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…
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?…
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:…
Part 1 was the shape of the thing. This part is what it does. A model only earns its keep under real work : dropping the fleet on a codebase it has never seen, pushing one change across repositories, and keeping a decision trail that survives a restart. This…
This is Part 1 of two : the problem and the StyloAgent model. Part 2 : The Workflow in Practice applies it. Code generation stopped being the problem a while ago. The models write good code. They follow the conventions in the file they are editing, and if you…
Deep Research without Deep Pockets. When "Deep Research" landed in the premium AI tools, I was curious: what is this, actually? So I pulled it apart. And once I understood the architecture, I realised I'd already built most of it. DoomSummarizer leverages a…