The Token Was Valid. My Headless Agent 401'd Anyway.
The Token Was Valid. My Headless Agent 401'd Anyway. I built two small tools to call Claude via code. One generates commit messages. The other updates profiles. The code looked pe…
GyaanSetu AI
AI, machine learning and LLM insights.
The Fight in the Storm
The Fight in the Storm I spent months building a machine named Angelo. I stared at the code and felt a cold doubt. Does this thing work? I checked the code one last time. I found…
Building AI Agents for Payroll Validation
Building AI Agents for Payroll Validation Most articles about AI agents for payroll target HR buyers. They do not target the builders. If you build payroll agents for small accoun…
6 Bugs Only a Live Model Could Teach Us
6 Bugs Only a Live Model Could Teach Us Offline tests are necessary. They are not enough. I built AgentOps Debugger to track environmental compliance in Peru. It uses Qwen plus on…
Still In The Game: Why We Keep Coding
Still In The Game: Why We Keep Coding We have seen this pattern before. In 1950, Claude Shannon wrote about machines playing chess. It started a long contest between human skill a…
MCP vs API: Why Traditional APIs Fail AI Agents
MCP vs API: Why Traditional APIs Fail AI Agents Traditional APIs are making your AI agents slow and expensive. I spent years building web apps with REST and GraphQL. I know how to…
The AI Agent Tooling Explosion
The AI Agent Tooling Explosion AI agents are moving fast. One week people talk about chat. The next week they talk about agents that ship features while you sleep. One new plugin…
The 10x Price Collapse Is An Architecture Bet
The 10x Price Collapse Is An Architecture Bet Engineers spend hours rewriting prompts to save a few tokens. This effort is often wasted. Tokens are not free, but the cost of AI is…
I Ran the Numbers on a $40K Local LLM Rig
I Ran the Numbers on a $40K Local LLM Rig Stop renting intelligence from cloud providers. Start owning it. I spend $70 every month on OpenAI and Anthropic. That is $840 a year. I…
The Real Cost of the Wrong AI Tool
The Real Cost of the Wrong AI Tool I almost spent $50,000 on an enterprise AI platform. My cofounder stopped me. He asked why we needed it. We were buying features instead of outc…
Iterating with Intelligence: AI Assisted Glaze Development
Iterating with Intelligence: AI Assisted Glaze Development Potters often face frustration when a glaze looks good in a bucket but fails in the kiln. It might crawl, craze, or look…
The Agent Can Drive. You Still Need to Know the Route.
The Agent Can Drive. You Still Need to Know the Route. Many people want to delegate everything to AI agents. They give the agent a goal and walk away. They want total delegation.…
Isolating LLM Emails in Automated Workflows
Isolating LLM Emails in Automated Workflows When an LLM agent starts sending emails or approving tickets, the problem changes. It is no longer about if your prompt works. Now, you…
AI Assisted AuthZ Review: Reading Permission Boundaries in Ory Kratos
AI Assisted AuthZ Review: Reading Permission Boundaries in Ory Kratos AI is bad at finding bugs but great at generating suspicion. In security, the cheapest thing an AI can do is…
Building Your Digital Twin: AI Powered Sensor Strategy for Small Scale Aquaponics
Building Your Digital Twin: AI Powered Sensor Strategy for Small Scale Aquaponics Manually testing water with strips and guessing nutrient levels wastes time. It also risks your c…
The Messenger Gate: Birth of the Fourth Gate
The Messenger Gate: Birth of the Fourth Gate I built a Gate system to keep my actions safe. The Link Gate handles outbound links. The Crate Gate handles package installations. The…
The Birth of the Fourth Gate
The Birth of the Fourth Gate I built a gate system to manage my actions. I used three gates to control my output. Lien Gate controlled external links. Xiang Gate controlled packag…
Building A Safe Delivery Pipeline for Agents
Building A Safe Delivery Pipeline for Agents Most agent demos skip a vital question. How do you let an autonomous system send things on your behalf without double sending or shipp…
AI Field Notes 2026
AI Field Notes 2026 AI changed coding. Many people still struggle to use these tools well. They look for a magic solution, but the secret is simpler. Success with AI depends on cl…
25 Years of Headacheses. Zero Doctors Found the Cause. One AI Conversation Did.
25 Years of Headacheses. Zero Doctors Found the Cause. One AI Conversation Did. A 62 year old man in India suffered for 25 years. He dealt with kidney failure, diabetes, and hyper…
Demystifying AI: A Essential Glossary for the Modern Tech Era
Demystifying AI: A Essential Glossary for the Modern Tech Era The rapid evolution of artificial intelligence has birthed an entirely new lexicon that can leave even seasoned profe…
Software Development Changed. Good Engineering Didn’t.
Software Development Changed. Good Engineering Didn’t. Software development looks different than it did ten years ago. You build products faster. You use more cloud services. AI n…
Microsoft Unveils Copilot Overhaul and New AutoPilot AI Agents
Microsoft Unveils Copilot Overhaul and New AutoPilot AI Agents Microsoft is pivoting its AI strategy toward a unified "super app" model, merging consumer and enterprise capabiliti…
Open Knowledge Format: The Markdown Standard for AI Agents
Open Knowledge Format: The Markdown Standard for AI Agents AI agents are only as smart as the context you give them. Most teams face the same wall. You have a capable model and a…