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📰 Dev.to · pponali

5 articles · Updated every 3 hours · View all reads

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Scoring AI Agents: Deterministic Metrics + an LLM Judge
Dev.to · pponali 1w ago
Scoring AI Agents: Deterministic Metrics + an LLM Judge
I run a lot of small autonomous agents — backend, frontend, mobile, devops, monitoring tiers, each...
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I shipped my first agentic workflow on GitHub Actions — 4 AI reviewers on every PR
Dev.to · pponali 1mo ago
I shipped my first agentic workflow on GitHub Actions — 4 AI reviewers on every PR
I run Khetisahayak — a small agritech app — solo. Every PR I open has nobody to review it but me, and...
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Stop Wrestling with Merge Conflicts: Automate the Whole Workflow
Dev.to · pponali 1mo ago
Stop Wrestling with Merge Conflicts: Automate the Whole Workflow
It's 4:47 PM on a Friday. You've been coding all week on a feature you're proud of. You open a PR,...
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Circuit Breakers Under Stress: Anatomy of a Payment Cascade
Dev.to · pponali 1mo ago
Circuit Breakers Under Stress: Anatomy of a Payment Cascade
A flash sale hit us at 10x baseline RPS. Within four minutes, our Payment Service circuit breaker...
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After the Skill Vault: 3 More Hidden Token Sinks in Claude Code
Dev.to · pponali 1mo ago
After the Skill Vault: 3 More Hidden Token Sinks in Claude Code
After cutting Claude Code tokens by 96% with the Skill Vault, I went looking for what was still eating tokens. Three more sinks, ~5K saved per session, zero cap
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