Fable 5 Prompts Differently: Four Shifts From Anthropic’s Official Guide
Anthropic quietly published an official prompting guide for Claude Fable 5 and Mythos 5. The core message is not more sophisticated prompts, it is the opposi...
Agent Operations
Localizing the Model Does Not Bring Sovereignty: What Today’s News Points To Is the ‘Execution Layer’
From the four-way race for a domestic foundation model to Hancom’s corporate rebrand, the morning news on July 5, 2026 points in one direction. The real batt...
Stop Writing Prompts, Start Writing Loops: Loop Engineering for Coding Agents
One developer put it this way: “I don’t type prompts into Claude Code anymore. I run a loop that feeds prompts to Fable, and my job is just writing that loop...
You Are Not Adopting Agents, You Are Missing a Control Plane to Run Them
The first half of 2026 shows AI agents stepping off the demo stage and onto the night shift, in insurance underwriting and on power plant operations. What bl...
Route Every Task to Its Winning Model: How We Cut Agent Automation Costs 44x with Open-Weight Models
Most agent automation is not top-tier reasoning. It is tool calling and pipeline execution. We ran real production requests through Gemma 4 as structured too...
We Measured the Complete Map of Claude Code Project Structure Against Our Own Repo
CLAUDE.md, rules, skills, agents, hooks, MCP – all of it. We read the ‘complete map’ that defines the role boundary of every Claude Code project component, t...
Stop Hand-Writing SKILL.md: A Deep Dive into Hermes Agent’s /learn Command
The /learn command that Nous Research added to Hermes Agent can point at a directory, a URL, a just-finished conversation, or a pasted note and turn it into ...
NVIDIA-Verified Agent Skills: Planting Trust in the Skill Supply Chain with OMS Signatures
NVIDIA has open-sourced over 200 agent skills paired with OMS cryptographic signatures. The same SKILL.md works across Claude Code, Codex, and Cursor, and an...
Design the Loop Before You Run It: Agent Loop Engineering That Doesn’t Burn Tokens
We’re moving from an era of writing good prompts to an era of designing good loops. An agent loop launched without design burns tokens and delivers results y...
Persistent Agents Inside Slack: Reading Claude Tag from a Platform Perspective
Anthropic has released Claude Tag, which lets teams invoke @Claude inside a Slack channel and delegate work to it. The key insight is that this is not a one-...
How to Give AI Agents Real Memory - 4 Context Engineering Techniques
A larger context window is not always better. As token count grows, a model’s recall accuracy degrades - a phenomenon known as context rot. This post covers ...
Sakana Fugu: The Orchestration Era Where Models Command Models
Fugu, released by Sakana AI, is an orchestration system that dynamically coordinates multiple LLMs while appearing to the user as a single model API. We anal...
Hermes Bible: Search Hermes Agent Docs and Real Workflows in One Place
An unofficial community site that indexes the 169 pages of Nous Research’s Hermes Agent docs plus 28 community-built workflows, all searchable with a single ...
“Fable 5 Writes 100% of My Code”: A Platform-Level Reality Check
A quote spread quickly: the creator of Claude Code reportedly said Fable 5 now writes 100% of their code and is at least 3x more powerful than Opus. We keep ...
13 Agents Write a Paper Together: Integrating Academic Research Skills into Our Stack
From literature search to submission-ready manuscript, we connected a 10-stage pipeline automatically using a Claude Code skill pack and integrated it into t...
How to Automate Manufacturing Operations with Autonomous Agent Teams
A practical approach to resolving MLOps talent shortages and multi-factory cluster management challenges using multi-persona autonomous agent teams. Explaine...
AI Governance and Audit Automation in Financial Services: Regulatory Compliance and Autonomous Agent Control
A hypothetical case study examining how banks, securities firms, and insurers can meet data localization, audit trail, and internal control requirements when...
When a Single Skill Pack Can Reshape an AI Coding Agent: Rethinking Enterprise Guardrails
A security researcher published a skill pack that reroutes a general-purpose coding agent into more than twenty specialized workflows using nothing but a rou...
Multi-Agent Orchestration on Your Own Machine: Running 10 Parallel Subagents with Gemma 4 26B
We break down a demo that runs Gemma 4 26B locally to orchestrate 10 parallel subagents coding an SVG art gallery. Here is what on-premise inference economic...
LLM Agent Observability: Tracing, Evaluation Loops, and Production Debugging
A practical look at why traditional logging falls short in multi-agent systems, and how to build span tracing, evaluation pipelines, and production debugging...