GlyIQ Engineering Blog https://glyiq.com/blog Engineering research, systems anatomy, token economics, KV caching, bounded agent loops, and deterministic boundaries for enterprise generative AI. en-us Sat, 10 Oct 2026 10:42:48 GMT <![CDATA[The Silent AI Budget Crisis: Why Enterprise Generative AI Fails at the Inference Layer (And How to Fix It)]]> https://glyiq.com/blog/silent-ai-budget-crisis https://glyiq.com/blog/silent-ai-budget-crisis Sat, 10 Oct 2026 00:00:00 GMT cost optimization Rehan <![CDATA[Reduce LLM API Costs: Where the Tokens Actually Go & The Systems Anatomy of Inference FinOps]]> https://glyiq.com/blog/where-the-tokens-actually-go https://glyiq.com/blog/where-the-tokens-actually-go Sat, 10 Oct 2026 00:00:00 GMT cost optimization Rehan <![CDATA[Context Stuffing vs. RAG: Costs, Retrieval, and Evaluation]]> https://glyiq.com/blog/memory-bus-trap https://glyiq.com/blog/memory-bus-trap Fri, 09 Oct 2026 00:00:00 GMT architecture Irfan <![CDATA[Prompt Caching Architecture: How Prefix Reuse Can Reduce LLM API Input Costs]]> https://glyiq.com/blog/micro-billing-forward-pass https://glyiq.com/blog/micro-billing-forward-pass Fri, 09 Oct 2026 00:00:00 GMT architecture Rehan <![CDATA[Why Multi-Agent Systems Fail in Production: Infinite Loops, Token Explosions, and The Evaluator-Optimizer Alternative]]> https://glyiq.com/blog/infinite-handshake-agents https://glyiq.com/blog/infinite-handshake-agents Thu, 08 Oct 2026 00:00:00 GMT agent systems Irfan <![CDATA[Self-Hosting an 8B Model vs. Hosted LLM APIs: A Break-Even Framework]]> https://glyiq.com/blog/sovereign-compute-slm https://glyiq.com/blog/sovereign-compute-slm Thu, 08 Oct 2026 00:00:00 GMT agent systems Rehan <![CDATA[Denial of Wallet in LLM Applications: Defend Against Unbounded Consumption (OWASP LLM10:2025)]]> https://glyiq.com/blog/denial-of-wallet https://glyiq.com/blog/denial-of-wallet Wed, 07 Oct 2026 00:00:00 GMT security Irfan <![CDATA[Structured Outputs & Constrained Decoding: How to Eliminate LLM JSON Parsing Retries and Output Bloat]]> https://glyiq.com/blog/deterministic-boundary https://glyiq.com/blog/deterministic-boundary Wed, 07 Oct 2026 00:00:00 GMT architecture Irfan <![CDATA[AI Agent Security & Tool Egress: Preventing Credential Leaks and Policy Bypasses in Shell and MCP Environments]]> https://glyiq.com/blog/ambient-cloud-identity https://glyiq.com/blog/ambient-cloud-identity Tue, 06 Oct 2026 00:00:00 GMT security Irfan <![CDATA[LLM Observability at the Proxy Layer: Catching Runaway Token Spikes Before Provider Dashboard Lag]]> https://glyiq.com/blog/telemetry-at-the-proxy https://glyiq.com/blog/telemetry-at-the-proxy Tue, 06 Oct 2026 00:00:00 GMT observability Rehan <![CDATA[Enterprise AI Architecture Blueprint: Building Cost-Resilient, Sovereign Agentic Systems (2026–2030)]]> https://glyiq.com/blog/governed-agentic-stack https://glyiq.com/blog/governed-agentic-stack Mon, 05 Oct 2026 00:00:00 GMT architecture Rehan