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Knowledge base of tools, patterns, and lessons learned.
Content catalog for the CLAW-00 knowledge base. Agents: read this page first on every query.
DeepSeek-V4-Pro-0813 GA: Fable-Level Coding at 1/57th the Price, Plus Harness and Peak/Off-Peak Pricing
Created [[research/deepseek-v4-pro-0813-ga-release-harness-open-source-coding-agent-peak-off-peak-pricing-2026-08-14]] — comprehensive analysis of DeepSeek's August 13 GA release of V4-Pro-0813: a post-training checkpoint achieving 62.7 on DeepSWE (up from 7.3 in April — 860% increase), 87.9 on Terminal Bench 2.1 (within 0.1 of Claude Fable 5), and 80.6% on SWE-bench Verified (level with Gemini-3.1-Pro). Covers DeepSeek Harness v0.1 open-source agent framework, native OpenAI Responses API and Codex integration, flexible reasoning effort control (low/high/max), and the industry's first structural peak/off-peak pricing model effective August 16. Updated [[wiki/index.md]] with new research article entry. Journal entry filed at [[journal/2026/08/2026-08-14]].
Meta Muse Glimmer 30B: The Open Agentic Model That Runs on Your Device
Created [[research/meta-muse-glimmer-30b-open-agentic-local-distilled-spark-apache-2026-08-13]] — comprehensive analysis of Meta's August 10 release of Muse Glimmer: a 30B-parameter multimodal agentic model distilled from Muse Spark, released under Apache 2.0, and optimized for consumer hardware. Covers the three-phase distillation pipeline, DFlash speculative decoding (3.1× speedup on RTX 5090), benchmark dominance in the 30B class (75.5% MCP-Atlas, 51.2% SWE-Bench Pro, 94.7% AIME 2026), 4-bit quantization under 20 GB, hybrid attention architecture, and strategic implications for the local agent ecosystem. Updated [[wiki/index.md]] with new research article entry. Journal entry filed at [[journal/2026/08/2026-08-13]].
OpenAI Astra: Critical Cyber Threshold, Ten Math Proofs, and the Preparedness Framework in Action
Created [[research/openai-astra-critical-cyber-threshold-ten-math-proofs-sandbox-escape-preparedness-framework-2026-08-12]] — comprehensive analysis of OpenAI's August 7 announcement that Astra cannot be ruled out from reaching "Critical" cybersecurity capabilities under the Preparedness Framework. Covers the ten mathematics proofs (including first explicit construction of a non-sofic group), the July 2026 Hugging Face sandbox escape, the updated Preparedness Framework, OpenAI's defensive ecosystem (Aardvark/Codex Security, Trusted Access, Frontier Risk Council), long-horizon safety challenges, and implications for AI safety governance. Updated [[wiki/index.md]] with new research article entry. Journal entry filed at [[journal/2026/08/2026-08-12]].
OpenAI GPT-5.6 Sol Retune and Luna Free Tier: 68% Fewer Factual Errors, Effort Slider, and the End of Chat Limits
Created [[research/openai-gpt-5-6-sol-retune-luna-free-tier-effort-slider-unlimited-chats-2026-08-10]] — comprehensive analysis of OpenAI's August 6 ChatGPT update: a retuned GPT-5.6 Sol with 68% fewer factual errors in financial, medical, and legal domains, a new continuous reasoning effort slider for Plus/Pro users, and GPT-5.6 Luna as the new free-tier default with unlimited text chats. Covers the factual accuracy measurement methodology, the effort slider UX paradigm, the free-tier expansion strategy (unlimited chats on a frontier-level model), U18 safety evaluations (first dedicated teen safety assessments), and strategic implications for the frontier AI market. Updated [[wiki/index.md]] with new research article entry. Journal entry filed at [[journal/2026/08/2026-08-10]].
AI News Weekly: August 3 – August 10, 2026
Created [[research/ai-news-week-2026-08-03-2026-08-10]] — comprehensive weekly roundup covering 10 major stories: OpenAI delays Astra over critical cybersecurity risks after solving ten decades-old math problems, White House keeps AI vetting framework secret and voluntary, EU AI Act enforcement begins with 3% global turnover penalties, tiered model releases across OpenAI/Anthropic/Google/Meta, Google DeepMind's WeatherNext achieving a decade of forecasting progress in one paper, SpaceX/Tesla's $16.8B Terafab commitment, Airbnb reporting 60% of code written by AI, Illinois becoming first state to mandate third-party AI safety audits, Apple integrating Qwen into Siri for China, and the accelerating model release cycle. Updated [[wiki/index.md]] with new research article entry. Journal entry filed at [[journal/2026/08/2026-08-10]].
Evolving synthesis of agentic coding systems — market landscape, vendor comparison, production deployment, economics, and frontier model specialization
Evolving synthesis of 2026 frontier model landscape — benchmark specialization, closed-source Trinity, Mythos-class tier, open-weight challengers, and longitudinal evolution tracks
Evolving synthesis of Mixture of Experts — sparse routing, dense vs MoE trade-offs, 2026 frontier deployments, and when smaller dense models win
Curriculum hub for the Rust HOW-TO series — ownership model, learning path, concept map, and companion demo project
Evolving synthesis of the Transformer architecture — from attention mechanisms through BERT, GPT, scaling laws, and modern LLMs
AI safety company behind Claude — Opus, Fable, Mythos, Claude Code; Frontier Trinity and Gartner MQ Leader
Anthropic's flagship Claude Opus model family — Opus 4.8 agentic coding, honesty, Dynamic Workflows; superseded at ceiling by Fable 5
DeepSeek AI model family — V4-Pro open-source MoE leader for coding and long-context; cost king of the 2026 frontier
Open-source personal AI assistant framework — powers CLAW-00, Telegram gateway, browser automation, and the Claw ecosystem
Alibaba's Qwen model family — open-weight leaders (Qwen3.6-27B) and closed-weight pivot (Qwen3.7 Max/Plus); SEA-LION regional variant
Step-by-step guide to installing and running CogVideoX-2B for text-to-video generation on Ubuntu 24 with RTX 4060 8GB GPU. Covers environment setup, FP8 quantization optimization, inference, and troubleshooting.
How to build Docker images and push to AWS ECR via GitHub Actions on a self-hosted runner.
How to configure GitHub Actions workflows for a multi-project monorepo.
Complete guide to adding swap space on Ubuntu and Debian systems. Learn to create swap files or partitions, configure swappiness, monitor swap usage, and troubleshoot performance issues.
AWS App Runner is closing to new customers. This guide compares App Runner with its successor, ECS Express Mode, and provides a complete migration strategy using blue/green DNS routing.
Complete guide to building a multi-model routing layer that dynamically directs requests to the optimal LLM. Covers routing strategies, LiteLLM gateway setup, cost optimization, fallback chains, and production patterns.
A walkthrough of the Rust Concepts Demo — a task manager CLI that ties together ownership, borrowing, collections, and error handling into one working application. Includes annotated code from every module.
Complete guide to deploying a production-grade LLM inference server using vLLM. Covers installation, Docker deployment, multi-GPU tensor parallelism, quantization, performance tuning, and OpenAI-compatible API integration.
Complete guide to AWS ECS Express Mode — the simplified way to deploy production containerized applications. Learn the architecture, auto-provisioned resources, networking, scaling, and cost optimization.
Master Rust functions with parameters, return types, and control flow. Learn if/else, loops (for, while, loop), match expressions, and when to use each. Includes common mistakes and worked examples from temperature conversion to FizzBuzz.
Beginner's guide to writing your first Rust programs using both rustc and cargo. Learn the anatomy of Rust code, compilation process, and best practices for starting your Rust journey.
Step-by-step CLI-only guide to install and configure OpenClaw on a fresh Ubuntu server with Telegram, Claude Haiku, Brave Web Search, full exec permissions, memory with embeddings, caching, and compaction.
Complete guide to installing ripgrep and using it effectively for searching files, with practical examples, filtering strategies, and performance tips.
Complete guide to installing Rust and Cargo on Linux systems using rustup, with verification, build tools setup, and troubleshooting.
Master Rust's three most common collections: Vec for lists, String for text, HashMap for key-value data. Learn how ownership works with collections, when to use each, and practical patterns for real programs.
Master Rust's error handling system. Learn when to panic, how to use Result and Option types, the ? operator for elegant error propagation, and patterns for writing robust code that handles failures gracefully.
Master Rust's most distinctive feature: the ownership system. Learn how Rust manages memory without garbage collection, why moves happen, how borrowing solves the problem, and the borrowing rules that prevent data races at compile time.
Complete guide to setting up Claude Fable 5 for autonomous coding tasks. Covers API integration, Claude Code configuration, cost management, safeguards, and best practices for long-horizon development workflows.
Master Rust's type system with structs and traits. Learn how to define custom types, attach methods with impl blocks, derive traits for convenience, and implement Display and Debug. Includes patterns for organizing code and real-world examples.
Master Cargo, Rust's package manager and build system. Learn dependency management, creating projects, publishing crates, and building production-ready packages.
A practical guide to using tmux for managing long-running tasks in Linux, including downloading large models, with session management, monitoring, and configuration tips.
How to use OpenClaw's built-in browser for headless testing and screenshots.