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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.

Article
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.

Article
Explore how context is managed in multi-agent systems, focusing on Microsoft's use of the A2A protocol to maintain coherent communication across independent AI agents.
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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

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

Inside Anthropic: How Claude Tag Is Changing Agentic Work
Anthropic's Lamis Mukta sits down with Simon Maple to explain Claude Tag, the AI teammate now writing the majority of Anthropic's own product code.
7 Jul 2026 · 57 min 28 sec · with Lamis Mukta

The Tessl Agent: Build Your Software Factory on Autopilot
Dru Knox, Head of Product at Tessl, joins the AI Native Dev to introduce the Tessl agent — and to explain why the best thing an agent can do is eventually make itself invisible.
30 Jun 2026 · 53 min 16 sec · with Dru Knox

Why Agents Are Forcing Enterprises to Finally Fix Their Dev Process
Most enterprises say they're adopting AI coding. What they're actually doing is installing tools and hoping for the best — and the agents are exposing every process shortcut they never fixed when humans were doing the work.
25 Jun 2026 · 01 h 00 min · with Patrick Debois
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