Drawing Architecture Diagrams With Words: We Ran Archify and Mapped the ThakiCloud Stack
Archify is an agent skill that generates self-contained HTML architecture diagrams from plain-language descriptions, no Mermaid syntax required. We installed...
Agent Operations
The Agent That Writes Code and the Agent That Audits It Arrived on the Same Day
On July 22, two open weight releases stood facing each other like mirror images. One generates code, the other finds vulnerabilities in it. Yet neither answe...
158 Skills and 24 Agents in One Plugin: How a Deterministic Skeleton Tames Agent Explosion
The open-source marketing plugin Digital Marketing Pro bundles 158 skills and 24 specialist agents without collapsing. The trick is a deterministic skeleton:...
An Agent Swarm Rewrote SQLite in Rust: Cursor’s Multi-Agent Economics
Cursor showed an agent swarm that rebuilt SQLite in Rust from only its 835-page manual. It passed 100% of a held-out test suite, cost varied 15x by model mix...
everything-claude-code: Dissecting an AI Coding Harness Battle-Tested Over Six Months
AI coding tools forget your rules every new session. An Anthropic hackathon winner solved this by open-sourcing the config they refined over six months on a ...
Inside Kimi Code CLI: How an Open Source Terminal Agent Swallows Editors via ACP
We dig into the open source coding CLI that Moonshot AI released alongside Kimi K3, working strictly from the official docs and repository. From coder/explor...
Why We Cut the System Prompt by 80 Percent: Smarter Models Want a Thinner Harness
News that Anthropic stripped Claude Code’s system prompt down by 80 percent made the rounds among developers. The person behind the change explained that the...
Why Nobody Buys the Leaderboard’s Number One: What Benchmarks Cannot Buy
China’s Kimi K3 overtook Claude on the coding leaderboard, yet Silicon Valley stayed cold. The same week, Google delayed Gemini 3.5 for a third time. At the ...
The Gains From Self-Evolving Harnesses May Be an Illusion: Separating Harness Updating From Harness Benefit
The gains attributed to self-evolving harnesses are a mix of ‘the ability to produce good updates’ and ‘the ability to use those updates well,’ tangled toget...
Encode Domain Knowledge as Infrastructure: Redefining Automation in the Agent Era
If an agent can’t work productively in a codebase, that is not a failure of the model. It is a failure of automation. Moving domain knowledge into infrastruc...
Agents Take the Wheel on GPU Training: Dissecting NVIDIA Cosmos 3 Agent Skills
Give a coding agent two natural-language prompts, and post-training a vision foundation model finishes in a single day. We dissect NVIDIA’s agent skill and l...
Have It Write the Goal First on Hard Tasks: Codex Goal-Delegation Prompting
A developer shared a tip: when handing Codex a genuinely hard /goal, first ask it to write the goal so that another thread can achieve it. It sounds like wor...
Autonomy Is Not a Switch, It Is a Dial: What Banks Buy Before Capability
The Korea Federation of Banks did not order a smarter model, it ordered a sequence for adoption. Reading today’s moves across regulated industries closely re...
Claude Code Can Watch Videos: claude-video Feeds Frames and Transcripts Into the Agent via /watch
Coding agents have long read only text. claude-video thinly wires yt-dlp, ffmpeg, and Whisper together to turn YouTube, Zoom, Loom, or local files into frame...
The Week Token Prices Were Cut in Half, Inference Chip Valuations Rose Fivefold
When prices fall, do we use less? In the inference market, the opposite is happening. We read the paradox of the token price war and SambaNova’s fivefold val...
Distilling Our Own Skills Into Small Models to Run Them Automatically: The Last 6 Months
Running agent skills exclusively on frontier APIs makes costs explode once you hit thousands of calls. Research from the first half of 2026 has pushed distil...
When Coding Agents Start Talking to Each Other: Designing Multiplayer Claude Code and Collaborative Agents
We are moving from a world where one person uses one agent to one where multiple people and multiple agents share a workspace and talk to each other. Using m...
Coding Agents That Remember Through Folders, Not Vector Databases: A Look at personal-monorepo-template
OpenAI Codex engineer jxnl has released personal-monorepo-template, which gives agents persistent memory through folder structure and an AGENTS.md file, no v...
A Cross-Vendor Workflow Where Fable 5 Conducts and Grok 4.5 Implements: fable-advisor
We break down the conductor-worker split of the fable-advisor plugin, in which Claude Fable 5 conducts spec writing and diff review while Grok 4.5 handles th...
How a Claude Code Skill Builds Premium Landing Pages in One Shot
A Claude Code skill that turns one plain request into a premium landing page. We take apart how it actually works and validate it from ThakiCloud’s Paxis vie...
AI That Can Now See Through Glass, Yet What Companies Really Ask Is ‘What Exactly Did You Just Do?’
A day full of news about AI expanding its senses and gaining hands. But the question that actually decides adoption is shifting from performance to ‘evidence...
Claude Code That Runs Without You: Four Axes of Autonomous Execution
Four mechanisms make Claude Code run without a human watching every step: headless mode, hooks, subagents, and skills. We verify each against ThakiCloud’s re...
Smart Agents Have Become Commonplace. Now Enterprises Are Asking, ‘Prove What You Did.’
On a day when a 1.1 billion parameter model beat a 7 billion parameter one and the best models got given away for free, the news that actually made enterpris...