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AI-Assisted Development

19 articles

10/2026

Gemini 4 Argon in Claude Code: Verified Claims, Real Costs, One Crash

I ran Gemini 4 Argon inside Claude Code via OpenRouter to build a 60-second Short. It passed QA, cost $11.56, crashed once, and still needed fixing.

AI-Assisted DevelopmentAI Tools & InfrastructureIndustry Analysis

10/2026

→ Research Note 7 min

Where Decision Models Fit in an AI Agent, and Where They Don't

Decision models now come from OpenAI, Cloudflare, Strands, and TypeSafe. Where one belongs in an agent runtime, and what it must never decide on its own.

AI Tools & InfrastructureAI-Assisted Development

09/2026

→ Research Note 6 min

Jev vs. Laya: Where Decision Models Fit in the SDLC

We tested Jev and two Laya configurations on 18 synthetic development, DevOps, and support cases. Here is what matched—and what teams should check next.

AI Tools & InfrastructureAI-Assisted DevelopmentIndustry Analysis

08/2026

→ Quick Byte 5 min

Dave Plummer Built Windows Task Manager. Now He’s Doing It Again With AI

Windows Task Manager began as Dave Plummer’s home project. Thirty years later, he has returned to the idea with TMOG and an AI coding agent.

AI-Assisted DevelopmentIndustry Analysis

08/2026

→ Research Note 7 min

Deep Agents: LangChain's Open Agent Harness Layer

Deep Agents began as a Claude Code-inspired package. Its 2026 evolution shows the agent harness becoming an independently optimized layer.

AI Tools & InfrastructureAI-Assisted DevelopmentIndustry Analysis

07/2026

→ Research Note 7 min

What MCP Means by “Stateless”

MCP did not eliminate state. It moved protocol metadata into each request and made application state explicit, durable, and independently secured.

AI Tools & InfrastructureAI-Assisted DevelopmentIndustry Analysis

07/2026

→ Quick Byte 4 min

GPT-5.6 Turns Codex Into OpenAI's New Work-Agent Bet

OpenAI's GPT-5.6 rollout is less about one stronger model and more about turning Codex-style agents into everyday work infrastructure.

AI Tools & InfrastructureIndustry AnalysisAI-Assisted Development

07/2026

→ Quick Byte 5 min

Grok 4.5 Is a Coding-Agent Release, Not Just Another Chatbot

Grok 4.5 should be judged by completed engineering work, not launch hype: repo fixes, terminal tasks, approvals, and cost per success.

AI-Assisted DevelopmentAI Tools & Infrastructure

06/2026

→ Quick Byte 2 min

Visual Studio Ships Full Pull Request Reviews Inside the IDE

VS 18.7 ships a complete in-IDE PR review cycle for GitHub and Azure DevOps. Diffs, comments, approvals, and merges — no browser tab required.

AI-Assisted DevelopmentIndustry Analysis

06/2026

→ Deep Dive 12 min

Copilot's Meter Is On: What Usage-Based AI Credits Cost You

On June 1, 2026 GitHub Copilot swapped flat seats for metered AI Credits. The prices barely moved. The act of metering is the real story.

AI-Assisted DevelopmentIndustry Analysis

05/2026

→ Deep Dive 13 min

Dynamic Workflows: Orchestration Buys Coverage, Not Smarts

Claude Dynamic Workflows fans out subagents in parallel. I wrote this piece with the feature itself, and the honest spine is cost, not intelligence.

AI Tools & InfrastructureAI-Assisted Development

03/2026

→ Experiment 8 min

Autoresearch: When AI Agents Become Overnight Scientists

Karpathy's autoresearch ran 700 experiments in two days. I dissected the loop, tested its limits, and found the 2.8% hit rate nobody's talking about.

AI-Assisted DevelopmentAI Tools & Infrastructure

02/2026

→ Deep Dive 11 min

DeepSeek Writes Worse Code When You Mention Tibet or Taiwan

CrowdStrike found that political trigger words increase DeepSeek-R1's vulnerability rate by 50%. The implications go far beyond one model.

Security & Adversarial AIAI-Assisted Development

02/2026

→ Deep Dive 12 min

Context Windows Are a Lie: How LLMs Actually Use Long Context

Models claim 1M tokens. Research shows they struggle past 32K. Here's what 'lost in the middle' means for developers stuffing codebases into prompts.

AI-Assisted DevelopmentIndustry Analysis

01/2026

→ Experiment 13 min

LLM-Generated Passwords Are Far Weaker Than They Look

I generated passwords across seven LLMs — from Gemini 1.5 to GPT-5.4 — and measured their entropy. Centuries to crack? Try hours.

Security & Adversarial AIAI-Assisted Development

01/2026

→ Deep Dive 11 min

Clinejection: When a GitHub Issue Title Owns Your Pipeline

A GitHub issue title compromised Cline's CI/CD pipeline, stole npm tokens, and pushed malware to 4,000 devs. The first AI supply chain attack.

Security & Adversarial AIAI-Assisted Development

01/2026

→ Deep Dive 12 min

The Developer's Dopamine Loop: Why AI Autocomplete Is Addictive

AI code suggestions work like slot machines — variable rewards, dopamine hits, and a feedback loop that's reshaping how developers think and learn.

Developer PsychologyAI-Assisted Development

01/2026

→ Deep Dive 10 min

LLMs Hallucinate Packages. Attackers Are Registering Them.

AI coding tools invent package names that don't exist — and 43% of those names appear consistently across sessions. Attackers are registering them.

Security & Adversarial AIAI-Assisted Development

08/2025

→ Quick Byte 4 min

Agentic Coding Tools: The Top Ten Ranked and Reviewed

A ranked breakdown of ten agentic coding tools — from Continue and Cline to Claude Code and Cursor — scored on autonomy, context, and friction.

AI-Assisted DevelopmentAI Tools & Infrastructure