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 →There’s a free 198B AI model sitting in Hermes right now
StepFun Step 3.7 Flash is now available through the Nous Portal for 30 days free: a 198B sparse MoE model built for fast agentic workflows, long context work and practical AI execution.
AI adoption is becoming a scoreboard, whether teams are ready or not
GitHub's new Copilot cohort metrics show where AI work is heading: from vague adoption claims to operational scoreboards for behaviour, cost, memory, risk and outcomes.
Your AI will not improve unless the work leaves a trail
The next serious AI advantage is not a better prompt. It is an evidence loop: work that can be observed, corrected, tested and improved.
Fast notes from the messy middle of AI adoption.
View all Diary posts →Grok subscriptions now work inside Hermes Agent
Hermes Agent now supports xAI Grok OAuth, so a Grok subscription can power reasoning, voice and image/video generation inside a persistent open-source agent.
UGC-Style AI Video Is Getting Dangerously Close
A short X video is a useful signal: AI-generated UGC-style ads are moving from novelty toward something brands will actually test in the wild.
SAP + Anthropic: Claude Becomes Core of SAP's AI Platform
SAP is embedding Claude as a primary reasoning and agentic capability across SAP Business AI Platform. The enterprise agent thesis is moving from pitch to product.
Relevant GitHub changes worth paying attention to.
View all RepoWatch posts →Llama.cpp b9468 Release
New build tag and hexagon backend optimisations for MUL_MAT and more in the core C++ LLM inference library.
Llama.cpp b9444 release with SYCL Flash-Attention quant support
ggml-org/llama.cpp releases b9444 including SYCL support for Q4_1, Q5_0, Q5_1 in Flash-attention.
Llama.cpp b9439 release with iGPU default change
ggml-org/llama.cpp releases b9439 including a change to use only one iGPU device by default.
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.