Don’t Rent the Cloud: Own Your Infrastructure Instead
Public cloud is convenient—until bills spike and exiting becomes painful. Here’s when and how owning infrastructure (on‑prem, dedicated, private) can win on cost, performance, and control.
ReadJournal · one note per week
What we learn while building.
Raw notes on AI in production, real agentic systems, and what actually works for the startups we work with.
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Claude Opus 4.6: the model that makes agents actually useful
Opus 4.6 levels up: stronger coding, longer-running agents, a 1M-token context beta, and SOTA benchmark results. Here’s what it practically changes for your business.
ReadCompany as Code: Run Your Business Like a Git Repo
What if your company wasn’t a pile of docs but a versioned, testable, automatable system? Company as Code turns org structure and policies into “code” for speed, auditability, and execution.
ReadVoxtral Transcribe 2: Real-Time Transcription That’s Actually Useful
Mistral’s Voxtral Transcribe 2 brings precise diarization, word-level timestamps, and sub-200ms streaming latency. Open weights (Apache 2.0) plus aggressive pricing makes voice workflows finally scalable.
ReadAI Is Killing B2B SaaS (and That’s Good News)
Seat-based SaaS is getting crushed by vibe coding and AI agents. Here’s what breaks, what survives, and how to build a winning B2B offer in 2026.
ReadWhy Microsoft Copilot Is Struggling (and What It Means for You)
Microsoft has poured tens of billions into Copilot… for a paid adoption rate of roughly 3%. Security incidents, clunky UX, unclear ROI: let’s unpack what’s going wrong and what you should learn from it for your own business.
ReadX Raided in France, UK Probes Grok: The Real Signal for Builders
Paris raids and a UK ICO probe put X and Grok under pressure. This isn’t FUD—it’s a turning point for generative AI, deepfakes, and product compliance that builders can’t ignore.
ReadQwen3-Coder-Next: the open-weight model built for coding agents
Qwen3-Coder-Next ships with 256k context and an ultra-sparse MoE (80B total, ~3B active). The goal: reliable, fast coding agents you can run locally with open weights.
ReadWe’re Causing a Knowledge Collapse (and AI Will Pay the Price)
Stack Overflow is collapsing, answers are going private via AI, and the web is filling with synthetic content. Result: less verifiable knowledge and more confident mistakes. Here’s how to reverse it.
ReadShall we look at your project together?
30 minutes, free. You leave with three concrete actions, even if we don’t work together.