Forward-Deployed Engineer Economics 2.0: The Unit Economics Math, Six Months Later

Six months after initial analysis, FDE economics reveal profitability at scale but challenges at lower levels, impacting enterprise AI deployment strategies.

Data processing agreement tracker for micro SaaS teams

A new DPA tracker designed for founder-led micro SaaS teams aims to streamline vendor and customer data paperwork, addressing a key operational gap.

The Coding Singularity Is Real — and Steeper Than Clark Presented

Recent data confirms AI’s rapid coding capabilities and the emergence of a recursive self-improvement loop, indicating an imminent technological singularity.

Software engineering. The canonical case.

Empirical data shows junior developer roles declined 40%, while senior engineers benefit from augmentation. The sector reveals a bifurcated impact of AI.

Mistral. The fourth path.

Mistral has raised over $830M, achieved $400M ARR, and trained its latest model, establishing itself as Europe’s leading commercial AI firm, despite performance gaps.

Minerva. The opposite path.

Italy’s Minerva project trained from scratch on 2.5 trillion tokens but scored only 4.9% on Italian academic tests, raising questions about scale and investment.

AMÁLIA · The Three Hard Questions.

Portugal’s €5.5M AMÁLIA LLM is operational and outperforms many models, but critical questions about openness, native data, and goals remain unanswered.

Fair-value appraisals for used GPUs and AI hardware

Developers are testing a manual valuation tool to establish fair market prices for used GPUs and AI servers, aiming to reduce pricing disputes in secondary markets.

Board packet generator for HOA managers

A new board packet generator for HOA managers is in testing, aiming to streamline monthly meeting preparations and improve transparency for small associations.

The New Personal Agent Layer

A new personal agent layer has been introduced, enabling persistent, action-oriented AI agents across digital environments. This development marks a shift in AI capabilities.