Tom Jones

Bootstrapped solo founder. Building Tīrtha, a cost efficient local AI engine with memory and verification for reliable long horizon agents.

Rock Hill Sc. Joined on Jun 27, 2026 https://tirtha.ai/

Work

Founder and CEO of Tirtha.ai

Tom Jones

Jul 5

Everyone is hardening the structure. Nobody is passing down the why.

#ai #llm #machinelearning #agents

3 min read

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Tom Jones

Jul 4

I didn't mean to build this. Looking for testers anyway.

#ai #webdev #opensource #startup

2 min read

Tom Jones

Jul 2

I got my coding agent to tie the frontier for about 8x less. Here is the honest benchmark.

#showdev #ai #machinelearning #llm

3 min read

Tom Jones

Jun 29

Serving cheap when two models agree: a measured cost lever

#testdev #ai #llm #infrastructure

3 min read

Tom Jones

Jun 28

Frontier-Quality Coding at Cheap-Tier Cost: What We Built, and How We Measured It

#ai #testing #llm #devops

5 min read

Tom Jones

Jun 28

The Two-Channel Problem: Structure and Soul for Reliable Long-Horizon Agents

#ai #llm #machinelearning #agents

4 min read

DEV Community

Tom Jones

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1 Week Community Wellness Streak

Writing Debut

Everyone is hardening the structure. Nobody is passing down the why.

Want to connect with Tom Jones?

I didn't mean to build this. Looking for testers anyway.

I got my coding agent to tie the frontier for about 8x less. Here is the honest benchmark.

Serving cheap when two models agree: a measured cost lever

Frontier-Quality Coding at Cheap-Tier Cost: What We Built, and How We Measured It

The Two-Channel Problem: Structure and Soul for Reliable Long-Horizon Agents