Jev Doesn't Talk, It Decides: TypeSafe's Model for Healthcare, Logistics and Your Backend
TypeSafe's Jev returns decisions, not text. How it works, what it costs, which benchmark claims hold up, and use cases from healthcare triage to logistics.
Mangesh Bide
Software Engineer — Backend & Applied AI
House Works Technology · Remote (India)
I ship backend and AI systems end to end — from the data model to the infra they run on. By day that's Django, PostgreSQL, and AWS on a production healthcare product; on my own time I take FastAPI services, RAG pipelines, and tool-calling agents from idea to a live URL.
GitHub Activity
Latest Writing
Cloudflare Bought My Framework, So I Audited My Whole Stack
Cloudflare acquired Astro in January 2026. My site is Astro on GitHub Pages, behind Cloudflare DNS, with a Cloudflare Worker running its AI chat. An audit of what the acquisition and Astro 6 actually change for a real site, and why I'm not migrating yet.
My Claude Code Setup: Rule Files, Memory Plugins, and Two Personalities
A tour of my actual Claude Code configuration: layered CLAUDE.md rule files, a lazy-senior-dev mode called ponytail, a token-saving caveman mode, persistent memory plugins, and the skills that enforce discipline. With honest notes on what actually matters.
Selected Work
Mira
Mira
Browser-based voice agent (Tavus CVI) backed by a FastAPI service that runs seven tool-calling booking functions, persists transcripts, and writes an LLM call summary.
FastAPI Python Tavus CVI
+4
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Fieldnotes
Fieldnotes
LLM pipeline that scores a job posting against your resume and returns an APPLY / CONSIDER / SKIP verdict with evidence — shipping both a deterministic DAG and an agentic planner→executor→synthesizer flow over the same steps.
FastAPI Python Gemini
+3
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HIPAA Guardian
HIPAA Guardian
PHI/PII detection engine that scans code, logs, and API responses for the 18 HIPAA Safe Harbor identifiers — built to catch leaks in developer artifacts before they ship.
Python HIPAA / PHI Static Analysis
+2
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What I work with
Backend & APIs
Python, Django, FastAPI, and PostgreSQL — auth, data modeling, and APIs built to hold up in production.
Applied AI & Agents
LLM applications, RAG pipelines, and tool-calling agents — wiring models into products that do real work.
Infrastructure & Cloud
Terraform and Docker on AWS, plus a k3s homelab on OCI — reproducible infra and CI/CD from zero.
Why this site exists
I learn things by building the smallest version that actually runs, then writing down what broke. This site is where both halves end up — the projects and the post-mortems. If it saves you an afternoon, even better.
Playground
Not everything needs to be a product. These run in your browser right now.
The Wall
A shared 64x64 canvas. One pixel per visitor every ten minutes.
Earth Observatory
A 3D globe of live wildfires and storms, straight from NASA’s EONET feed.
Terminal
This whole site behind a command line. Type help.