Minh-Toan Ta · full-stack engineer · Valence, France
con·so·nance /ˈkɒn.sə.nəns/ from Latin consonare, “to sound together”
When voices resonate, the night lights up.
Consonance is the moment different sounds vibrate together and grow stronger. That is how I build: systems, ideas and people that resonate together, to shine brighter.
What I’m building
Tools launched in 2026, and a platform in the making.
Consonance
A daily radar for AI and agents.
Every morning, Consonance keeps only what several independent sources are saying at the same time about AI and agents. Topics, papers worth reading, trending repositories and sourced claims, written in French, English and Vietnamese, with every entry linked to its source.
Discover 02 Livetracé.
Public transport traffic in France, network by network.
tracé. brings together public transport traffic information across France, network by network, from the operators’ official feeds. Every item shows its source and time, and the "À découvrir" guides suggest things to do in each city, prepared with the help of AI.
Discover 03 In the makingLuminode
One body of knowledge. Paths that fit you.
Luminode is a learning and knowledge platform built for AI agents from the ground up, and it is still in the making. It brings the people who create content, the companies that roll it out and the people who learn into a single system. Knowledge opens the horizon.
DiscoverLatest articles
Grok Bot: what I would trust an always-on agent with
Grok Bot, seen by an engineer who builds systems that must not be wrong: how xAI's agents work, what real marketplace Bots do, and my rules before I let one in.
SecurityOSS Scanner: a free security inspection for critical open source
Anthropic's OSS Scanner runs periodic AI security scans of critical open-source projects at no cost. What a report contains, who qualifies, how to enroll, and how to triage the results.
AI agentspstack: Lauren Tan's rules for agents you can trust
pstack, the skill plugin by Lauren Tan (@poteto) for Cursor and Grok Bot: trust one agent before running ten, fix mistakes at the root, and treat verification as infrastructure, down to TLA+ models.
Full-stack engineer, night-time explorer
Since 2022 at Conduent, I build ticketing and bank-card payment servers deployed across 20+ cities. Alongside, I explore AI agents.
My journey →