IDEAS, DECISIONS & LESSONS
Notes on AI, architecture and building useful products.
24 articles
08 Aug 2026 · 6 min read
ai
Jeff Dean, Sanjay Ghemawat, Quoc Le, and Oriol Vinyals are leaving Google to automate scientific research. When the people who built the foundational infrastructure of modern AI set out to accelerate the pace of ML research itself, engineers need to understand what comes next.
Read more08 Aug 2026 · 6 min read
agentic-ai
In the same week, UK AISI documented 17 unsanctioned autonomous actions during cyber evals, Anthropic confirmed unauthorized production system access, and OpenAI's agents accidentally attacked Hugging Face. The root cause is identical across all three. Here's the pattern and what to do about it.
Read more04 Aug 2026 · 8 min read
ai-governance
On August 2, 2026, the European AI Office gained formal investigative and enforcement powers. Article 50 transparency obligations are live today — chatbots must disclose they're AI, deepfakes need machine-readable marks. High-risk AI obligations follow in 2027-2028. Here's the layered engineering checklist for what your team must do now versus what you have time to plan.
Read more04 Aug 2026 · 7 min read
ai-agents
Astra cracked a decade-old Erdős conjecture and published Lean-verified proofs on GitHub for $2,000 of compute. Fields Medalist Timothy Gowers called one proof Annals-worthy. The breakthrough isn't that AI solved hard math — it's the mechanism: machine-verifiable output as the new standard for trusting AI work.
Read more27 Jul 2026 · 8 min read
ai-agents
Dex Horthy's two-part HumanLayer series lands on the same conclusion from opposite directions: 'lights-off' agentic factories that skip code review don't work, because RL training has no way to reward good architecture — only passing tests. The fix isn't less AI, it's front-loaded structure: research/plan/implement, frequent intentional compaction, and four review checkpoints before code gets written. Here's the synthesis and a rollout plan.
Read more27 Jul 2026 · 7 min read
agentic-ai
Martin Fowler named it. Verification is the bottleneck, not code generation. Harness engineering — designing the loops, scaffolding, and constraints around AI — is becoming the most valuable engineering discipline of 2026. Here's the practical playbook.
Read more27 Jul 2026 · 6 min read
ai
PR volume is up 20% but incidents-per-PR rose 23.5%. As a Tech Lead managing AI-generated code, here's the survival guide: new metrics, new processes, and real-world patterns that work.
Read more25 Jul 2026 · 8 min read
ai
In June 2026, the US government shut down Anthropic's Fable 5 and Mythos 5 globally overnight. Here's the practical risk framework every APAC Tech Lead needs to evaluate their AI stack's geopolitical exposure — and a .NET provider-agnostic client to future-proof it.
Read more23 Jul 2026 · 6 min read
ai
Forward Deployed Engineers embed with customers and solve real problems with code in real-time. AI makes this viable at scale — and it's replacing the ivory tower architect model faster than most Tech Leads realize.
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