq-inference-analysis.md Groq LPU speed, SRAM design, and API limits
│ ├── cerebras-wse-inference.md Cerebras Wafer-Scale Engine and token throughput
│ ├── google-ai-studio-gemini.md Gemini million-token context and function calling
│ ├── apinex-gateway-proxy.md Multi-model API proxying and security boundaries
│ ├── agy-autonomous-agent.md Google Antigravity CLI agent runtime architecture
│ ├── opencode-codex-agents.md Terminal-native coding agents vs cloud code models
│ ├── git-tulkun-visualization.md Procedural pixel art and GitHub Actions automation
│ ├── react-bits-ui.md Zero-dependency React components and animation
│ ├── efecto-ai-canvas.md AI-native design canvas and MCP agent integration
│ ├── ascii-rendering-engines.md ascii.rest, ASCII Magic, and Asciify algorithms
│ ├── asciicore-figma-dithering.md VGA matrix dithering inside Figma
│ └── paper-mono-typography.md Paper Mono font anatomy, ligatures, and duospacing
├── ai-providers/ API endpoint documentation and curl integration
├── developer-tools/ Autonomous assistants, terminal utilities, and setup notes
├── creative-ascii-design/ Frontend components, ASCII engines, and typography guides
├── android/ Device performance, storage recovery, and Termux fixes
├── linux/ Arch Linux health checks, UKI boot, SSH, and driver repairs
├── network/ Bandwidth reduction and Qualcomm Wi-Fi stability fixes
├── windows/ Diagnostics and operating system troubleshooting
└── cross-platform/ Shared cross-environment scripts and tools
Evaluations of hardware architectures, model inference runtimes, agent systems, and rendering pipelines.
| Topic / System | Research Paper | Focus Area |
|---|---|---|
| Groq LPU | Groq LPU Inference Architecture | SRAM layout, deterministic instruction scheduling, and token latency |
| Cerebras WSE-3 | Cerebras Wafer-Scale Engine | Wafer-scale chip topology, 900,000 AI cores, and high token throughput |
| Google AI Studio | Google AI Studio and Gemini Architecture | Long context windows, REST API usage, and structured JSON schemas |
| APInex Gateway | APInex Gateway and Third-Party Proxy Security | Multi-model routing mechanics and API security trade-offs |
| Topic / System | Research Paper | Focus Area |
|---|---|---|
| Google Antigravity | Google Antigravity (AGY) Agent Architecture | Orchestration runtime, subagent delegation, and artifact systems |
| OpenCode & Codex | Terminal-Native Agents: OpenCode and Codex | Comparing shell-integrated agents with cloud model generators |
| Git-Tulkun | Git-Tulkun Procedural Visualization | Logarithmic activity scaling and automated GitHub Actions workflows |
| Topic / System | Research Paper | Focus Area |
|---|---|---|
| React Bits | React Bits Modular UI Architecture | Micro-interactions, Tailwind integration, and bundle optimization |
| Efecto | Efecto AI-Collaborative Canvas | Real-time design canvas, WebGL shaders, and MCP tool protocols |
| ASCII Web Engines | ASCII Rendering Engines Analysis | Luminance quantization in ascii.rest, ASCII Magic, and Asciify |
| Asciicore Plugin | Vector Dithering with Asciicore | Bayer matrices and Floyd-Steinberg dithering within Figma |
| Paper Mono | Paper Mono Typeface Anatomy | Coding ligatures, duospacing, and terminal ergonomics |
Pragmatic developer documentation with command-line steps, configuration files, and API endpoints.
| Manual | Direct Link | Content Summary |
|---|---|---|
| AI API Providers | AI API Providers Guide | Step-by-step API key generation, endpoints, and authentication headers |
| Developer Tools | Developer Tools and Assistants Guide | Installation and command lines for AGY, OpenCode, and git-tulkun |
| Creative & Design | Creative, ASCII, and Design Guide | Feature breakdowns and setup notes for web generators and Figma plugins |
Technical troubleshooting procedures, diagnostics, and recovery scripts.
| Component | Verified Fix / Procedure | Target Issue |
|---|---|---|
| Arch Linux Maintenance | Arch Linux Pre-Reboot Health Check | Kernel verification, systemd checks, and bootloader integrity |
| Qualcomm Wi-Fi / UKI | Unified Kernel Image QCA9377 Wi-Fi Fix | Firmware module parameters and power management overrides |
| Video Decoding | VLC H.264 Codec Playback Fix | Hardware decoding and VAAPI configuration |
| Cloud Shell & SSH X11 | Cloud Shell SSH X11 Clipboard Fix | Remote clipboard image paste, X11 forwarding, Fish/Bash aliases |
| User Privileges | Create Sudo User Guide | Secure user creation and wheel group privilege delegation |
| Launcher Script | Legacy Launcher Installation Script | Automated shell script for client installation |
| Linux Overview | Linux Troubleshooting Hub | Index of distribution-specific maintenance guides |
| Device / Tool | Verified Fix / Procedure | Target Issue |
|---|---|---|
| Claude Code on Android | Claude Code CLI in Termux | Node environment, termux-exec, and path workarounds |
| Realme C11 (RMX3231) | Realme C11 Optimization Guide | Background process control, RAM reclaim, and debloating |
| Storage Maintenance | Storage Space Recovery Guide | Deep cache cleaning, orphan file removal, and ADB storage inspection |
| Android Overview | Android Diagnostics Hub | Platform-level troubleshooting overview |
| Protocol / Interface | Verified Fix / Procedure | Target Issue |
|---|---|---|
| QCA9377 Service | QCA9377 Wi-Fi Automated Fix | Driver reload and systemd service creation |
| Mobile Hotspot | QCA9377 Hotspot Disconnect Fix | Packet drop mitigation and power save disabling |
| Data Metering | Linux & Android Data Consumption Reduction | Metered connection rules and daemon traffic limits |
| Network Overview | Network Troubleshooting Hub | Wi-Fi and mobile interface maintenance index |
| Environment | Verified Fix / Procedure | Target Issue |
|---|---|---|
| Windows 10/11 | Windows Diagnostic Procedures | DISM checks, SFC repairs, and driver conflict resolution |
| Multi-Platform | Cross-Platform Utilities | Shared maintenance patterns across operating systems |
- Every paper documents observed behavior, verified endpoints, and architectural mechanisms.
- All prose follows strict human writing standards: no promotional filler, no em dashes, and no emoji.
- Configurations must include exact file locations, parameter types, and rollback steps.