AI Memory and Context Windows: Why Long Conversations Still Fail
Understand why 1M-token context windows do not solve AI memory in 2026. Learn about context rot, lost-in-the-middle attention dilution, and stateful memory tiers.
Technical Library · 820 Publications
Research, ideas & engineering insights.
A curated library of technical guides, AI implementations, financial research, product insights and automotive analysis.
AI Reasoning Models vs Standard Chat Models: What Is Actually Different?
Understand how AI reasoning models (like DeepSeek-R1 and Qwen3 thinking modes) differ from standard chat models: RLVR training, inference-time compute, and costs.
AI Search vs Traditional Google Search: How Discovery Is Changing in 2026
Compare AI search engines (RAG answer engines, AI Overviews) with traditional Google Search in 2026: query fan-out, passage retrieval, citations, and click behavior.
AI Security Skills: Protecting Agents and LLM Applications
Master practical AI security engineering skills in 2026: threat modeling (OWASP LLM Top 10), LLM-Guard input/output gateways, Garak red-teaming, and tool sandboxing.
AI Testing and Evaluation Skills Every Developer Needs
Master practical AI testing and LLM evaluation skills in 2026 using promptfoo, DeepEval, Ragas, and lm-evaluation-harness: deterministic assertions and CI gates.
AI Testing Tools: Can LLMs Generate Useful Unit and Integration Tests?
Learn how to use LLMs and coding agents to generate meaningful unit, integration, and Playwright E2E tests in 2026 while avoiding tautological assertions and flaky mocks.
AI Video Generation in 2026: What New Models Mean for Creators and Marketing Teams
Evaluate AI video generation in 2026 for creators and engineering teams: open-weight Diffusion Transformers (`Wan2.1`, `HunyuanVideo`), temporal consistency, and C2PA compliance.
AI Voice Agents for Indian Businesses: Can They Handle Regional Languages and Real Calls?
Learn how to engineer production AI voice calling agents for Indian businesses in 2026: SIP telephony, 8kHz audio, Hinglish code-switching, TRAI DND consent, and Bolna.
Are Cheap Used Luxury Cars Expensive to Maintain in India? The ₹12 Lakh BMW/Mercedes Reality
Tempted by a ₹12 lakh used BMW, Mercedes, or Audi instead of a new Brezza? See the exact tyre, brake, suspension, and gearbox repair bills before you buy.
Backend Engineering Skills for Production-Ready AI Systems
Master backend engineering skills for production AI systems in 2026 using FastAPI, Pydantic, PostgreSQL, async queues, token-bucket rate limiting, and SSE streaming.
Beyond LLMs: What Are JEV and CDM AI Models, and Are They Real Paradigm Shifts?
Investigate JEV (TypeSafe AI) and CDM (ScaleDown) models launched in late 2026. Separate vendor benchmarks from single-pass decision and constrained decoding.
Beyond MCP: Comparing Tool Calling, APIs, and Agent Communication Protocols
Understand how LLM function calling, OpenAPI REST APIs, Model Context Protocol (MCP), and Agent-to-Agent (A2A) protocols fit together without conflating them.