AI Engineering // Security // Governance

AI systems in practice

Engineering notes and curated references on AI systems, prompt injection, agent behavior, responsible AI, governance, and compliance.

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Calendar

Upcoming events

Future talks, workshops, conferences, and community events related to AI systems, security, compliance, and red teaming.

Featured Reading

Current material worth reading

Curated research, system cards, and technical write-ups that are useful for understanding how AI systems are being evaluated, attacked, governed, and deployed in practice.

AI Engineer World's Fair 2026 Day 2 Livestream video thumbnail Play video
AI Engineer YouTube June 25, 2026 video

AI Engineer World's Fair 2026 Day 2 Livestream

Live from San Francisco, AI Engineer World’s Fair 2026 continues with Day 2 of session programming from the main stage. Watch live for keynote sessions, main-stage programming, and more from World’s Fair 2026 as AI Engineer brings another full day of AI engineering content to viewers online. Event: AI Engineer World’s

AI Engineer World's Fair 2026 Day 3 Livestream video thumbnail Play video
AI Engineer YouTube June 25, 2026 video

AI Engineer World's Fair 2026 Day 3 Livestream

Live from San Francisco, AI Engineer World’s Fair 2026 wraps with the final day of main-stage programming. Watch live for keynote sessions, featured talks, and closing-day highlights from World’s Fair 2026 as AI Engineer streams the final day of the event online. Event: AI Engineer World’s Fair 2026 Date: Thursday, Jul

Latest Notes

New additions to the research library

Recent notes and references across prompt injection, agent security, evaluations, responsible AI, and adjacent AI work.

Don't Ship Skills Without Evals — Philipp Schmid, Google DeepMind video thumbnail Play video
AI Engineer YouTube July 14, 2026 video

Don't Ship Skills Without Evals — Philipp Schmid, Google DeepMind

There are thousands of agent skills. Almost none of them are tested. They get vibe-checked with two manual runs, maybe a thumbs-up from a colleague, then shipped. You wouldn't merge code without tests — so why are we shipping skills without evals? This talk covers the full lifecycle of building reliable agent skills: w

WTF Is the Context Layer? The Missing Infrastructure for Production Agents — Prukalpa Sankar video thumbnail Play video
AI Engineer YouTube July 14, 2026 video

WTF Is the Context Layer? The Missing Infrastructure for Production Agents — Prukalpa Sankar

In the last two years, models have gotten exponentially smarter. Two years ago they couldn't pass the bar. Today, top 1% of test scorers. And yet most agents still can't answer a simple business question correctly. You ship a demo that works. You deploy it. The business abandons it in a month. The missing variable is c

Forward Deployed Engineering at Cursor — Pauline Brunet video thumbnail Play video
AI Engineer YouTube July 14, 2026 video

Forward Deployed Engineering at Cursor — Pauline Brunet

# How Forward Deployed Engineering is done at Cursor **Location:** Forward Deployed Engineering / Room 2020 **When:** Day 2 - June 30, 2026 · 11:10am-11:30am ## Speakers ### Pauline Brunet VP, Forward Deployed Engineering · Cursor [LinkedIn](https://www.linkedin.com/in/pauline-brunet/) VP of Forward Deployed Engineerin

"The engineer of the future is the person who is able to choose what is worth doing." — Addy Osmani video thumbnail Play video
AI Engineer YouTube July 14, 2026 video

"The engineer of the future is the person who is able to choose what is worth doing." — Addy Osmani

For his closing keynote, Addy Osmani explores the evolving role of software engineers in the age of AI agents. He argues that as coding tasks become increasingly automated, the true value of an engineer shifts from mere code production to accountability, judgment, and system ownership. https://addyosmani.com/ https://x

Topic Coverage

Prompt engineering, AI compliance, agent security, and more

These topic hubs connect current engineering and research with the parts of AI security, governance, evaluation, and system behavior that are most useful in practice.

AI Red Teaming

Methods, case studies, and tooling for red teaming AI systems end to end.

Open topic
Prompt Engineering

Prompt design patterns, instruction hierarchy, and defensive prompt construction.

Open topic
Prompt Injection

Prompt injection attacks, mitigations, detection, and design patterns for safer AI applications.

Open topic
Agent Security

Controls and attack paths for browsing, tool use, memory, identity, and action-taking agents.

Open topic
Model Evaluation

Safety evaluations, system cards, preparedness, and security measurement for frontier models.

Open topic
AI Compliance

Responsible AI, governance, standards, and regulatory reference material for teams mapping AI systems to policy and operational controls.

Open topic
Adversarial ML

Adversarial machine learning attacks, taxonomies, and mitigations across the ML lifecycle.

Open topic
AI Engineering

Application architecture, developer workflow, tooling, and production patterns for building AI systems.

Open topic
Profile

Profile and contact

Focused on AI engineering, responsible AI, compliance, model behavior, and operational AI systems. Current work includes founding AI operational software for compliance and financial tracking.