Your AI agent rebuilds context from scratch every session. One file gives it the map.
AI agents changed who writes the documents in my repositories. They didn't change who has to find them later. Over the past year, agents have writte…
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Nobody searches for security apps. So I made mine a tool for AI agents instead.
A Japanese version of this is on Note . (This is Part 2 of the solo-security-dev series. Part 1 on the trust barrier is here .) In my previous post…
Five Languages, One Law
A library gets proven by people using it. A specification is a harder claim to back up: someone else has to build from your rules alone, without bei…
The #1 row on this AI memory leaderboard is not a measurement
Bench'd (benchd.ai) calls itself the neutral benchmark authority for AI memory, and sells vendors a verification badge from $299 to $3,999.99 a mont…
I built an AI incident responder that refuses to fix anything without asking
Built for the WeMakeDevs × TrueFoundry Agent Harness Hackathon. There are two kinds of "AI for incident response," and both of them are wrong. The f…
#AllThingsAgenticHackathon Building Annya Leads: From Hackathon Idea to Agentic Lead Generation System
This blog post was created for the purpose of entering the #AllThingsAgenticHackathon. The goal was to showcase how an agentic workflow can solve a…
One MCP Server, Two AI Clients: Wiring Actian VectorAI DB Into Claude and Cursor
MCP promises one server, any AI client. I put that to the test by wiring Actian VectorAI DB up to Claude and Cursor with a single ~230-line Python f…
We ran 160 agent tasks across two frameworks. The frameworks tied. Then we changed the model.
We ran 160 agent tasks across two frameworks. The frameworks tied. Then we changed the model — and one task failed 20 times in a row. The LangChain…
Building a Verification Pipeline for AI-Assisted Math Solutions
Mathematics assistants are useful when they reduce the mechanical burden of a problem without hiding the reasoning. They can transcribe an equation…
Building an AI Auto-Patch Agent with TrueForge and Qodo
Building Auto-Patch Agent: From Production Incident to Reviewed Code Fix Production incidents require investigation, debugging, code changes, review…
Inside a Crypto Trading Bot: What Actually Happens Between Market Data and an Order
A cryptocurrency trading bot looks deceptively simple from the outside. There is a market, there is some trading logic, and eventually an order gets…
Properties First, Fixtures Second, Flakes Never: A Test Contract for Agent Patches
An agent patch is a hypothesis. A test suite is the only evidence a reviewer gets. Most suites fail at that job in three reproducible ways: assertio…
Introducing Toondash — The Headless Query & Mutation Engine for High-Performance AI Data Streams
Surprise! 🎉 I’m releasing a new data utility library today. Meet @srtv/toondash — a clean, declarative, and framework-agnostic set of utilities buil…
The Agent Paradox: Why Memory, Trust, and the Refusal to Act Are the Next Bottlenecks in AI Engineering
Originally published on tamiz.pro . Autonomous AI agents have shifted the engineering landscape from simple prompt-response patterns to complex, mul…
Qwen2.5 7B vs Qwen3 4B & 8B for Writing Correction: 60 Local Ollama Responses on Windows
I expected Qwen2.5 7B to retain a noticeable advantage over the smaller Qwen3 4B model for writing correction. In this experiment, it didn't. Across…
Shadow-test a new AI email agent on live threads with Nylas
You have an email agent that works in a test inbox. It classifies a support request, pulls the relevant context, and drafts a plausible reply. The r…
I Gave the Same Governance Audit to One AI and an AI Swarm. They Missed the Same Bug.
I Gave the Same Governance Audit to One AI and an AI Swarm. They Missed the Same Bug. I started the experiment wondering whether rapidly improving A…
Prompt Drift Is a Quiet Deployment Bug: A Nightly Check That Costs Nothing
Your prompt shipped. The model answered well. Then a stakeholder asked for a tiny wording change: "Be more helpful." You edited one line, tested thr…
I Fed My Messiest Bug Reports to a Free AI Triage Bot. Here's the Decision Table.
Every maintainer knows the ritual. You open the queue at 8 AM, and fifteen tabs are the same bug. One has no logs. Another has a title that reads li…
Your AI Reviewer Needs a Baseline: A Zero-Cost Patch Audit Loop
Your AI Reviewer Needs a Baseline: A Zero-Cost Patch Audit Loop Reviewing is the new bottleneck. Generated code passes through more reviews than eve…
The First Hour: An On-Call SOP for AI-Generated Code
Most teams plan for smooth AI handoffs. Almost none plan for the broken one. This article defines a sixty-minute playbook for AI changes that fail i…
Building an AI Forensic Investigator for Vehicle Failures
I built an AI agent that diagnoses cars — and asks before it touches anything Built for the TrueForge Agent Harness Hackathon (Aug 24–30, 2026). "So…
Agent Teams - Building a Local-First Desktop App for Multi-Agent Coordination
I was in the middle of a vibe-coding session, building something completely different, as I do very often these days, and the AI kept asking follow-…
Documenting Code Nobody Remembers: A Git-History Draft Pipeline
A recurring theme in this week's DEV discussions: AI turned every developer into a reviewer, but nobody wrote the contract between the model's draft…
I Let AI Write My Code — Here Are 10 Things I Never Let It Do Without Checking
I Let AI Write My Code — Here Are 10 Things I Never Let It Do Without Checking AI writes a lot of my code now. It helps me: generate components writ…
Free Quotas Turn You Into a Reviewer: A Workload-Fit Field Guide
Consider a common failure pattern. A logistics startup shipped a customer-facing agent on a discounted model. Day one passed. Day two passed. On day…
Building a Hybrid RAG System with FAISS, BM25, and Agentic AI
As part of my AI Engineering journey, I recently worked on a project that helped me understand how Retrieval-Augmented Generation (RAG) works in pra…
The Most Important AI Agent Design Choice: Don’t Let the Model Be the Final Authority
AI agents are getting very good at doing things . They can search databases, call APIs, modify tickets, draft code, update records, trigger workflow…
Vincent v0.7.0: Better visibility, stronger automation, less babysitting
Vincent v0.7.0 is out. This release is mainly about one thing: Making agentic development workflows easier to operate when you are not staring at th…
I Built an AI Meeting Summarizer with Spring AI — Here's How (and Why)
🚀 The Problem Wait, what did we decide in that meeting? We've all been there. You have a productive meeting, everyone agrees on action items, and by…