Less hype. More operating reality.
AI is going to change businesses, teams and jobs faster than most people are ready for. This is my public notebook for making sense of it, building through it, and turning noise into useful systems.
Diary
Short notes, fresh observations and things I have noticed this week.
Go to Diary → Ideas / frameworks / signalInsights
Longer thinking, operator lessons, news interpretation and practical takes.
Go to Insights → Builds / experiments / workstreamsProjects
The bigger things being built in public, plus the journals attached to them.
Go to Projects → GitHub / tooling / what changedRepoWatch
Regular notes on GitHub changes, releases and repo signals that look commercially or operationally relevant.
Go to RepoWatch → Briefings / watchable versionsVideos
Short explainers, demos and spoken versions of the argument.
Go to Videos →AI agents need a workroom, not another chatbot
The most interesting AI product I saw this week was not a model.
The next AI risk is the context you connect
AI gets useful when it knows the context.
AI agents need a maintenance loop, not a launch day
Business owners are about to make the same mistake with AI agents that they made with websites.
Fast notes from the messy middle of AI adoption.
View all Diary posts →Frontier AI is becoming operating infrastructure.
Five signals from this week point in the same direction: access, security, compliance, agency economics and campaign infrastructure are now the real AI story.
Estonia is giving AI agents the missing piece: accountable identity
Estonia says it will move forward with official digital identities for AI agents, so delegated software can act with limited rights and a clear audit trail. This is agent infrastructure with legal consequences.
Accenture Song is pointing AI at the marketing spreadsheet
Ad Age reports that Accenture Song is launching Marketing Investment Navigator, using Amazon Ads data and agentic AI to analyse cross-channel media performance. The useful signal is measurement, not another dashboard.
Relevant GitHub changes worth paying attention to.
View all RepoWatch posts →llama.cpp adds EAGLE3-v3 speculative decoding support for GPT-OSS
A default-branch update adds the conversion and runtime plumbing needed to use NVIDIA's GPT-OSS EAGLE3-v3 draft model.
Unsloth adds durable Deep Research to its local AI Studio
A large default-branch update turns local-model research into a persistent, reviewable workflow with source controls, recovery and prompt-injection defences.
Ollama 0.32.4 fixes Qwen3 MoE decoding and sharpens Apple inference
The latest Ollama patch corrects mixed-quantisation Qwen3 MoE decoding, improves M5 Max throughput and expands MLX support for Laguna models.
Real workstreams, experiments and project journals.
View all Projects →Agents Trading Lab
A research journal on using agents to observe markets, reason about setups and test bounded trading workflows.
Research journal only. No financial advice. No live trading claims unless explicitly documented.
Web-based Ads Tool
A web-based tool for planning, generating, testing and learning from ad campaigns without turning the process into generic ad slop.
Cleo
A creative technology group helping brands move from rented attention to owned engagement.
Foundry
The implementation vehicle for Jason's AI, marketing and operating-system work.
Zenko
A protocol for purposeful engagement where attention becomes action, action creates value, and value funds real-world good.
Map the AI disruption inside your business before you buy another tool.
For serious owners, founders, marketers and operators: Foundry turns the diary’s public thinking into private diagnosis, implementation plans and working systems.