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…
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#,…
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…
Every recruitment site performs the same little confidence trick: Please upload your CV. Splendid. Now type your CV into these boxes. Name. Email. Phone. GitHub. Current employer. Describe your leadership. Do you need sponsorship? What salary do you want?…
Yes, I'm getting on the Jev bandwagon. I wanted to see how far I could get using it to build a behavioural spam-blocking proxy in .NET Core. Something that looks at mail in both directions: what arrives in your inbox, and what leaves an account that might have…
A résumé should work like a scientific paper: human-written prose for communication, machine-readable structure for discovery, and references that connect claims to evidence. As I once more hunt for my next paying gig (LinkedIn), I again face my nemesis:…