The AI Got the Architecture Right. Then It Forgot to Use Its Own Prototype.
The AI Got the Architecture Right. Then It Forgot to Use Its Own Prototype. A case study...
Tutorials
GPT-5.6 MCP: Testing Servers With Sol, Terra & Luna
📖 TL;DR GPT-5.6 shipped July 9, 2026 in three tiers Sol (flagship), Terra (balanced), and Luna...
Measure Documentation Coverage for AI Agents With This Scorecard
Score whether an agent has enough problem, reproduction, expected-behavior, verification, and limitation evidence to work responsibly.
Turn a GitHub Issue Into an AI-Ready Bug Packet
Give a coding agent reproducible state, bounded evidence, acceptance checks, and explicit unknowns instead of a one-line bug report.
What If AI Was the Compiler? (An Imaginary Programming Language)
The Idea: A programming language compiled by AI. Imagine writing code like you're in a whiteboard...
Hello, RocheDB! A Nim Database Built Around Data Locality
Introducing RocheDB, a Nim database that uses application-level locality to reduce retrieval working sets.
My First Open-Source Robotics Project: AutoSweepCrowdNav
My First Open-Source Robotics Project: AutoSweepCrowdNav 🚀 Hi everyone! 👋 This is my first post on...
82% email: what a B2B enrichment API actually returns
We ran our own enrichment engine over 519 people and published the real find-rates, per field, with confidence scores. No customer data, no marketing gloss.
Vibe Engineering: Solving Small Cross-Cutting Concerns
This article was originally published on my blog. Vibe Engineering: Solving Small...
Stop Guessing JVM Bugs: Connect Claude Code to Spring Boot via Local MCP Actuator Servers
Stop Guessing JVM Bugs: Connect Claude Code to Spring Boot via Local MCP Actuator...
I filtered Bandit's false positives with a deterministic gate -- and published where it fails
Scanner noise isn't an annoyance. It's a mechanism: after enough files you stop reading the flags,...
Why Your AI Agent Needs an Audit Trail (And How to Build One)
The rapid shift from passive conversational chatbots to active operational agents has changed the...
Your AI agent shouldn't act on data it can't cite
Enrichment APIs hand your agent a value with no way to know if it's verified or guessed. Here's why every field needs a source and a confidence score.
Giving an AI Agent Real-World Buying Power in India: One API for Local Supply
When developers start building AI agents that can "do things in the real world," the conversation...
Threadly: The Missing Memory Layer for Professional Relationships
Every breakthrough in your career starts with a conversation. A conversation with a founder at a...
How to Give Your LiveKit, Vapi, or Retell Voice Agent a Real Indian (+91) Phone Number
The problem: your voice agent is ready, but India won't pick up You have a working voice...
How My Small Website Was Cited in Google AI Overviews (And What I Learned)
How My Small Website Was Cited in Google AI Overviews (And What I Learned) A few days ago,...
Escaping the Stateless Trap: Building a Context-Aware Support Agent
Most people think building a support chatbot is about generating human-like text. It isn’t. The real...
Before Adding Gemma 4 to MonkeyCode, Run a Model Capability Contract
A successful health check proves reachability, not coding-agent readiness. Use this reusable probe for system prompts, tool calls, and streaming before enabling a new model.
Validators Judge. They Don't Help.
Originally published at devopsdiary.blog. Post F-AID3 in the "Governing AI in the Enterprise"...
RAG Evaluation with RAGAs: Faithfulness, Context Recall, and Answer Relevance
When a Vietnamese bank's internal AI assistant started confidently quoting compliance rules that did...
ADR Template: How AI Generates Architecture Decision Records Your Future Self Will Thank You For
Teams make dozens of architectural decisions every month but document almost none of them. The rest...
Stop writing Anthropic API wrappers and start using MCP
Stop writing redundant Anthropic API wrappers. Learn how to use MCP to turn Claude into an orchestration layer for batch processing, token counting, and model management.
The same input gave me a different translation every time. The bug wasn't where I thought.
I kept re-running the exact same input through my translation app. Same code. Same model. Same...