ECI Software Solutions · TS, India
Skills: TypeScript, Python, SQL, Docker
The Builder-3 Profile
You are a systems engineer for non-deterministic systems. You are comfortable saying "no, not yet" to a working demo, and you can say exactly what would change your mind.
1. Core DNA (shared foundation, at lead altitude)
AI-Native Workflow. You don't just use AI tools fast — you set the squad's bar for what "fast and safe" looks like, and you remove the bottleneck when someone hits one. Agentic Architecture. You still build end-to-end agents yourself, and you do. But your leverage comes from designing the state management, tool interfaces and failure semantics that everyone else builds inside. Legacy-to-Modern Sequencing. You decide which legacy modules get modernized first, based on blast radius, data gravity and how cheaply success can be measured — not on which one looks most fun. Measured Reliability. You define what "reliable enough" means for each workflow: acceptance thresholds, regression suites, human-in-the-loop checkpoints, rollback paths. You know that "100% accurate" is a marketing phrase, and that the engineering version is a measured error rate with a defined containment strategy.
2. The Three Things You Own
a) The Guardrail Layer Input and output validation, tool-permission scoping, financial and PII data handling, sandboxed execution, human approval gates on irreversible actions, kill switches, blast-radius containment. You assume the agent will eventually do the wrong thing, and you design so that it costs us a log line instead of a General Ledger.
b) The Eval Framework Golden datasets built from real ERP edge cases. Offline evals in CI as a merge gate, online evals in production. LLM-as-judge calibrated against human labels — and you know when that calibration has drifted. Regression detection when a model version, prompt or retrieval index changes underneath you. You move the squad from "prompt vibes" to a number that can fail a build.
c) The Cost & Performance Envelope Model routing, caching, context …truncated… xist for each. 12…
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