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<div style="display: none; max-height: 0px; overflow: hidden;">The AI in Elden Ring relies on a simple design that uses a stack-based goal management system, allowing for dynamic and hierarchical state execution </div>
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<h1><strong> TLDR Dev <span id="date">2026-06-24</span></strong></h1>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fnega.tv%2Fposts%2Flow-tech-ai-of-elden-ring.html%3Futm_source=tldrdev/1/0100019ef96b40e3-7117c343-ece3-4f6d-8643-11c80084cc16-000000/UjIzplhwhmCValzE8Xdh2KMbiII2EqLLAXIO_nMrzYw=452">
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<strong>The Low-Tech AI Of Elden Ring (14 minute read)</strong>
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The AI in Elden Ring relies on a simple design that uses a stack-based goal management system, allowing for dynamic and hierarchical state execution. Each actor uses "Goals," which can adapt based on context and randomness, enabling complex behavior without a convoluted structure. This approach is different from more traditional AI frameworks like Behavior Trees, with a straightforward mechanism for action selection and state transitions during gameplay.
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<strong>Hidden Technical Debt of AI Systems: Agent Harness (29 minute read)</strong>
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Building agentic products involves creating harness code that manages the interaction between AI models and various environments. However, much of this harness work is expected to become obsolete with advancements in AI model capabilities, leading teams to face technical debt if they treat their harness as a permanent solution. The production and training harnesses should be designed with distinct purposes in mind, where the production harness is constraining for safe operation, while the training harness allows for exploration and learning.
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<strong>An Ex-Meta L8's Agentic Engineering Setup (22 minute read)</strong>
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After years of experience driving agent adoption in engineering organizations, switching to a solo approach has improved productivity for this engineer. The transformation came from a messy but insightful process of refining workflows and embracing agents, ultimately allowing for less hands-on coding and more strategic management of the development process. This includes having a clear planning structure, using voice input, and using custom tools to remove friction and enabling parallel task management.
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<strong>The Coming Loop (14 minute read)</strong>
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Recent advancements in coding automation show a shift towards increasingly complex "loops" that extend the functionality of coding agents. While this method has benefits for tasks like code porting and performance exploration, there are concerns about how hands-off approaches may lead to less comprehensible and maintainable code.
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<strong>Building in the Age of Collaborative Coding (9 minute read)</strong>
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Coding agents have gotten good enough that writing code is nearly free, and teams run many agents in parallel, which makes human review the real bottleneck. Bolting AI onto old handoff-heavy waterfall workflows keeps delivery flat. The fix is a “collaborative coding” model where the whole team (PM, design, and QA) works with agents directly and in parallel, validation moves earlier so the final PR review is just about the code.
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<strong>One CLI for code & runtime agent analysis, in your IDE, CI, or prod (Sponsor)</strong>
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AI agents fail in ways unit tests can't catch: broken tool calls, prompt injections, missing guardrails. Flint AI catches them. Run <code>flintai scan</code> to audit your code, <code>flintai eval</code> to test runtime behavior. Works with Claude Agents SDK, LangGraph, and CrewAI. Free and open-source, <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.flintai.dev%2Fgithub%3Futm_source=TLDRdev%26utm_medium=Newsletter%26utm_campaign=Secondary06242026/1/0100019ef96b40e3-7117c343-ece3-4f6d-8643-11c80084cc16-000000/qt6fWLNagiGRSyLLsRwegVjgYZ25OoYdbmKjWfmTtSU=452" rel="noopener noreferrer nofollow" target="_blank"><span>available now on GitHub</span></a>. <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.flintai.dev%2Fplatform%3Futm_source=TLDRdev%26utm_medium=Newsletter%26utm_campaign=Secondary06242026/1/0100019ef96b40e3-7117c343-ece3-4f6d-8643-11c80084cc16-000000/GCSUphj9Ykyf2AiFvv2PFjBPmTMPIcuRlsYemTDcTrw=452" rel="noopener noreferrer nofollow" target="_blank"><span>Join the waitlist</span></a> for the self-serve platform.
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<strong>Daybreak: Tools for securing every organization in the world (13 minute read)</strong>
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New tools and initiatives are being introduced to improve cybersecurity, focusing on automating vulnerability patching and improving collaboration among industry stakeholders. Key developments include the launch of the Codex Security plugin for accelerated vulnerability discovery and patch generation, as well as the full release of the advanced GPT-5.5-Cyber model to assist defenders in managing and securing software systems.
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Hunk is a terminal diff viewer tailored for agent-authored changesets that emphasizes a review-first approach, with features like multi-file review streams and inline AI annotations. It integrates with Git and supports various systems, allowing users to automate feedback sessions with agents through a specialized skill file.
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Mistral OCR 4 features advanced capabilities such as bounding boxes, block classification, and inline confidence scores. The model has better performance compared to other leading systems, with high accuracy while being compact enough for self-hosted deployments.
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<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
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Mythos is a security tool believed to be amazing at finding vulnerabilities, but there's skepticism about the validity of its claims and operational costs that may limit broader access. Therefore, a benchmarking project was launched to test whether other AI models could match Mythos's performance in identifying security bugs, using a collection of confirmed vulnerabilities it had previously found. Preliminary results show that, while some models performed surprisingly well, none consistently outperformed Mythos.
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Recent evaluations of advanced AI models, including Claude Fable 5, Opus 4.8, and GPT-5.5, show improvements in their ability to improve a fixed base model through post-training tasks like FrogsGame. Important advancements include better data quality generation, effective strategies for reinforcement learning, and the ability to calibrate self-evaluations, with Fable 5 being the best by producing high-quality training traces and effectively using time.
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<strong>Fired by Google for creating the Google workspace CLI (6 minute read)</strong>
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After being fired from Google for creating a viral Google Workspace CLI that had significant attention and usage, the creator reflects on the conflict between innovation and corporate fear of disruption, as well as his gratitude for his experiences and support during his nearly seven-year tenure at the company.
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Claude Tag is a new collaborative tool integrated into Slack, allowing teams to easily delegate tasks to an AI that learns from its interactions and works asynchronously alongside team members.
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<strong>Vulnerability Reports Are Not Special Anymore (6 minute read)</strong>
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As of 2026, vulnerability reports are no longer considered special due to advancements in LLMs that can identify security issues similarly to human researchers.
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Unsloth Studio is a web UI for local AI that allows users to run advanced AI models, such as the GLM-5.2, efficiently on various operating systems while providing features like model downloading, parameter tuning, and fast inference capabilities.
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