Shikher Goel
Enterprise architect · AI practitioner · Writer
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Recent pieces from Medium and the Forbes Tech Council.
Latest on Medium
10 totalGitHub Copilot Is a Stack Now, Not a Feature
Instructions, prompts, agents, skills, hooks, MCP, memory — a field guide to everything that belongs in your .github/ folder in 2026
A Self-Evolving Agent — and a Reference Pattern Every Enterprise Architect Should Be Studying
Most coverage of Dr. Zero — the January release from Meta Superintelligence Labs and the University of Illinois Urbana-Champaign (arXiv 2601.07055) — frames it as a clever lab trick: an agent that learns to search with zero human-labeled data. That framing undersells it for the people who have to make architecture decisions for a living.
Forbes Tech Council
4 totalHow Salesforce And AWS Architects Should Think About The Next Phase Of AI
As AI shifts from a feature you bolt onto applications to a force that redraws where decisions get made, the enterprise architect's job description is quietly changing. This piece looks at how Salesforce and AWS architects can rethink the boundaries between systems, responsibilities, and accountability when intelligent agents sit at the middle of the stack.
How Context Engineering And Prompt Engineering Reduce Hallucinations
Most hallucinations aren't a model problem — they're a conditions problem. This piece argues that the fastest path to trustworthy enterprise AI isn't a smarter model; it's deliberate design of the context, retrieval, and guardrails around the prompt. A practical look at what 'context engineering' actually means and where it earns its keep.