This is the next instalment in both the StyloAgent and GEPA article series. It continues The StyloAgent Workflow, Part 2 and Evolving Decision Policies with GEPA and Decision Models, bringing persistent agent coordination and evaluated policy evolution…
In the previous part, we checked whether generated prose contains an answer and whether evidence supports its claims. We kept those checks separate from whether the answer reads well. Now suppose those checks keep finding the same mistakes: assistance becomes…
How do we check that generated prose contains the right information, rather than merely sounding like a good answer? Ask an agent for a refund status when the authoritative tool says pending. “Your refund is complete” answers the question but contradicts the…
lucidRESUME needs to turn one complete career transcript into distinct, credible résumés. Select an applied-AI job: foreground agent architecture, evaluation and tool controls. Select a database job: foreground queries and performance. An early version found…
The first form extracts perfectly. Then the address moves, the label changes, or the next document calls it something else. We add another rule. This series explores how to retain what those exceptions teach us: the structure we want, the evidence that…
In Part 1, I suggested a fairly simple approach to interviewing developers: prepare properly, make the process clear, and let candidates discuss code they understand. Then explore the decisions behind it. I'm now researching how parts of that process could be…
In the first StyloMail article, I used Jev to ask specific questions about email and get typed, probabilistic answers back. Nimble, from Bespoke Labs, brings that technique to a model I can host myself through Ollama. From C#, I can send the same kind of state…
Bit of an odd one today; thought I'd share how I spec new work. The text below is NOT an article, it's a research paper which I'll convert to a spec. I spent about 3 days so far on the idea. See Part 1 for how this started. Part 2 covers using Nimble from C#,…
Scott Galloway | Hands-on Engineering Leader | Principal Engineer | Systems Architect | AI Systems Engineer I build systems, and I lead the people who build them. Across more than 30 years in software, I have worked as a developer, architect, engineering lead,…
I asked lucidRESUME for an Engineering Lead résumé. It produced two pages covering six relevant roles, two recent projects and the skills which mattered to the target. The prose was the prose I had already reviewed. Twenty-eight inline links connected the…