GoKawiil
Tech News
Autonomous Technologies Group, a Y Combinator-backed AI lab building frontier reasoning systems for financial markets, has posted openings for engineers via its careers page. The company's flagship product, Autonomous, is described as an agentic wealth strategist that applies these AI systems to personal finance and investing.
Advances in AI tools like Cursor and Claude Code have automated much of the routine work of writing code, allowing agents to generate pipelines, tests, and API integrations from plain-language prompts. As a result, the role of software engineers is shifting away from producing logic themselves and toward defining the guardrails, intent, and system constraints that keep AI-generated work coherent and correct.
Tim Cook is completing his final day as Apple's chief executive after 15 years in the role, with John Ternus set to officially become CEO the next day. Cook will transition to executive chairman of Apple's board, continuing to manage the company's relationships with President Trump and the Chinese government while supporting Ternus in other areas as needed.
The developer behind the ImHex hex editor wrote a tutorial demonstrating how to reverse-engineer an undocumented binary file format, using the 2012 game FEZ's save file as the example. The walkthrough shows how to move from raw hex bytes to a complete structure definition written in ImHex's Pattern Language, a feature available on the free, open-source, cross-platform tool.
A software engineer describes how LLM coding assistants perform well on new, small projects but degrade sharply on older codebases burdened with technical debt and inconsistent naming conventions. The core problem, he argues, isn't the AI model itself but that legacy systems lack a clear, shared vocabulary for concepts, forcing the model to guess and often introduce duplicate or wrong abstractions. He proposes incrementally building clarity into codebases—using domain-driven design principles—so AI agents have unambiguous context to work from.
A veteran engineering manager with over 13 years in the industry argues that the tech world's obsession with AI tools is overshadowing a more fundamental driver of productivity: workplace culture. Drawing on personal experience with both toxic and healthy team environments, the author contends that AI adoption alone cannot fix dysfunction like interdepartmental blame or poor collaboration. The piece warns against narratives suggesting fewer engineers are needed simply because AI makes building software easier.
Attimet, a small research lab backed by Y Combinator's Fall 2024 batch, is hiring engineers and researchers to build LLM-powered agent systems and the infrastructure around them, including tools, memory, evaluation and orchestration layers. The founding team, with backgrounds from firms like Optiver, DRW and Argo AI, is looking for people who can work directly with founders and take end-to-end ownership of projects.
A free set of runnable Colab notebooks called AI Engineer Notebooks has been released to teach applied LLM engineering skills like RAG, agents, evals, fine-tuning, and serving. The curriculum deliberately avoids frameworks like LangChain or LlamaIndex, instead having learners build agent loops and retrieval pipelines from raw API calls using the free Groq API. Two GPU-heavy topics, LoRA fine-tuning and self-hosted serving, include optional appendices tested on Colab's free T4 GPU.
Michele Spagnuolo, the Google engineer charged with insider trading over Polymarket wagers, has filed a motion to dismiss the case. His attorneys don't dispute he profited using internal Google information, but argue his bets—including one on singer D4vd becoming Google's most-searched person of 2025—were unregulated gambling, not financial instruments covered by the Commodities Exchange Act.
A writer describes taking a psychiatrist-recommended online ADHD test that resembled an old Flash game, requiring him to press spacebar whenever a card with three red hearts appeared amid mounting visual and audio distractions. Curious about how the test worked, he used browser DevTools to capture the page's source code and network requests during the exam.
Josh Mackanic, a former Pacific Gas and Electric engineer, founded CivilGrid in 2020 after experiencing costly delays caused by unknown buried pipes during excavation projects. The startup aggregates data on utility lines, property ownership, and environmental regulations into a unified underground mapping platform, and has now raised a $26 million Series A led by Spark Capital, with participation from Afore, A*, Ford Street Ventures, SNR, and Energy Impact Partners.
A software engineering commentary distinguishes between writing code—translating ideas into executable instructions, a task AI handles well—and building software, which involves deciding what instructions should exist, how systems interact, and which tradeoffs and constraints matter. The piece uses an example of processing incoming events to show that architectural decisions like consistency, retries, and ordering have little to do with syntax or programming language choice.