
João Henrique Gouveia Sperandio
@joohenriquegouveiasp
I build production-grade agentic AI systems, secure execution infrastructure, and scalable distributed platforms.
What I'm looking for
At Adopt AI, I build agentic development infrastructure and own the security posture of the code-execution layer. I cut new-product onboarding from seven days to two or three hours by turning a recorded HAR file into a complete integration.
I re-architected sandbox infrastructure for long-running workloads, reduced cold starts from more than 90 seconds to near-instant, and designed distinct execution postures for SOC 2, LGPD, on-prem, and cloud environments. As an embedded engineer, I’ve delivered LLM-assisted forecasting and document-processing workflows for retail and CPA clients.
Previously at Perch Insights, I built multi-agent NLP pipelines that translate business questions into structured queries over client data. I introduced LangChain and LangSmith observability, hybrid PgVector retrieval, and release gates using 300+ real prompts and 400+ tests per client environment.
I began in full-stack and DevOps engineering, building Tickey’s ticketing platform at APPMOOVE to support 30,000 sales for a single event. Outside work, I’m building Aurora, an open-source privacy-first peer-to-peer AI assistant mesh using WebRTC, Rust, and WebAssembly as my MSc dissertation.
Experience
Work history, roles, and key accomplishments
Seven days down to two or three hours for new-product onboarding, through ABCD (Adopt Actions Built on Cursor), open-source agentic development infrastructure that turns one recorded HAR file into a complete integration: auth detection, API ingestion, schema mapping, generated workflows.
Schema inference now runs as a Mixture of Experts that classifies APIs from HAR recordings, with several exper
Six agents convert freeform business questions into structured queries against per-client data schemas: time resolution, measure and dimension matching, intent, sub-queries, sorting, filtering. GPT-4o-era models could not do it in one pass.
Retrieval moved from Pinecone to PgVector on Postgres, with naive top-K replaced by hybrid vector plus keyword search. Match quality on client measures and di
Threefold outreach throughput at 60% lower cost, through multichannel automation over LinkedIn and email using Dux-Soup, with per-campaign daily rate limiting and an integrated omni-chat tracking every conversation in one place. We ran it for the company and on behalf of client accounts.
83% fidelity to lead requirements came from sourcing and filtering with Snowflake against target-client profil
Fullstack and DevOps on Tickey, a live-updated ticketing and event management system serving salespeople, organizers and ticket buyers.
First place in organic Google results for local event searches, reached by building the ticketing e-commerce end to end and alone in Next.js and tuning progressive generation, time to first byte and accessibility. Integration with Google's native ticket search fo
Web Developer
Schneider & Rojas
Jan 2019 - Nov 2019 (10 months)
Developed web solutions for clients.
Education
Degrees, certifications, and relevant coursework
Universidade Politécnica de Bragança
Master's Degree, Informatics
2026 - 2027
Master's degree in Informatics, on a double-degree agreement with UTFPR in Brazil.
Dissertation: "Distributed Mesh and P2P for Voice and Text AI Assistants: Democratization of Intelligence", supervised by Prof. Isabel Lopes at IPB and Prof. Rodrigo Campiolo at UTFPR. The work designs, implements and evaluates Aurora, a personal peer-to-peer capability mesh for private AI assistants. Typed service
Federal University of Technology - Parana
Bachelorette, Computer Science
2020 - 2026
Bachelor's degree in Computer Science, concluded through a double-degree agreement with Instituto Politécnico de Bragança in Portugal.
The coursework that carried furthest into my work: Computer Networks, Cybersecurity, Operating Systems, Computational Intelligence, Graph Theory, Theory of Computation, Programming Language Aspects and Physical Computing. I earned the Cisco CyberOps Security Assoc
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Social media
Job categories
Skills
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