Signal and Stories

When tech giant narratives push stories about rogue AI agents hacking platforms and threatening human existence, it is easy to mistake wasteful brute-force search loops for genuine superintelligence. Behind the sensational headlines lies a much simpler technical reality: models trained for persistence will break rules, spam local systems, and hit every red light just to reach a benchmark goal.

With over 15 years in natural language processing (spanning foundational academic research to serving as a Principal AI Expert at a major German enterprise), Maria Sukhareva launched The AI Realist to cut through industry hype. With her LinkedIn profile...

When Max Buckley was abruptly fired from a $250M-funded AI startup while on holiday in Korea, he didn't just lose his job. He watched an entire remote office equipped with top-tier hardware get shut down overnight without warning.

Instead of slowing down, the former Google engineer turned his termination into a six-week whirlwind, securing a book deal with O'Reilly, bootstrapping an edge-AI robotics startup, and receiving over 600 VC pitches the second he flipped his status to "stealth".

In this episode, we sit down with Max to look at what actually happens inside hyper-funded AI startups...

When Ben Lau rose to Junior Partner after a decade at McKinsey, he realized a fundamental tension in corporate consulting: selling high-priced strategic slide decks was becoming increasingly detached from hands-on technical execution. Instead of remaining in comfortable upper-tier management, he made a radical choice to reset his career—taking on a coding challenge that landed him as a Forward Deployed Engineer at Cognition, the $26B startup behind Devin. In this episode, we sit down with Ben to look at the seismic shift transforming software engineering and enterprise strategy: We break down a lot of fascinating tech and stories: ◼️ McKinsey To AI...

NVIDIA currently charges the entire tech industry a massive 60%* profit margin on AI chips. But behind closed doors, their software monopoly is starting to slip as new AI agents make it easy to run alternative hardware. Growing up in Mexico, Emilio Andere realized early on that local opportunities in deep tech were heavily limited, prompting a move to the US to study mathematics and publish ML security research at NeurIPS. Now, he is the co-founder and CEO of Wafer, a YC and Jeff Dean-backed startup automating low-level kernel engineering to actively erode the CUDA moat and build a future of...

When Devansh Devansh was part of a small team that beat Apple at detecting Parkinson’s disease using real-time voice calls, he learned a frustrating lesson about big tech: internal corporate politics can easily buy up a breakthrough algorithm and bury it. Years later, after building a massive following on his Substack, AI Made Simple, he made a radical choice. Instead of chasing a cozy role at a major AI lab, he chose to open-source his research and build a decentralized community called the Chocolate Milk Cult. His reasoning? Big tech companies have become too risk-averse, with researchers more focused on...

What is it like to work at a cutting-edge AI startup? AI Researcher BORIS MEINARDUS and Google-engineer-turned-startup-Head-of-AI MAX BUCKLEY go behind the scenes of the AI industry — from startup towers in the valley to packed poster sessions in Rio, and what it actually takes to stand out when there are 400+ applicants for two open roles. Max Buckley, a Senior Machine Learning Engineer at Google with over 12 years of experience, has now transitioned to leading the Zurich office of Exa, a multi-million-dollar, YC-backed AI startup. He shares behind-the-scenes insights into what it is like to lead such a startup, which involves tr...

Google Senior ML Engineer MAX BUCKLEY and AI Researcher BORIS MEINARDUS expose why being a "top contributor" on your team won't save your career, how to break free from the "hand-holding" trap of big tech, and the high-agency playbook for taking total ownership of your professional trajectory in the age of AI. Max Buckley is a Senior Machine Learning Engineer at Google with over 12 years of experience who has now transitioned to leading the Zurich office of a multi-million-dollar, YC-backed AI startup. Having navigated 10 different roles within the tech giant, Max has developed a reputation for identifying the "signals" of...

AMP founding engineer NIKOLAY GEROLD reveals the "unsolved problem" of autonomous code deployments, why AMP is the PORSCHE OF CODING AGENTS, and the high-risk future of open-source personal assistants with unrestricted access to your entire life. Nikolay Gerold is a German developer and the Founding Engineer at Amp, a frontier AI startup building a high-performance coding agent that competes with popular tools like Claude Code. With years of experience in applied AI, he is currently pioneering the infrastructure that allows agents to move beyond "vibe coding" and into autonomous system architecture. He explains: ◼️ Why Amp is the "Porsche" of coding agen...

Google ML Engineer MAX BUCKLEY and AI Researcher BORIS MEINARDUS reveal how to ENGINEER LUCK in the AI industry, why striving for top LLM labs is a career trap for new grads, and the high-agency framework they used to land jobs at Google and frontier startups.