TechNektar: Cross-Pollinating Innovation

Kalidasa–Wordsworth Creative Plugin for Claude Code ❯ “create me a sanskrit verse/poem on vasantha aagamana using pratyabhijna / pce plugin” ⏺ Skill pratyabhijna-creative-engine:poem loaded in Claude Code. ⏺ Sākṣī check passed, then delegated to pratyabhijna-poet via the PCE cascade. ⏺ ★ Insight: the vimarśa (aspect‑shift) detector ran but never fired — the spring → recognition mapping stayed inte...

Your AI coding agent just confidently edited the wrong file. Your research agent cited a retracted paper twice. Your customer-service bot quoted a policy from 2023. None of these are model failures. They're all context failures. Introducing Pratyakṣa, an open-source context engineering harness that fixes how AI agents manage what they know, why they know it, and when to stop trusting it. Here&...

AI systems that can “imagine” possible futures, called world models, have been applied to Atari games, robotics, and board games. But applying them to economic environments like retail pricing has been largely unexplored. DreamPrice takes an initial step into that space. And solving the fundamental problem that makes economics different from physics turns out to require a detour through a 1978 eco...

Inside the quiet revolution that’s teaching machines to imagine the future — and why it might be the missing piece between today’s chatbots and tomorrow’s truly intelligent agents.

AI for sCO2 power cycles: in this video we walk through sCO2RL, an open-source deep reinforcement learning framework for autonomous control of supercritical CO2 Brayton cycles recovering steel plant waste heat. Using an OpenModelica FMU, a 7-phase Gymnasium curriculum, PPO with Lagrangian safety constraints, and GPU-accelerated surrogates, the controller outperforms a Ziegler–Nichols PID baseline...

मूलान्तरम् । न अनुकरणम्, परिवर्तनम् । TechNektar introduces Pramana to rethink how foundation LLMs are built...Not another Indic LLM fine-tuned on regional languages. We're instilling the METHODOLOGY of valid knowledge (pramāṇa) architecturally. .........मूलान्तरम् - A different foundation........... https://open.substack.com/pub/technektar/p/fine-tuning-large-language-models?utm_campaign=post...

Maya thought gyroscopes were just for rockets—until her mom, Sarah, showed her one inside her phone. From MEMS gyroscopes powering video games to HRGs keeping satellites steady, this episode connects the hidden physics of motion to the devices we use every day. How do vibrating quartz crystals help spacecraft land on Titan? And how does a tiny chip in your phone use the same physics as a billion-d...

When Alex spots a spinning top at the museum, he has no idea he's looking at the same principle that steered Cassini to Saturn . With Daniel’s guidance, Maya and Alex dive into the world of gyroscopes —from old-school mechanical ones that seemingly defy gravity with their spin to the most advanced hemispheical resonator gyroscopes that help spacecraft travel billions of miles. What makes a gyr...

Maya just wanted to swing higher. Little did she know, she was using the same physics that guide spacecraft through the cosmos. Join Maya, her brother Alex, and their father Daniel, as they uncover the secrets of parametric excitation —the force behind a child's swing, the mighty Botafumeiro , and even the Foucault pendulum , which proves Earth’s rotation. How does simple motion shape the univ...

Before the full journey begins, get a glimpse into Oscillatory Odyssey —a new podcast series exploring the hidden science behind motion, resonance, and precision engineering . From the swing of a child to the gyroscopes guiding spacecraft , oscillations shape our world in ways we often overlook. This teaser introduces the journey ahead—how the same forces behind medieval cathedrals, pendulums, and...

This episode is the last of the four part series. We dive into **causality in AI & machine learning** with fascinating examples from **Flow Dance** ☕🤖. Discover how AI interprets patterns, and whether correlation truly implies causation! 🔗 **Explore the concepts further:** 👉 [Arrive at the Transfer Entropy Viewpoint](https://sharathsphd.github.io/coffee_causality/flow_dance.html) To chat a...

This episode is third of the four part series. We dive into **causality in AI & machine learning** with fascinating examples from **Causal Brew** ☕🤖. Discover how AI interprets patterns, and whether correlation truly implies causation! 🔗 **Explore the concepts further:** 👉 [Causal World](https://sharathsphd.github.io/coffee_causality/causal_brew.html) 💬 **What are your thoughts on AI'...

This episode is second of the four part series. We dive into **causality in AI & machine learning** with fascinating examples from **Café Chaos** and **Coffee Correlation** ☕🤖. Discover how AI interprets patterns, and whether correlation truly implies causation! 🔗 **Explore the concepts further:** 👉 [Coffee Correlation - The Hidden Patterns](https://sharathsphd.github.io/coffee_causality/c...

🚀 **Welcome to TechNectar: Cross-Pollinating Innovation!** 🦋💡 Join me as we explore the intersection of **AI, engineering, and innovation**, sparking breakthrough insights across domains. This episode is first of of the four part series. We dive into **causality in AI & machine learning** with fascinating examples from **Café Chaos** and **Coffee Correlation** ☕🤖. Discover how AI interpre...