Levitation Blog: Insights on AI, Software Engineering & Digital Transformation
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Generative AI Development Costs in India: Beyond Chatbots
India's cheapest GenAI project may not be a chatbot: compare generative AI development costs, chatbot development costs, and build-vs-buy tradeoffs.
Nov 9, 2026
SQL Vector Search Makes Billion-Scale Fraud Harder to Audit
SQL vector search can support auditable billion-scale fraud decisions, but only if teams preserve explainable evidence, traceable queries, and human rev...
Nov 9, 2026
llm-d Inference: The Fastest Path Creates a Bottleneck
Faster llm-d inference exposes KV cache routing as the new bottleneck, increasing latency and lowering GPU utilization in production AI.
Nov 8, 2026
AI Agent Memory: Why Better Memory Beats Bigger Context
Better AI agent memory beats context windows through context engineering and task-aware compression, helping enterprise AI agents act with less noise.
Nov 8, 2026
AI Agent Development: Cheapest for Indian SMEs?
No agent may be the cheapest option for Indian SMEs-compare AI agent development costs, risks, and simpler workflow automation alternatives.
Nov 8, 2026
AI Pilot Ownership: Why Pilots Stall Before Production
Clear AI pilot ownership removes accountability gaps, helping enterprise AI adoption reach production readiness instead of stalling after the model works.
Nov 7, 2026
DevOps & Infrastructure
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Data Engineering
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Cloud Data Gateways: Approval ≠ Lakehouse Readiness
Cloud data gateways approve access-but your lakehouse may still miss lineage, governance, and policy enforcement. See where approval breaks and how to f...
Nov 1, 2026
AI Data Provenance Beats Vector Database Speed
Track every RAG source with AI data provenance to verify vector outputs, strengthen auditability, and meet data lineage requirements.
Oct 29, 2026
AI Data Contracts: Fix Feature Drift, Not Your Model
AI data contracts prevent schema drift and training-serving skew by enforcing feature schemas across pipelines, exposing mismatches before models degrade.
Oct 24, 2026
AI Pipeline Orchestrator: Where Airflow Falls Short
Airflow hits 3 hard walls on ML pipelines. See where an AI pipeline orchestrator beats it on cost, retries, and GPU scheduling.
Oct 17, 2026
Cassandra vs PostgreSQL: 2026 Decision Guide
Cassandra vs PostgreSQL in 2026: benchmark data, performance trade-offs, and a 5-question framework to pick the right database for your workload.
Sep 21, 2026
PostgreSQL Scaling Cost: 10M Users vs 800M Stack
10M users on PostgreSQL costs more than an 800M-user stack. See the benchmark breakdown of database costs at scale for AI workloads.
Aug 18, 2026
Cloud & Security
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AI & Enterprise
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Edge AI Agents: Why Their Answers Aren't Consistent
Edge AI agents deliver inconsistent answers when local context and retrieval drift. Fix reliability with edge knowledge management and AI governance.
Nov 10, 2026
AI Agent Zero Trust Blocked 42% of Harmless Actions
42% of harmless AI agent actions were blocked by zero trust, exposing false positives in permissions and agentic AI governance.
Nov 10, 2026
AI Agent API Budgets: More Than Rate Limits
AI agent API budgets cap total spend per agent, preventing runaway API costs while rate limits only throttle request frequency.
Nov 9, 2026Generative AI Development Costs in India: Beyond Chatbots
India's cheapest GenAI project may not be a chatbot: compare generative AI development costs, chatbot development costs, and build-vs-buy tradeoffs.
Nov 9, 2026llm-d Inference: The Fastest Path Creates a Bottleneck
Faster llm-d inference exposes KV cache routing as the new bottleneck, increasing latency and lowering GPU utilization in production AI.
Nov 8, 2026AI Agent Memory: Why Better Memory Beats Bigger Context
Better AI agent memory beats context windows through context engineering and task-aware compression, helping enterprise AI agents act with less noise.
Nov 8, 2026
Fintech
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software development
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Enhancing JavaScript performance through effective code optimization techniques | Levitation
Improve JavaScript performance with code optimization, efficient DOM handling, async methods, and smart caching for faster web apps.
Jul 11, 2025
The Secret Code Behind Bird Flocks: How Three Simple Rules Create Aerial Magic | Levitation
Discover the secret algorithm behind bird flocks. Learn how simple rules inspire tech, from drones to animation. Nature’s code revealed!
Jul 11, 2025
Scaling Username Checks at Billions of Users: The Ingenious Techniques Behind Big Tech's Speed and Reliability | Levitation
Discover the clever tech behind lightning fast username checks at scale using Redis, B+ trees, and Bloom filters powering big platforms.
Jul 11, 2025
Cassandra outperforms PostgreSQL under heavy load conditions | Levitation
Cassandra outperforms PostgreSQL under heavy loads, offering unmatched scalability, uptime, and efficient handling of massive data volumes.
Jul 11, 2025.webp&w=2048&q=75)
Why HRMS Is the Best Hire You’ll Make This Year
HRMS simplifies hiring, onboarding, payroll, and employee management—saving time, reducing errors, and boosting HR efficiency all year long.
Jun 18, 2025.webp&w=2048&q=75)
How CRM Automation Saves You Time, Leads and Sanity
CRM automation helps you save time, capture more leads, and stay sane by streamlining tasks, improving follow-ups, and boosting team productivity.
Jun 18, 2025Artificial intelligence
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Engineering
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Design
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Small Focus, Big Impact: How Tiny Sparks Ignite Success
Discover how small, focused efforts can trigger massive success. Learn why tiny sparks often lead to the biggest breakthroughs in business and life.
Jun 25, 2025.webp&w=2048&q=75)
How UI UX Design Services Boost Conversions in 2025
Boost conversion rates in 2025 with expert UI UX Design Services that enhance user experience, drive engagement, and maximize business growth.
Jun 12, 2025.webp&w=2048&q=75)
How Design Services Are Getting Smarter (and Prettier) in 2025
Discover 2025's top design services trends: AI, 3D, and more. Learn how they're revolutionizing user experiences.
Jun 6, 2025
Design That Converts: How Smart UI/UX Turns Visitors Into Customers | Levitation
Turn visitors into loyal customers with smart UI/UX. Learn simple design strategies that drive conversions and boost user engagement.
Jun 5, 2025
From Sketch to Software: The Digital Product Design Process | Levitation
Discover the real digital product design process from sketch to software, with wit, UX wisdom, and tools that actually work. Not just buzzwords.
Jun 3, 2025.webp&w=2048&q=75)
The Illusion of Choice: How Dark UX Patterns Trick Users to Do Wrong
Dark UX patterns trick users into wrong choices. Learn how psychology in UX can either break trust or build loyalty—with ethical, intuitive design.
May 5, 2025
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