Raw notes on AI in production, real agentic systems, and what actually works for the startups we work with.
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Anthropic unleashed 16 Opus 4.6 agents on a Rust C compiler. 100k LOC, Linux 6.9 builds, ~$20k cost. Here’s what it really means for autonomous software—and your ops automation.
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.
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.
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.
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.
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.
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.
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.
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.