
Why learning AI agents still wins promotions…
Dharmesh Shah argues agent skills are the next career moat. After shipping agents for clients, I agree on the skill gap, but the bar is workflow design, not another chat subscription.
Notes from the trenches on AI engineering, LLM apps, and the full-stack work that holds it all together.

Dharmesh Shah argues agent skills are the next career moat. After shipping agents for clients, I agree on the skill gap, but the bar is workflow design, not another chat subscription.

The July 2026 commitment funds Amii, Mila, Vector, CHEO, CAMH, Université Laval, U of T, and U of Saskatchewan with no-strings Claude API credits plus startup program access for affiliated founders.

Anthropic's August 2026 CHIVE pipeline found activation oracles, NL autoencoders, and sparse autoencoders gave zero uplift over transcript-only predictors on wild LLM behaviors. Here is what that means for production debugging.

Anthropic GA'd computer_toolset_20260801 with multi-action turns, browser use, Skills API, and Files API. Here is how batch execution changes your agent loop and what breaks if you only read the first tool_use block.

Anthropic opened Mythos 5-powered GitHub scans to all Claude Enterprise customers in August 2026. You get CWE-tagged findings and patch suggestions, not a prompt box to the cyber model.

Bloomberg says Apple eliminated more than 200 roles across Vision Pro gaming, Immersive Video, Siri, and Intelligent Systems Experience as Siri AI and smart glasses take priority. Vision Pro stays, but the org chart is shifting fast.

The M6 Mac mini starts at $899 with up to 4x faster on-device AI than M4, 64GB unified memory on M5 Pro, and Thunderbolt clustering for larger local models. Apple is finally naming the use case developers already bought it for.

A no-lost-lead architecture for B2B teams: ingest every form, chat, and WhatsApp inquiry, score it, route it in HubSpot, GoHighLevel, or Salesforce, then run chase sequences that stop when a human takes over.