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The article discusses the need for isolated environments, like Docker Sandboxes, to safely run AI coding agents, highlighting risks of agent autonomy on developer machines.

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Agent benchmarks must evolve to measure entire workflows, as modern workloads involve complex, multi-turn interactions with tools, beyond simple chatbot exchanges.

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GitHub's migration of Copilot code review to shared tools initially worsened performance. Rewriting instructions improved accuracy and reduced costs by 20%.

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Microsoft data reveals that newer AI models with lower per-token costs can end up more expensive due to higher token consumption, challenging assumptions about upgrades.

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We just shipped the first version of Tessl Academy, a hands-on curriculum for building, evaluating, and running skills for coding agents. It's early. Two courses are up — Skill Foundations and Tuni...

Article
AI coding agents often repeat mistakes due to lack of systematic updates. Tessl Agent automates error detection and task optimization to improve efficiency.
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Your 2-min weekly roundup of AI dev news, tools, curated content and events.
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Inside the Dark Factory: AI That Ships Code Solo
Tessl's AI engineering lead reveals 95% of their code has never been reviewed by a human, and the Dark Factory behind it ships through entire weekends. Here is how they built enough trust to let it run.
28 Jul 2026 · 58 min 37 sec · with Rob Willoughby

76 Malicious AI Skills Were Hiding in Plain Sight
One Snyk developer's skill quietly handed a coding agent production credentials. Krzysztof Huszcza breaks down the ToxicSkills research that found 76 malicious agent skills, and how Tessl and Snyk are closing the gap.
23 Jul 2026 · 32 min 14 sec · with Krzysztof Huszcza

Why This Company Won't Let AI Agents Touch Bash
What happens when an engineer decides an AI agent with unrestricted access is "a disaster waiting to happen"?
21 Jul 2026 · 01 h 06 min

Patrick Debois Maps the Patterns of AI-Native Dev
The godfather of DevOps is back with a map of where AI-native development is actually heading.
14 Jul 2026 · 47 min 20 sec · with Patrick Debois
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