Blog
- 2026
Building a Lab for the Model
A performance-optimization case study showing how prompt contracts, multi-agent research, trace tooling, experimental memory, and validation turn an agent harness into a working environment for capable models.
ai-agentsagent-harness+2 Why Did .text Change When the Branch Name Changed?
A CI/CD infrastructure case study on why raw PE .text changes can be caused by relocation-covered address values rather than code logic changes, and why AI analysis still needs engineering validation.
ci-cdbinary-analysis+2Tokens Are Not Just a Cost Problem
Token management in AI agents is not a single compression trick. It is a system design problem around admission control, compression, retrieval, cache protection, output shaping, and overflow recovery.
ai-agentscontext-engineering+2The Next Layer of Agent Observability
Why agent observability needs to connect semantic traces, system-level facts, agent gateways, OpenTelemetry, evaluation, and policy into one governable trust chain.
agent-observabilityai-infrastructure+2Formal Methods × AI Coding
Why AI coding's prompt-level specs organize work but do not verify complex system design, and where system-level formal methods like TLA+, P, and runtime conformance checking fit.
formal-methodsai-coding+2Harnessing AI Agents: The Design and Evolution of Harness Engineering
A comparative analysis of seven AI Agent projects, examining the Harness design space across loops, tools, sub-agents, context management, permissions, and enterprise adoption.
ai-agentsagent-harness+2The Real Bottleneck in AI Code Review
Why AI code review succeeds or fails less on comment generation and more on context supply, trust, and the shared intelligence layer between developers and agents.
ai-code-reviewcode-intelligence+1AI Agent Sandbox: A Comprehensive Guide from Architecture Patterns to Enterprise Practice
A systematic overview of AI Agent Sandbox — covering architecture patterns, isolation technologies, industry solutions, and our enterprise deployment experience.
agent-sandboxai-infrastructure+2How Claude Code Tool Search Works: On-Demand Tool Loading into Context
A deep dive into Claude Code's Tool Search mechanism — how it manages tool discovery and loading through a two-layer catalog-execution architecture.
claude-codeai-engineering+1