Welcome
$ cat about.txt
A blog where I share my learning journey in using AI tools.
A blog where I share my learning journey in using AI tools.
Recent Updates
Notes
Engineering Consensus When Coding Gets Cheap
A discussion note on why the spec, not the agent, may now be the weakest link, and what minimum viable consensus could mean.
Agents
I Cut My Agent Harness in Half
See how trace data exposed costly role handoffs and led to a smaller workflow with one delivery context and one fresh review.
Notes
Local LLM Inference: Ollama, llama.cpp, GGUF, Performance
Map the local LLM stack from Ollama and GGUF to hardware, then see how generation speed and output length affect wait time.
Agents
Building an Agent Delivery Harness from Zero
A practical tour of issue contracts, worktrees, RED/GREEN sensors, subagents, and review gates for agent delivery.
Notes
When AI Treats Your Codebase as Memory
Three routes for turning a codebase into agent memory — full-context, grep, vector RAG — and the upkeep each needs.
OpenClaw
Tracing OpenClaw with Azure AI Foundry
Wire OpenClaw chats, tool calls, and multimodal redaction into Azure AI Foundry so every conversation is replayable.