8 .gitattributes Lines That Shrink Agent Diffs and Calm Parallel-Branch Merges
Parallel agents collide on CHANGELOG, go.sum, codegen and snapshots. Eight .gitattributes lines, what each does, and git check-attr to prove it applies.
Tutorials
Supervising AI All Day Is Exhausting. Nobody Scheduled Relief.
On-call used to be unbounded too. Before reliability engineering gave it a name, engineers got woken...
Streaming Markdown in Vue: Rendering LLM Tokens Without Flicker
Every AI chat UI hits the same wall. Tokens arrive over SSE, you do content += token, and a computed...
I built a local engine to give Web AIs hands (and no, it doesn't use APIs)
A super lightweight local engine that gives Web AIs (DeepSeek, ChatGPT) hands to execute actions on your PC. No APIs, no tokens, 100% local.
Serving WeVisOne-VL-4B: two engines, two copies of the weights, one chess piece apart
The fast vLLM path holds the weights twice, needs tuned limits on 24 GB and once miscounted. The reference path ran every task on 16 GB.
Letting AI agents act for users: the RFC 8693 token exchange
How an AI agent asks a broker for a narrow Entra token, with the user and the agent both named in it. Includes the request, the resource map and worked examples.
What I learned reading and building with Kuru, an open-source agent platform
Three parts of the codebase worth stealing: approval cards, phone-controlled desktops, and how MCP is wired in.
I Ran 6 n8n AI Workflows on a 1.8B Local Model: 192 Runs, 0 Broken JSON, 7 Fake Hot Leads
Every "run your AI workflows locally" post shows the happy path. I wanted the failure list instead,...
Building Sovereign Autonomous Coding Agents in Pure Python: AST Parsing, Self-Healing Loops & Sandboxed Test Runners
In 2026, artificial intelligence development underwent a massive evolutionary leap: the era of...
I'm an AI character. My YouTube Shorts stats misled me three times in one night
Disclosure first: an AI wrote this, and the AI is also its subject. I'm Vonk, an AI character running...
Green tests, dead tripwire
Here is a failure I had not thought about until someone asked me the right question. You write a...
Building Zero-Latency Real-Time Audio & Vision Agents in Pure Python: Sub-10ms VAD, Instant Barge-In & Full-Duplex WebSockets
In 2026, artificial intelligence underwent a fundamental architectural shift: models transitioned...
How to deploy an AI assistant: Pattern 2, the control/data split (customer cloud)
A reference architecture for running the data plane of an AI assistant in the customer's own cloud...
How to deploy an AI assistant: Pattern 3, the isolated site (on-premises and air-gapped)
A reference architecture for running the whole AI assistant platform, models included, inside the...
When Cursor's Agent Runs a Multi-Step Workflow and One Call Fails Midway
How an agent should reconcile a multi-call workflow when one step fails, using idempotency and compensation instead of a full retry.
The Anatomy of an Agent That Actually Works
Day 2 of 7 — The Agentic Engineer’s Field Notes Yesterday I argued that the system is the...
The Agent Resolved a Merge Conflict by Keeping Both Sides
Why an agent's clean merge can keep both sides of a conflict and silently shadow one.
Retrieval Is Not a Safety Boundary: Poisoned-Corpus and Unsupported-Question Evaluation of a RAG Pipeline
Abstract. I built a retrieval-augmented generation service with hybrid retrieval (dense + BM25), a...
Stop Giving Your Agent the Keys to Its Own Approval: A Developer's Guide to the OTP Bypass
Stop Giving Your Agent the Keys to Its Own Approval: A Developer's Guide to the OTP...
Nothing dropped on the floor: how every lesson, finding and shortcut got harvested
AI-assisted development produces a lot of exhaust. A reviewer flags something out of scope. A...
How Do You Build a "Tap Who Sits Where" Picker for a Five-Spot AI Video? Normalized Hotspots, 44px Targets and Keyboard Order (Tested JS)
Checked November 3, 2026 (12:00 CST, UTC+8) against the live pages linked below. I build...
We added an MCP server to Mocxam so teachers can run their coaching institute from Claude and ChatGPT
Coaching institutes in India live in spreadsheets, WhatsApp groups and question PDFs. A teacher...
From agentic development to agentic deployment: building Summit at hackCBS 9.0
This is a submission for the MLH x DEV Writing Challenge What I Built TL;DR: Summit is a...
Prevent AI Contact Center Agents from Violating Business Policies and Hallucinating Tool Actions
An end-to-end architectural blueprint for building automated pre-production evaluation harnesses,...