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I Broke My NanoClaw Fork So I Had to Actually Learn How It Works
TLDR: I added voice to my NanoClaw fork the wrong way first — patched directly into core, it worked, upstream shipped an update, everything broke. Getting unstuck forced me to actually understand agentic AI plugin isolation: three-way merging, runtime isolation, idempotent reapplication. Here’s that journey, including the TLS wall, a one-character VAD bug that took… — read more
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Standup Buddy: What 10 Hours of Voice AI Taught Me About Engineer Communication
TLDR: Built a voice AI engineer communication tool that detects when engineers are stuck through tone and conversational signals — not just words. 8th place at AI Agents Waterloo. GitHub here. Skip to Demo Results if you want to see the personas in action. The Voice AI Engineer Communication Problem Nobody Talks About Until It’s… — read more
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The Boardroom: When AI Agents Need to Disagree
TLDR: Skip to the Demo Results section to see AI agents actually debate whether to implement unlimited PTO I have always been curious about what happens inside corporate executive meetings. Not the boring status updates, but the real policy discussions—the ones where the CFO pushes back on the CEO’s ambitious plans, where HR raises concerns… — read more
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When AI Coding Assistants Get Stuck in False Beliefs
TLDR: When an AI coding assistant develops false beliefs about your codebase mid-session, it loops on the same broken assumption rather than starting fresh. This post breaks down why it happens, how to spot it, and five ways to break out. We’ve all been there. You’re working with an AI coding assistant, making progress on… — read more
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AI Personas
TLDR: AI persona design is prompt engineering for personality — give your agent a backstory, not just a description. I tested the same prompt across Gemini, Claude, and ChatGPT and got three completely different approaches. Here’s what comparing them taught me about how models think about AI persona design, and the silent failure mode I… — read more
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Dev Log – Agno LLM Framework
github link: https://github.com/lightshadow1/tax-advisor TLDR demo result: straight to bottom I have always been fascinated with technology, not only from the capability point of view, but it’s ability to unlock solutions for problems that was not even possible 2-3 years ago. Of course I am referring to LLM Gen AI model that gripped the world in… — read more
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Python and Streamlit
https://www.python.org/ Python was not my first programming language but I’m sure it won’t be my last either. Yet it was more than a decade ago I got my first glimpse of what it can do. Coming from a C based curriculum and mental model, Python gave me the tools I need to develop things that… — read more
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First Blog Post
I have seen different growth on how companies and people produce data by the reams and now exabytes. We are moving through the age of data and I want to share my experience how my data journey of learning, pain, and aha moment on top of mental screams of frustrations on my failed CI pipelines.… — read more
