Ashish Punj | AI Systems Architect · Context Engineering
Not just prompts. I design where AI cannot fail. Context Engineering and NHA™ Method for enterprises demanding zero hallucinations and verifiable results.
Context Engineering
Designing the complete environment — role, rules, facts, memory, tools, constraints — that AI sees before it answers. Unlike prompting, it controls the entire system, not just the question.
NHA™ Method
NOTES → FACTS → FILES. A 3-stage system that eliminates AI hallucination and produces defensible deliverables. Missing items are marked [PENDING] — the AI never invents data.
Enterprise Services
Blueprint Sprint (2 weeks)
Diagnostic: process map, data inventory, JSON schema, architecture, and pilot plan.
Pilot (4-6 weeks)
Implementation: OCR/extraction pipeline, NLP dashboard, audit trail, and rollout plan.
Proven Results
24x productivity gains (6 hours → 15 minutes). Zero hallucinations in production. Independently validated by PALO IT with 2-5x improvements.
Industries: Banks, Insurance, Legal, Finance, Manufacturing, Government, Retail, Logistics.
Contact: ashish@gpounj.com | WhatsApp: +52 55 2524 4447