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…
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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…
Payment Succeeded. Did the Transaction?
A payment API returns success . The interface turns green. Everyone relaxes. But what exactly succeeded? The payment rail may have accepted or settl…
Design, Optimization, and Deployment of a Hybrid Agentic Retrieval-Augmented Generation (Agentic-RAG) Architecture
Abstract Traditional RAG pipelines usually work deterministically by using only static vector search[cite: 1]. Because of this, vocabulary mismatche…
Why Budget Alerts Never Stop Runaway LLM Spend
An "84% of monthly budget used" email landed on a Tuesday. I read it. I forwarded it to myself with a note that said watch this . Then I let the bat…
MPLS vs SD-WAN in 2026: the decision isn't close anymore, except when it is
For years, "MPLS vs SD-WAN" was a genuine, close debate. In 2026 it mostly isn't, for most companies, and it's worth understanding exactly why, beca…
Cisco enterprise networking without the vendor pitch
Ask about Cisco and you'll get either a sales deck or a shrug, "it's just the enterprise networking company." Both miss the actual engineering reaso…
agent-harness-defense v0.2.0: dual-lattice IFC for LLM agent privilege escalation
agent-harness-defense v0.2.0: dual-lattice IFC for LLM agent privilege escalation An open, offline-verifiable admission layer that stops instruction…
I Thought My Multi-Agent Debate Engine Was Broken. The Real Bug Was the Prompt.
v0.2.1 RELEASED — Aug 28, 2026. Release notes · Field test report · PyPI v0.2.1 Update: The 2,333->359 join collapse described in this article is…
How I Found an SSRF in an AI SDK's OAuth Metadata Discovery
Some bugs announce themselves. You're reading through a codebase and the vulnerability practically waves at you from the screen. This was not one of…