- agentic-ai
- NLP
- context-engineering
- multi-agent
- LLM
- research
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Harness Engineering 101
A blog series about building AI agents from first principles. An LLM API is stateless: every turn you send the whole conversation as a JSON array and get text back. A harness is the program that builds, maintains, and protects that array; everything the field calls agents is a set of patches to that one loop.
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Context Beats the Model: Building a Domain-Specific Coding Agent
How we built WSO2 Integrator Copilot, a domain-specific coding agent with 23 tools, 4 subagents, an on-demand knowledge graph, and a caching strategy that hits 81-90% prompt cache reuse.