Field notes for agent builders.
Curated essays and perspectives connecting agent engineering with product judgment, team practice, and the changing shape of software work.
A Global Workspace in Language Models
Anthropic discovers that Claude developed an internal J-space — a privileged mental workspace analogous to the global workspace theory of conscious access in neuroscience. It emerged on its own during training, enables silent reasoning, and can be used to detect hidden goals and deception.
The New SDLC With Vibe Coding
A comprehensive whitepaper by Addy Osmani, Shubham Saboo, and Sokratis Kartakis exploring how AI transforms the software development life cycle — from casual vibe coding to disciplined agentic engineering, context engineering, the factory model, and the economics of AI-driven development.
How Your Agents Can Write and Optimize Their Own Skills
A deep dive into automated skill optimization frameworks — SkillOpt, GEPA, and EvoSkill — that treat agent skill files like trainable neural network parameters, enabling agents to iteratively debug, validate, and update their own skills without touching model weights.
Copilot Cowork Is Now Generally Available — Anthropic Claude Meets Microsoft 365
Microsoft's Copilot Cowork — the deep-work AI assistant powered by Anthropic Claude — is now GA for all Microsoft 365 Copilot users. Brings model choice (Opus 4.8, Sonnet 4.6, GPT 5.5), partner plugins (Monday.com, Miro, Adobe, Atlassian), and Edge browser access.
LangChain Deep Agents — The Batteries-Included Agent Harness, Explained
LangChain open-sourced Deep Agents — an opinionated, batteries-included agent harness built on LangGraph. Inspired by Claude Code, it ships with planning, filesystem access, sub-agent orchestration, context management, and persistent memory out of the box.
How to Build a Software Factory with Claude Code: From Vibe Coding to Agentic Development
Comprehensive freeCodeCamp handbook by Qudrat Ullah on building a structured AI-assisted development workflow. Covers the five layers of AI-assisted development (context, knowledge, agents, workflows, delivery), seven specialized subagents (codebase-researcher, story-writer, spec-writer, backend-builder, frontend-builder, test-verifier, implementation-validator), orchestrator design, CLAUDE.md best practices, skills, hooks, and a complete PR review checklist. Includes hands-on setup for Next.js/Node.js projects.
Using Claude Code: The Unreasonable Effectiveness of HTML
Anthropic's guide to using HTML instead of Markdown as Claude Code output format — information density, visual clarity, two-way interactions, and custom editing interfaces.
Apple TV's New Cyberpunk Series Is the Sci-Fi Gamble That Could Change Everything
Το Neuromancer του Apple TV+ βασίζεται στο εμβληματικό cyberpunk μυθιστόρημα του William Gibson. Με dual-world setting (Sprawl + matrix cyberspace), fast-paced noir storytelling και cast με Callum Turner και Briana Middleton, η σειρά φιλοδοξεί να γίνει η κορυφαία sci-fi παραγωγή της πλατφόρμας.