autoharness
An agent that gets better by working, not by being rebuilt. AutoHarness turns every session into lasting capability, so the harness improves itself as the model moves on.
AI shouldn’t just assist businesses — it should run them.Ours already does.
Build it. Show the work. Run it.
Most AI companies have to go find a testbed. We were already running one. Tigerless Health gives us real plan documents, real deadlines and real customers. Lara was built inside that environment, not as a demo of it. Alongside our products, we also build and publish engineering work in the open.
Tigerless Health gives us real plan documents, real deadlines and real customers. Lara was built inside that environment, not as a demo of it. Alongside our products, we also build and publish engineering work in the open.
Tigerless Health
Tigerless Health is the insurance business where we put AI to work. The business is real, so the AI has to be. We started with healthcare — the hardest one.
Tigerless Health gives us real plan documents, real deadlines and real customers. Lara was built inside that environment, not as a demo of it. Alongside our products, we also build and publish engineering work in the open.
Lara
She reads the policy. She does the work. Lara is the AI behind the business, grounded in real plan documents, working real workflows, answering real people.
Tigerless Health gives us real plan documents, real deadlines and real customers. Lara was built inside that environment, not as a demo of it. Alongside our products, we also build and publish engineering work in the open.
Tigerless Labs
An open AI lab from the Tigerless engineering team, focused on frontier AI development, engineering research, and practical tooling for emerging AI workflows.
Tigerless Health gives us real plan documents, real deadlines and real customers. Lara was built inside that environment, not as a demo of it. Alongside our products, we also build and publish engineering work in the open.
Product. Engineering. Deployment.
That is how we think AI companies should be built.
Tigerless Health
Tigerless Health
We saw a gap—a disconnect between how insurance works in the U.S. and what people actually need. So, we built something smarter.
Tigerless is a one-stop insurance agency built to make coverage simple, transparent, and personalized. Powered by real data, thoughtful design, and smart tech, we make it easy to explore, compare, and manage a wide range of policies, from everyday essentials to specialized coverage.
Meet Lara
Most AI systems are evaluated on questions someone wrote for them. Lara answers the ones customers actually ask — inside a licensed business, against real documents, with deadlines attached.
Lara isn't a concept. She's already at work.
Tigerless Labs
The engineering, in public.
Anyone can say they build AI. We would rather show the work. Tigerless Labs is the open-source engineering initiative of Tigerless AI, where we research and build practical tools across agent systems, self-learning, memory, security, observability, and cost optimization. Our projects are public by design — built to solve real engineering problems, and shared so others can build on them.
cost-xray
Usage logs tell you what a turn cost; Cost X-ray tells you why, attributing every token in the context to its source.
agent-memory
A memory layer beneath the agent: knowledge that connects like a graph, reads like a vault, and matures with use. Runs locally, shared across agents.
Tigerless Health
We saw a gap—a disconnect between how insurance works in the U.S. and what people actually need. So, we built something smarter.
Tigerless is a one-stop insurance agency built to make coverage simple, transparent, and personalized. Powered by real data, thoughtful design, and smart tech, we make it easy to explore, compare, and manage a wide range of policies, from everyday essentials to specialized coverage.
Meet Lara
Most AI systems are evaluated on questions someone wrote for them. Lara answers the ones customers actually ask — inside a licensed business, against real documents, with deadlines attached.
Lara isn't a concept. She's already at work.
Tigerless Labs
The engineering, in public.
Anyone can say they build AI. We would rather show the work. Tigerless Labs is the open-source engineering initiative of Tigerless AI, where we research and build practical tools across agent systems, self-learning, memory, security, observability, and cost optimization. Our projects are public by design — built to solve real engineering problems, and shared so others can build on them.
autoharness
An agent that gets better by working, not by being rebuilt. AutoHarness turns every session into lasting capability, so the harness improves itself as the model moves on.
cost-xray
Usage logs tell you what a turn cost; Cost X-ray tells you why, attributing every token in the context to its source.
agent-memory
A memory layer beneath the agent: knowledge that connects like a graph, reads like a vault, and matures with use. Runs locally, shared across agents.
Insights
What we're learning along the way.
Ideas, technical work, and commentary from across Tigerless AI.
October 8, 2026
How we review AI-written blog drafts before they go live
Our editors run every AI draft through fact, voice, and structure gates before it ships — here is the exact review we use at Tigerless.
October 7, 2026
Design Harness: Turn Research Into a Design You Can Defend
Design Harness is an open-source agent skill that files your sources, links your ideas to evidence and assembles a design where every decision shows its why.
October 1, 2026
Can Google and ChatGPT Actually Read Your Site? Check, Don’t Guess
SEO-Ops is an open-source Agent Skill that checks whether search engines and AI retrieval can fetch, read, index, and cite your site — with deterministic checks and evidence, not LLM guesses.
One system.Continuously improving.
Built to understand insurance products deeply, reason through customer-specific situations.
- Tigerless Health
- Lara
- Tigerless Labs
